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AlignMixup: Improving Representations by Interpolating Aligned FeaturesShashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis AvrithisIEEE Conference on Computer Vision and Pattern Recognition
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ET BT 9.9626 0 0 9.9626 201.197 211.243 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 206.221 211.243
Tm /Ty4 1 Tf [ (calibr) 15 (ation) ] TJ ET BT 9.9626 0 0 9.9626 250.355 211.243
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 255.379 211.243 Tm /Ty4 1 Tf (weakly-)
Tj ET BT 9.9626 0 0 9.9626 70.037 199.288 Tm /Ty4 1 Tf [ (supervised) -364
(localization) ] TJ ET BT 9.9626 0 0 9.9626 166.957 199.288 Tm /Ty2 1 Tf (and)
Tj ET BT 9.9626 0 0 9.9626 184.971 199.288 Tm /Ty4 1 Tf [ (out-of-distrib)
20 (ution) -364 (detec-) ] TJ ET BT 9.9626 0 0 9.9626 70.037 187.333 Tm /Ty4
1 Tf (tion) Tj ET BT 9.9626 0 0 9.9626 89.409 187.333 Tm /Ty2 1 Tf [ (ag)
5 (ainst) -388 (more) -389 (sophisticated) -388 (mixup) -389 (operations)
-388 (on) ] TJ ET BT 9.9626 0 0 9.9626 70.037 175.378 Tm /Ty2 1 Tf [ (se)
25 (v) 15 (eral) -250 (netw) 10 (orks) -250 (and) -250 (datasets) -250 (\()
] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 193.4836 175.378 Tm /Ty2 1 Tf
[ (section) -250 (4) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 229.1796 175.378
Tm /Ty2 1 Tf (\).) Tj ET BT 11.9552 0 0 11.9552 50.112 148.679 Tm /Ty1 1 Tf
[ (2.) -250 (Related) -250 (W) 75 (ork) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.82
Tm /Ty1 1 Tf (Mixup) Tj ET BT 9.9626 0 0 9.9626 88.308 128.82 Tm /Ty2 1 Tf
([) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 91.62555 128.82 Tm /Ty2 1
Tf (69) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 101.5881 128.82 Tm /Ty2 1
Tf [ (],) -310 (concurrently) -298 (with) -297 (similar) -298 (methods) -298
([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 255.1716 128.82 Tm /Ty2
1 Tf (30) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 265.1342 128.82 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 270.5937 128.82 Tm /Ty2
1 Tf (56) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 280.5563 128.82 Tm /Ty2
1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 50.112 116.865 Tm /Ty2 1 Tf (introduce)
Tj ET BT 9.9626 0 0 9.9626 91.772 116.865 Tm /Ty4 1 Tf (mixup) Tj ET BT 9.9626 0 0 9.9626 116.121 116.865
Tm /Ty2 1 Tf [ (,) -443 (augmenting) -405 (data) -405 (by) -404 (linear) -405
(interpolation) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [
(between) -329 (tw) 10 (o) -328 (e) 15 (xamples.) -546 (While) -328 ([) ]
TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 181.0405 104.91 Tm /Ty2 1 Tf (69)
Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 191.0031 104.91 Tm /Ty2 1 Tf [ (])
-329 (apply) -329 (mixup) -328 (on) -329 (inter) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (mediate) -290 (representa) 1 (tions,) -300 (it) -289 (is)
-290 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 171.5959 92.955 Tm
/Ty2 1 Tf (58) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 181.5585 92.955 Tm
/Ty2 1 Tf [ (]) -290 (who) -289 (mak) 10 (e) -290 (this) -289 (w) 10 (ork,)
-300 (in-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf (troducing)
Tj ET BT 9.9626 0 0 9.9626 91.028 81 Tm /Ty4 1 Tf [ (manifold) -274 (mixup)
] TJ ET BT 9.9626 0 0 9.9626 153.533 81 Tm /Ty2 1 Tf [ (.) -382 (W) 40 (ithout)
-274 (alignment,) -280 (the) -274 (result) -274 (is) ] TJ ET BT 9.9626 0 0 9.9626 308.862 710.037
Tm /Ty2 1 Tf [ (an) -222 (o) 15 (v) 15 (erlay) -223 (of) -222 (either) -222
(images) -222 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 421.4394 710.037
Tm /Ty2 1 Tf (69) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 431.402 710.037
Tm /Ty2 1 Tf [ (]) -223 (or) -222 (features) -222 ([) ] TJ ET /Cs2 cs 0 1
0 sc BT 9.9626 0 0 9.9626 484.5126 710.037 Tm /Ty2 1 Tf (58) Tj ET /Cs1 cs
0 sc BT 9.9626 0 0 9.9626 494.4752 710.037 Tm /Ty2 1 Tf [ (].) -222 ([) ]
TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 505.8126 710.037 Tm /Ty2 1 Tf
(23) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 515.7752 710.037 Tm /Ty2 1 Tf
[ (]) -223 (elimi-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty2 1
Tf [ (nate) -205 (manifold) -205 (intrusionmix) 15 (ed) -205 (data) -205
(conicting) -206 (with) -205 (true) ] TJ ET BT 9.9626 0 0 9.9626 308.862 686.127
Tm /Ty2 1 Tf [ (data.) -306 (Unlik) 10 (e) -239 (manifold) -239 (mixup,) -242
(AlignMixup) -239 (interpolates) -239 (fea-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (ture) -250 (tensors) -250 (from) -250 (deeper) -250 (layers)
-250 (after) -250 (aligning) -250 (them.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 662.007
Tm /Ty2 1 Tf [ (Nonlinear) -355 (mixing) -355 (o) 15 (v) 15 (er) -355 (random)
-355 (image) -355 (re) 15 (gions) -355 (is) -355 (an) -355 (al-) ] TJ ET BT
9.9626 0 0 9.9626 308.862 650.051 Tm /Ty2 1 Tf [ (ternati) 25 (v) 15 (e,)
] TJ ET BT 9.9626 0 0 9.9626 349.031 650.051 Tm /Ty4 1 Tf [ (e) 15 (.g) ]
TJ ET BT 9.9626 0 0 9.9626 360.777 650.051 Tm /Ty2 1 Tf [ (.) -308 (from)
-309 (masking) -308 (square) -309 (re) 15 (gions) -308 ([) ] TJ ET /Cs2 cs
0 1 0 sc BT 9.9626 0 0 9.9626 490.2609 650.051 Tm /Ty2 1 Tf (14) Tj ET /Cs1
cs 0 sc BT 9.9626 0 0 9.9626 500.2235 650.051 Tm /Ty2 1 Tf [ (]) -308 (to)
-309 (cutting) ] TJ ET BT 9.9626 0 0 9.9626 308.862 638.096 Tm /Ty2 1 Tf [
(a) -415 (rectangular) -414 (re) 15 (gion) -415 (from) -415 (one) -415 (image)
-414 (and) -415 (pasting) -415 (it) -415 (onto) ] TJ ET BT 9.9626 0 0 9.9626 308.862 626.141
Tm /Ty2 1 Tf [ (another) -305 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 345.096 626.141
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 355.0586 626.141
Tm /Ty2 1 Tf [ (],) -319 (as) -304 (well) -305 (as) -305 (se) 25 (v) 15 (eral)
-305 (v) 25 (ariants) -305 (using) -305 (arbitrary) -305 (re-) ] TJ ET BT
9.9626 0 0 9.9626 308.862 614.186 Tm /Ty2 1 Tf [ (gions) -298 ([) ] TJ ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 336.7374 614.186 Tm /Ty2 1 Tf (25) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 346.7 614.186 Tm /Ty2 1 Tf (,) Tj ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 352.1694 614.186 Tm /Ty2 1 Tf (52) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 362.132 614.186 Tm /Ty2 1 Tf (,) Tj ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 367.5915 614.186 Tm /Ty2 1 Tf (54) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 377.5541 614.186 Tm /Ty2 1 Tf [ (].)
-456 (Instead) -298 (of) -298 (choosing) -299 (re) 15 (gions) -298 (at) -299
(random,) ] TJ ET BT 9.9626 0 0 9.9626 308.862 602.231 Tm /Ty4 1 Tf (saliency)
Tj ET BT 9.9626 0 0 9.9626 343.809 602.231 Tm /Ty2 1 Tf [ (can) -231 (be)
-231 (used) -231 (to) -231 (l) 1 (o) -1 (c) 1 (ate) -231 (objects) -231 (from)
-231 (dif) 25 (ferent) -231 (images) ] TJ ET BT 9.9626 0 0 9.9626 308.862 590.276
Tm /Ty2 1 Tf [ (and) -287 -288 (them) -287 (in) -287 (one) -287 ([) ]
TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 391.2427 590.276 Tm /Ty2 1 Tf
(31) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 401.2053 590.276 Tm /Ty2 1 Tf
(,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 406.5652 590.276 Tm /Ty2 1
Tf (32) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 416.5278 590.276 Tm /Ty2 1
Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 421.8777 590.276 Tm /Ty2
1 Tf (44) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 431.8403 590.276 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 437.1903 590.276 Tm /Ty2
1 Tf (57) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 447.1529 590.276 Tm /Ty2
1 Tf [ (].) -422 (Exploiting) -287 (the) -288 (kno) 25 (wl-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 578.32
Tm /Ty2 1 Tf [ (edge) -269 (of) -269 (a) -269 (teacher) -269 (ne) 1 (tw) 10
(ork) -269 (to) -269 (mix) -269 (images) -269 (based) -269 (on) -269 (salienc)
15 (y) ] TJ ET BT 9.9626 0 0 9.9626 308.862 566.365 Tm /Ty2 1 Tf [ (has) -228
(been) -228 (proposed) -229 (in) -456 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 399.9102 566.365
Tm /Ty2 1 Tf (12) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 409.8728 566.365
Tm /Ty2 1 Tf [ (].) -303 (Instead) -228 (of) -228 (combining) -228 (more)
-229 (than) ] TJ ET BT 9.9626 0 0 9.9626 308.862 554.41 Tm /Ty2 1 Tf [ (one)
-374 (objects) -373 (in) -374 (an) -374 (image,) -405 (AlignMixup) -373 (attempts)
-374 (to) -374 (deform) ] TJ ET BT 9.9626 0 0 9.9626 308.862 542.455 Tm /Ty2
1 Tf [ (one) -250 (object) -250 (into) -250 (another) 55 (.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 530.29
Tm /Ty2 1 Tf [ (Another) -374 (alternati) 25 (v) 15 (e) -374 (is) -374 (Automix)
-374 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 455.4117 530.29 Tm
/Ty2 1 Tf (72) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 465.3743 530.29 Tm
/Ty2 1 Tf [ (],) -406 (which) -374 (emplo) 10 (ys) -374 (a) ] TJ ET BT 9.9626 0 0 9.9626 308.862 518.335
Tm /Ty2 1 Tf [ (U-Net) -266 (rather) -266 (than) -267 (an) -266 (autoencoder)
40 (,) -270 (mixing) -266 (at) -267 (se) 25 (v) 15 (eral) -266 (layers.) ]
TJ ET BT 9.9626 0 0 9.9626 308.862 506.379 Tm /Ty2 1 Tf [ (It) -350 (is) -350
(l) 1 (imited) -350 (to) -350 (small) -350 (datasets) -349 (and) -350 (pro)
15 (vides) -350 (little) -350 (impro) 15 (v) 15 (e-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 494.424
Tm /Ty2 1 Tf [ (ment) -369 (o) 15 (v) 15 (er) -369 (manifold) -370 (mixup)
-369 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 425.6635 494.424 Tm
/Ty2 1 Tf (58) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 435.6261 494.424 Tm
/Ty2 1 Tf [ (].) -667 (StyleMix) -370 (and) -369 (StyleCut-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 482.469
Tm /Ty2 1 Tf [ (Mix) -240 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 331.1782 482.469
Tm /Ty2 1 Tf (28) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 341.1408 482.469
Tm /Ty2 1 Tf [ (]) -240 (interpolate) -241 (content) -240 (and) -240 (style)
-240 (between) -241 (t) 1 (w) 10 (o) -241 (images,) ] TJ ET BT 9.9626 0 0 9.9626 308.862 470.514
Tm /Ty2 1 Tf [ (using) -235 (AdaIN) -235 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 365.5592 470.514
Tm /Ty2 1 Tf (29) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 375.5218 470.514
Tm /Ty2 1 Tf [ (],) -238 (a) -234 (style) -235 (transfer) -235 (autoencoder)
-235 (netw) 10 (ork.) -305 (By) ] TJ ET BT 9.9626 0 0 9.9626 308.862 458.559
Tm /Ty2 1 Tf [ (contrast,) -215 (AlignMixup) -206 (aligns) -206 (feature)
-206 (tensors) -206 (and) -206 (interpolates) ] TJ ET BT 9.9626 0 0 9.9626 308.862 446.604
Tm /Ty2 1 Tf [ (matching) -196 (features) -195 (directly) 65 (,) -207 (wi)
1 (thout) -196 (using) -196 (an) 15 (y) -195 (additional) -196 (net-) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 434.648 Tm /Ty2 1 Tf [ (w) 10 (ork.) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 418 Tm /Ty1 1 Tf (Alignment) Tj ET BT 9.9626 0 0 9.9626 363.656 418
Tm /Ty2 1 Tf [ (Local) -221 (correspondences) -222 (from) -221 (intra-class)
-222 (align-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 406.045 Tm /Ty2 1 Tf [
(ment) -343 (of) -343 (feature) -343 (tensors) -343 (ha) 20 (v) 15 (e) -343
(been) -343 (used) -344 (in) ] TJ ET BT 9.9626 0 0 9.9626 483.592 406.045
Tm /Ty4 1 Tf [ (ima) 10 (g) 10 (e) -343 (r) 37 (e) 40 (gistr) 15 (a-) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 394.09 Tm /Ty4 1 Tf (tion) Tj ET BT 9.9626 0 0 9.9626 327.265 394.09
Tm /Ty2 1 Tf ([) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 330.5825 394.09
Tm /Ty2 1 Tf (9) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 335.5638 394.09 Tm
/Ty2 1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 340.9536 394.09
Tm /Ty2 1 Tf (40) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 350.9162 394.09
Tm /Ty2 1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 359.731 394.09 Tm /Ty4 1 Tf [
(optical) -291 ] TJ ET BT 9.9626 0 0 9.9626 409.818 394.09 Tm /Ty2 1
Tf ([) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 413.1355 394.09 Tm /Ty2
1 Tf (61) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 423.0981 394.09 Tm /Ty2
1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 431.91 394.09 Tm /Ty4 1 Tf [ (semantic)
-291 (alignment) ] TJ ET BT 9.9626 0 0 9.9626 513.159 394.09 Tm /Ty2 1 Tf
([) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 516.4765 394.09 Tm /Ty2 1
Tf (24) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 526.4391 394.09 Tm /Ty2 1
Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 531.8289 394.09 Tm /Ty2
1 Tf (46) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 541.7915 394.09 Tm /Ty2
1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 308.862 382.135 Tm /Ty2 1 Tf (and) Tj
ET BT 9.9626 0 0 9.9626 326.574 382.135 Tm /Ty4 1 Tf [ (ima) 10 (g) 10 (e)
-334 (r) 37 (etrie) 15 (val) ] TJ ET BT 9.9626 0 0 9.9626 391.179 382.135
Tm /Ty2 1 Tf ([) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 394.4965 382.135
Tm /Ty2 1 Tf (50) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 404.4591 382.135
Tm /Ty2 1 Tf [ (].) -562 (Here,) -355 (we) -333 (mostly) -334 (use) ] TJ ET
BT 9.9626 0 0 9.9626 503.25 382.135 Tm /Ty4 1 Tf [ (inter) 20 (-class) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 370.179 Tm /Ty2 1 Tf [ (alignment.) -373 (In)
] TJ ET BT 9.9626 0 0 9.9626 365.915 370.179 Tm /Ty4 1 Tf [ (fe) 15 (w-shot)
-271 (learning) ] TJ ET BT 9.9626 0 0 9.9626 435.991 370.179 Tm /Ty2 1 Tf
[ (,) -276 (local) -271 (correspondences) -271 (be-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 358.224
Tm /Ty2 1 Tf [ (tween) -381 (query) -381 (and) -382 (support) -381 (images)
-381 (are) -381 (important) -381 (in) -382 (nding) ] TJ ET BT 9.9626 0 0 9.9626 308.862 346.269
Tm /Ty2 1 Tf [ (attention) -402 (maps,) -440 (used) ] TJ ET BT 9.9626 0 0 9.9626 397.902 346.269
Tm /Ty4 1 Tf [ (e) 15 (.g) ] TJ ET BT 9.9626 0 0 9.9626 409.648 346.269 Tm
/Ty2 1 Tf [ (.) -402 (by) -402 (CrossT) 35 (ransformers) -401 ([) ] TJ ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 513.4384 346.269 Tm /Ty2 1 Tf (15) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 523.401 346.269 Tm /Ty2 1 Tf [ (]) -402
(and) ] TJ ET BT 9.9626 0 0 9.9626 308.862 334.314 Tm /Ty2 1 Tf [ (DeepEMD)
-194 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 357.2703 334.314 Tm
/Ty2 1 Tf (68) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 367.2329 334.314 Tm
/Ty2 1 Tf [ (].) -291 (The) ] TJ ET BT 9.9626 0 0 9.9626 393.362 334.314 Tm
/Ty4 1 Tf [ (earth) -194 (mo) 10 <766572d5> 40 (s) -194 (di) 1 (stance) ] TJ ET
BT 9.9626 0 0 9.9626 484.98 334.314 Tm /Ty2 1 Tf [ (\(EMD\)) -194 ([) ] TJ
ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 519.0023 334.314 Tm /Ty2 1 Tf (47)
Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 528.9649 334.314 Tm /Ty2 1 Tf [ (],)
-205 (or) ] TJ ET BT 9.9626 0 0 9.9626 308.862 322.359 Tm /Ty4 1 Tf [ (W)
92 (asser) 10 (stein) -219 (metric) ] TJ ET BT 9.9626 0 0 9.9626 383.631 322.359
Tm /Ty2 1 Tf [ (,) -225 (is) -219 (an) -219 (instance) -220 (of) ] TJ ET BT
9.9626 0 0 9.9626 454.093 322.359 Tm /Ty4 1 Tf [ (optimal) -219 (tr) 15 (ansport)
] TJ ET BT 9.9626 0 0 9.9626 526.024 322.359 Tm /Ty2 1 Tf ([) Tj ET /Cs2 cs
0 1 0 sc BT 9.9626 0 0 9.9626 529.3415 322.359 Tm /Ty2 1 Tf (59) Tj ET /Cs1
cs 0 sc BT 9.9626 0 0 9.9626 539.3041 322.359 Tm /Ty2 1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 308.862 310.404
Tm /Ty2 1 Tf [ (addressed) -249 (by) -248 (linear) -249 (programming.) -309
(T) 80 (o) -249 (accelerate,) -248 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 508.8811 310.404
Tm /Ty2 1 Tf (11) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 518.8437 310.404
Tm /Ty2 1 Tf [ (]) -249 (com-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 298.448
Tm /Ty2 1 Tf [ (putes) -259 (optimal) -259 (matching) -260 (by) ] TJ ET BT
9.9626 0 0 9.9626 417.713 298.448 Tm /Ty4 1 Tf [ (Sinkhorn) -259 (distance)
] TJ ET BT 9.9626 0 0 9.9626 492.059 298.448 Tm /Ty2 1 Tf (with) Tj ET BT
9.9626 0 0 9.9626 512.355 298.448 Tm /Ty4 1 Tf [ (entr) 45 (opic) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 286.493 Tm /Ty4 1 Tf [ (r) 37 (e) 40 (gularization)
] TJ ET BT 9.9626 0 0 9.9626 365.11 286.493 Tm /Ty2 1 Tf [ (.) -299 (This)
-216 (distance) -217 (is) -216 (widely) -217 (applied) -216 (between) -217
(dis-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 274.538 Tm /Ty2 1 Tf [ (trib)
20 (utions) -250 (in) -250 (generati) 25 (v) 15 (e) -250 (models) -250 ([)
] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 437.7681 274.538 Tm /Ty2 1 Tf
(18) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 447.7307 274.538 Tm /Ty2 1 Tf
(,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 452.712 274.538 Tm /Ty2 1
Tf (42) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 462.6746 274.538 Tm /Ty2 1
Tf (].) Tj ET BT 9.9626 0 0 9.9626 320.817 262.373 Tm /Ty2 1 Tf [ (EMD) -379
(has) -379 (been) -379 (used) -379 (for) -379 (mixup) -379 (in) -379 (the)
-379 (input) -379 (space,) -412 (for) ] TJ ET BT 9.9626 0 0 9.9626 308.862 250.418
Tm /Ty2 1 Tf (instance) Tj ET BT 9.9626 0 0 9.9626 343.941 250.418 Tm /Ty4
1 Tf [ (point) -244 (mixup) ] TJ ET BT 9.9626 0 0 9.9626 393.636 250.418 Tm
/Ty2 1 Tf [ (for) -244 (3D) -244 (point) -244 (clouds) -244 ([) ] TJ ET /Cs2
cs 0 1 0 sc BT 9.9626 0 0 9.9626 476.9632 250.418 Tm /Ty2 1 Tf (6) Tj ET /Cs1
cs 0 sc BT 9.9626 0 0 9.9626 481.9445 250.418 Tm /Ty2 1 Tf [ (]) -244 (and)
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ET BT 0.1678 Tc 9.9626 0 0 9.9626 196.476 476.419 Tm /Ty7 1 Tf (,f) Tj 0 Tc
ET BT 6.9738 0 0 6.9738 205.781 474.925 Tm /Ty18 1 Tf (2) Tj ET BT 0.0008
Tc 9.9626 0 0 9.9626 213.018 476.419 Tm /Ty6 1 Tf (:=) Tj 0 Tc ET BT 9.9626 0 0 9.9626 226.302 476.419
Tm /Ty7 1 Tf (F) Tj ET BT 9.9626 0 0 9.9626 274.746 476.419 Tm /Ty2 1 Tf (\(3\))
Tj ET BT 9.9626 0 0 9.9626 100.721 461.475 Tm /Ty2 1 Tf (feature) Tj ET BT
9.9626 0 0 9.9626 130.868 461.475 Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 134.742 461.475
Tm /Ty14 1 Tf (A) Tj ET BT 0.2789 Tc 9.9626 0 0 9.9626 143.404 461.475 Tm
/Ty6 1 Tf (\):) Tj 0 Tc ET BT 9.9626 0 0 9.9626 162.776 461.475 Tm /Ty7 1
Tf (f) Tj ET BT 6.9738 0 0 6.9738 167.654 459.981 Tm /Ty18 1 Tf (1) Tj ET
BT 0.0008 Tc 9.9626 0 0 9.9626 174.89 461.475 Tm /Ty6 1 Tf (:=) Tj 0 Tc ET
BT 0.0281 Tc 9.9626 0 0 9.9626 188.174 461.475 Tm /Ty7 1 Tf [ (F,) -139 (f)
] TJ 0 Tc ET BT 6.9738 0 0 6.9738 204.162 459.981 Tm /Ty18 1 Tf (2) Tj ET
BT 0.0008 Tc 9.9626 0 0 9.9626 211.399 461.475 Tm /Ty6 1 Tf [ (:=) -278 (id)
] TJ 0 Tc ET BT 9.9626 0 0 9.9626 232.985 461.475 Tm /Ty7 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 274.746 461.475 Tm /Ty2 1 Tf (\(4\)) Tj ET BT 9.9626 0 0 9.9626 50.112 439.558
Tm /Ty2 1 Tf (where) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 77.377 439.558 Tm
/Ty6 1 Tf (id) Tj 0 Tc ET BT 9.9626 0 0 9.9626 88.606 439.558 Tm /Ty2 1 Tf
[ (is) -294 (the) -293 (identity) -294 (mapping.) -441 (F) 15 (or) -294 (\()
] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 208.3365 439.558 Tm /Ty2 1 Tf
(3) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 213.3178 439.558 Tm /Ty2 1 Tf
[ (\),) -305 (we) -294 (dene) ] TJ ET BT 0.0007 Tc 9.9626 0 0 9.9626 263.981 439.558
Tm /Ty6 1 Tf (Mix) Tj 0 Tc ET BT 6.9738 0 0 6.9738 281.138 438.064 Tm /Ty16
1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 50.112 427.603 Tm /Ty2 1 Tf [ (in) -286
(\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 64.02975 427.603 Tm /Ty2
1 Tf (2) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 69.01105 427.603 Tm /Ty2
1 Tf [ (\)) -286 (as) -287 (standard) -286 (mixup) ] TJ ET BT 0.0003 Tc 9.9626 0 0 9.9626 151.253 427.603
Tm /Ty6 1 Tf [ (mi) -1 (x) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 167.58 426.109
Tm /Ty16 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 175.655 427.603 Tm /Ty2 1 Tf
(\() Tj ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 178.9725 427.603 Tm /Ty2
1 Tf (1) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 183.9538 427.603 Tm /Ty2
1 Tf [ (\),) -295 (lik) 10 (e) -287 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 213.7221 427.603
Tm /Ty2 1 Tf (69) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 223.6847 427.603
Tm /Ty2 1 Tf [ (];) -304 (while) -286 (for) -286 (\() ] TJ ET /Cs2 cs 1 0
0 sc BT 9.9626 0 0 9.9626 275.5699 427.603 Tm /Ty2 1 Tf (4) Tj ET /Cs1 cs
0 sc BT 9.9626 0 0 9.9626 280.5512 427.603 Tm /Ty2 1 Tf (\),) Tj ET BT 9.9626 0 0 9.9626 50.112 415.648
Tm /Ty2 1 Tf [ (we) -250 (dene) ] TJ ET BT 0.0007 Tc 9.9626 0 0 9.9626 91.058 415.648
Tm /Ty6 1 Tf (Mix) Tj 0 Tc ET BT 6.9738 0 0 6.9738 108.216 414.154 Tm /Ty16
1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 115.93 415.648 Tm /Ty2 1 Tf [ (as) -250
(discussed) -250 (in) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 177.6383 415.648
Tm /Ty2 1 Tf [ (subsection) -250 (3.2) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 234.6443 415.648
Tm /Ty2 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 62.067 403.693 Tm /Ty2 1 Tf [
(By) -344 (def) 10 (ault,) -368 (we) -345 (train) -344 (the) -344 (encoder)
-345 (netw) 10 (ork) -344 (and) -344 (the) -345 (clas-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 391.738
Tm /Ty2 1 Tf [ (sier) -309 (by) -310 (using) -309 (a) -310 (classication)
-309 (loss) ] TJ ET BT 9.9626 0 0 9.9626 192.035 391.738 Tm /Ty7 1 Tf (L)
Tj ET BT 6.9738 0 0 6.9738 198.815 390.243 Tm /Ty10 1 Tf (c) Tj ET BT 9.9626 0 0 9.9626 205.956 391.738
Tm /Ty2 1 Tf [ (on) -309 (the) -310 (output) -309 (of) -310 (the) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 379.782 Tm /Ty2 1 Tf (classier) Tj ET BT 9.9626 0 0 9.9626 88.312 379.782
Tm /Ty7 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 96.204 379.782 Tm /Ty2 1 Tf [
(for) -279 (mix) 15 (ed) -280 (e) 15 (xamples) -279 (along) -279 (with) -280
(the) -279 (correspond-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 367.827 Tm /Ty2
1 Tf [ (ing) -250 (mix) 15 (ed) -250 (labels:) ] TJ ET BT 9.9626 0 0 9.9626 94.449 345.911
Tm /Ty7 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 101.23 344.416 Tm /Ty10 1 Tf (c)
Tj ET BT 9.9626 0 0 9.9626 105.288 345.911 Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 109.162 345.911
Tm /Ty7 1 Tf (g) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 114.272 345.911 Tm /Ty6
1 Tf (\(Mix) Tj 0 Tc ET BT 6.9738 0 0 6.9738 135.304 350.698 Tm /Ty10 1 Tf
(f) Tj ET BT 4.9813 0 0 4.9813 139.189 349.702 Tm /Ty17 1 Tf (1) Tj ET BT
0.0003 Tc 6.9738 0 0 6.9738 143.077 350.698 Tm /Ty10 1 Tf (,f) Tj 0 Tc ET
BT 4.9813 0 0 4.9813 149.328 349.702 Tm /Ty17 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 135.304 342.905
Tm /Ty16 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 153.714 345.911 Tm /Ty6 1 Tf
(\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 157.589 345.911 Tm /Ty7 1 Tf [ (x,)
-167 (x) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 173.404 350.024 Tm /Ty13 1 Tf (")
Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 176.199 345.911 Tm /Ty6 1 Tf (\)\)) Tj
0 Tc ET BT 9.9626 0 0 9.9626 183.948 345.911 Tm /Ty7 1 Tf (,) Tj ET BT 0.0003
Tc 9.9626 0 0 9.9626 188.376 345.911 Tm /Ty6 1 Tf [ (mi) -1 (x) ] TJ 0 Tc
ET BT 6.9738 0 0 6.9738 204.704 344.416 Tm /Ty16 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 209.927 345.911
Tm /Ty6 1 Tf (\() Tj ET BT 0.0363 Tc 9.9626 0 0 9.9626 213.802 345.911 Tm
/Ty7 1 Tf [ (y,) -131 (y) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 228.713 350.024
Tm /Ty13 1 Tf (") Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 231.508 345.911 Tm
/Ty6 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 239.257 345.911 Tm /Ty7 1
Tf (,) Tj ET BT 9.9626 0 0 9.9626 274.746 345.911 Tm /Ty2 1 Tf (\(5\)) Tj
ET BT 9.9626 0 0 9.9626 50.112 322.095 Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 77.638 322.095
Tm /Ty7 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 84.418 320.601 Tm /Ty10 1 Tf (c)
Tj ET BT 9.9626 0 0 9.9626 88.477 322.095 Tm /Ty6 1 Tf (\() Tj ET BT 0.0001
Tc 9.9626 0 0 9.9626 92.351 322.095 Tm /Ty7 1 Tf [ (p,) -168 (y) ] TJ 0 Tc
ET BT 0.4079 Tc 9.9626 0 0 9.9626 107.033 322.095 Tm /Ty6 1 Tf [ (\):) 407
(=) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 129.54 322.095 Tm /Ty9 1 Tf ($) Tj ET
BT 9.9626 0 0 9.9626 138.949 329.567 Tm /Ty20 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 149.465 327.105
Tm /Ty10 1 Tf (k) Tj ET BT 6.9738 0 0 6.9738 149.465 319.107 Tm /Ty10 1 Tf
(i) Tj ET BT 6.9738 0 0 6.9738 152.284 319.107 Tm /Ty18 1 Tf (=1) Tj ET BT
9.9626 0 0 9.9626 164.529 322.095 Tm /Ty7 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 169.414 320.601
Tm /Ty10 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 174.391 322.095 Tm /Ty6 1 Tf
[ (l) -0.8 (og) ] TJ ET BT 9.9626 0 0 9.9626 188.92 322.095 Tm /Ty7 1 Tf (p)
Tj ET BT 6.9738 0 0 6.9738 193.932 320.601 Tm /Ty10 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 200.437 322.095
Tm /Ty2 1 Tf [ (is) -320 (the) -320 (standard) -320 (cross-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 310.14
Tm /Ty2 1 Tf [ (entrop) 10 (y) -300 (loss.) -458 (More) -300 (options) -299
(using) -300 (an) -299 (autoencoder) -300 (architec-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 298.185
Tm /Ty2 1 Tf [ (ture) -250 (are) -250 (in) 40 (v) 15 (estig) 5 (ated) -250
(in) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 143.0332 298.185 Tm /Ty2
1 Tf [ (section) -250 (4) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 178.7292 298.185
Tm /Ty2 1 Tf (.) Tj ET BT 10.9589 0 0 10.9589 50.112 278.26 Tm /Ty1 1 Tf [
(3.2.) -250 (Inter) 10 (polation) -250 (of) -250 (aligned) -250 (featur) 18
(e) -250 (tensors) ] TJ ET BT 9.9626 0 0 9.9626 50.112 260.327 Tm /Ty1 1 Tf
(Alignment) Tj ET BT 9.9626 0 0 9.9626 104.906 260.327 Tm /Ty2 1 Tf [ (Alignment)
-336 (refers) -336 (to) -335 (nding) -336 (a) -336 (geometric) -336 (cor)
20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 248.372 Tm /Ty2 1 Tf [ (respondence)
-294 (between) -294 (image) -294 (elements) -294 (before) -294 (interpolation.)
] TJ ET BT 9.9626 0 0 9.9626 50.112 236.417 Tm /Ty2 1 Tf [ (The) -252 (feature)
-253 (tensor) -252 (is) -253 (ideal) -252 (for) -252 (this) -253 (purpose,)
-253 (because) -252 (its) -253 (spa-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 224.462
Tm /Ty2 1 Tf [ (tial) -371 (resolution) -371 (is) -370 (lo) 25 (w) 65 (,)
-401 (reducing) -371 (the) -371 (optimization) -371 (cost,) -401 (and) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 212.507 Tm /Ty2 1 Tf [ (allo) 25 (ws) -249
(for) -250 (semantic) -249 (correspondence,) -250 (because) -249 (features)
-250 (close) ] TJ ET BT 9.9626 0 0 9.9626 50.112 200.552 Tm /Ty2 1 Tf [ (to)
-277 (the) -277 (classier) -278 (a) 1 (re) -278 (small.) -391 (Importantly)
65 (,) -284 (we) -277 (are) -278 (not) -277 (attempt-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 188.596
Tm /Ty2 1 Tf [ (ing) -364 (to) -365 (combine) -364 (tw) 10 (o) -364 (or) -364
(more) -365 (objects) -364 (into) -364 (one) -364 (image) -365 ([) ] TJ ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 270.5943 188.596 Tm /Ty2 1 Tf (32) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 280.5569 188.596 Tm /Ty2 1 Tf (],) Tj
ET BT 9.9626 0 0 9.9626 50.112 176.641 Tm /Ty2 1 Tf [ (b) 20 (ut) -295 (put)
-295 (tw) 10 (o) -295 (objects) -294 (in) -295 (correspondence) -295 (and)
-295 (then) -295 (interpolate) ] TJ ET BT 9.9626 0 0 9.9626 50.112 164.686
Tm /Ty2 1 Tf [ (into) -319 (one.) -518 (W) 80 (e) -319 (mak) 10 (e) -319 (no)
-319 (assumptions) -319 (on) -319 (the) -319 (structure) -320 (of) -319 (in-)
] TJ ET BT 9.9626 0 0 9.9626 50.112 152.731 Tm /Ty2 1 Tf [ (put) -297 (images)
-298 (in) -297 (terms) -298 (of) -297 (objects) -298 (and) -297 (we) -297
(use) -298 (no) -297 (ground) -298 (truth) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776
Tm /Ty2 1 Tf (correspondences.) Tj ET BT 9.9626 0 0 9.9626 62.067 128.821
Tm /Ty2 1 Tf [ (Our) -296 (feature) -295 (tensor) -296 (alignment) -295 (is)
-296 (based) -296 (on) ] TJ ET BT 9.9626 0 0 9.9626 229.32 128.821 Tm /Ty4
1 Tf [ (optimal) -296 (tr) 15 (ans-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865
Tm /Ty4 1 Tf (port) Tj ET BT 9.9626 0 0 9.9626 69.58 116.865 Tm /Ty2 1 Tf
[ (theory) -269 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 101.0319 116.865
Tm /Ty2 1 Tf (59) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 110.9945 116.865
Tm /Ty2 1 Tf [ (]) -269 (and) ] TJ ET BT 9.9626 0 0 9.9626 134.06 116.865
Tm /Ty4 1 Tf [ (Sinkhorn) -269 (distance) ] TJ ET BT 9.9626 0 0 9.9626 208.602 116.865
Tm /Ty2 1 Tf [ (\(SD\)) -269 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 233.9668 116.865
Tm /Ty2 1 Tf (11) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 243.9294 116.865
Tm /Ty2 1 Tf [ (]) -269 (in) -269 (partic-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (ular) 55 (.) -305 (Let) ] TJ ET BT 9.9626 0 0 9.9626 86.21 104.91
Tm /Ty14 1 Tf (A) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 97.639 104.91 Tm /Ty6
1 Tf (:=) Tj 0 Tc ET BT 9.9626 0 0 9.9626 110.923 104.91 Tm /Ty7 1 Tf (F)
Tj ET BT 9.9626 0 0 9.9626 118.713 104.91 Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 122.587 104.91
Tm /Ty7 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 128.281 104.91 Tm /Ty6 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 132.156 104.91 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 136.583 104.91
Tm /Ty14 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 145.245 108.526 Tm /Ty13 1 Tf
(") Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 150.808 104.91 Tm /Ty6 1 Tf (:=)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 164.091 104.91 Tm /Ty7 1 Tf (F) Tj ET BT 9.9626 0 0 9.9626 171.882 104.91
Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 175.756 104.91 Tm /Ty7 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 181.45 108.526 Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 184.245 104.91
Tm /Ty6 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 190.463 104.91 Tm /Ty2 1 Tf [
(be) -235 (the) ] TJ ET BT 9.9626 0 0 9.9626 216.73 104.91 Tm /Ty7 1 Tf (c)
Tj ET BT 9.9626 0 0 9.9626 222.712 104.91 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 232.132 104.91
Tm /Ty7 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 241.203 104.91 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 250.622 104.91 Tm /Ty7 1 Tf (h) Tj ET BT 9.9626 0 0 9.9626 258.706 104.91
Tm /Ty2 1 Tf (feature) Tj ET BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1
Tf [ (tensors) -361 (of) -360 (images) ] TJ ET BT 0.0005 Tc 9.9626 0 0 9.9626 125.639 92.955
Tm /Ty7 1 Tf [ (x,) -167 (x) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 141.454 96.57
Tm /Ty13 1 Tf (") Tj ET BT 0.4837 Tc 9.9626 0 0 9.9626 149.059 92.955 Tm /Ty9
1 Tf (!) Tj /Ty8 1 Tf (X) Tj 0 Tc ET BT 9.9626 0 0 9.9626 169.075 92.955 Tm
/Ty2 1 Tf [ (.) -642 (W) 80 (e) -361 (reshape) -360 (them) -361 (to) ] TJ
ET BT 9.9626 0 0 9.9626 263.469 92.955 Tm /Ty7 1 Tf (c) Tj ET BT 9.9626 0 0 9.9626 270.811 92.955
Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 281.591 92.955 Tm /Ty7 1 Tf (r)
Tj ET BT 9.9626 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf (matrices) Tj ET BT 9.9626 0 0 9.9626 87.03 81
Tm /Ty7 1 Tf [ (A,) -167.8 (A) ] TJ ET BT 6.9738 0 0 6.9738 106.402 84.615
Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 112.362 81 Tm /Ty2 1 Tf [ (by)
-318 (attening) -317 (the) -318 (spatial) -318 (dimensions,) -334 (where)
] TJ ET BT 9.9626 0 0 9.9626 308.862 710.037 Tm /Ty7 1 Tf (r) Tj ET BT 0.0008
Tc 9.9626 0 0 9.9626 318.437 710.037 Tm /Ty6 1 Tf (:=) Tj 0 Tc ET BT 0.0002
Tc 9.9626 0 0 9.9626 333.757 710.037 Tm /Ty7 1 Tf (hw) Tj 0 Tc ET BT 9.9626 0 0 9.9626 346.897 710.037
Tm /Ty2 1 Tf [ (.) -641 (Then,) -388 (e) 25 (v) 15 (ery) -360 (column) ] TJ
ET BT 9.9626 0 0 9.9626 441.401 710.037 Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 446.667 708.543
Tm /Ty10 1 Tf (j) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 450.865 710.037 Tm
/Ty7 1 Tf (,a) Tj 0 Tc ET BT 6.9738 0 0 6.9738 460.559 713.653 Tm /Ty13 1
Tf (") Tj ET BT 6.9738 0 0 6.9738 460.559 707.444 Tm /Ty10 1 Tf (j) Tj ET
BT 9.9626 0 0 9.9626 469.56 710.037 Tm /Ty9 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 481.005 710.037
Tm /Ty11 1 Tf (R) Tj ET BT 6.9738 0 0 6.9738 488.201 713.653 Tm /Ty10 1 Tf
(c) Tj ET BT 9.9626 0 0 9.9626 495.849 710.037 Tm /Ty2 1 Tf (of) Tj ET BT
9.9626 0 0 9.9626 507.739 710.037 Tm /Ty7 1 Tf [ (A,) -167.8 (A) ] TJ ET BT
6.9738 0 0 6.9738 527.11 713.653 Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 533.496 710.037
Tm /Ty2 1 Tf (for) Tj ET BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty7 1 Tf
(j) Tj ET BT 0.3118 Tc 9.9626 0 0 9.9626 316.636 698.082 Tm /Ty6 1 Tf (=1)
Tj 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 332.466 698.082 Tm /Ty7 1 Tf [ (,.)
1 (..,) 1 (r) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 362.047 698.082 Tm /Ty2 1
Tf [ (is) -268 (a) -268 (feature) -268 (v) 15 (ector) -268 (representing)
-268 (corresponding) ] TJ ET BT 9.9626 0 0 9.9626 308.862 686.127 Tm /Ty2
1 Tf [ (to) -313 (a) -313 (spatial) -313 (position) -313 (in) -313 (the) -313
(original) -313 (image) ] TJ ET BT 0.0005 Tc 9.9626 0 0 9.9626 479.368 686.127
Tm /Ty7 1 Tf [ (x,) -167 (x) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 495.184 689.742
Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 497.979 686.127 Tm /Ty2 1 Tf
[ (.) -499 (Let) ] TJ ET BT 9.9626 0 0 9.9626 521.838 686.127 Tm /Ty7 1 Tf
(M) Tj ET BT 9.9626 0 0 9.9626 535.707 686.127 Tm /Ty2 1 Tf (be) Tj ET BT
9.9626 0 0 9.9626 308.862 674.172 Tm /Ty2 1 Tf (the) Tj ET BT 9.9626 0 0 9.9626 324.218 674.172
Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 331.715 674.172 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 342.189 674.172 Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 350.142 674.172
Tm /Ty4 1 Tf [ (cost) -319 (matrix) ] TJ ET BT 9.9626 0 0 9.9626 398.596 674.172
Tm /Ty2 1 Tf [ (with) -319 (its) -320 (elements) -319 (being) -319 (the) -320
(pairwise) ] TJ ET BT 9.9626 0 0 9.9626 308.862 662.216 Tm /Ty2 1 Tf [ (distances)
-250 (of) -250 (these) -250 (v) 15 (ectors:) ] TJ ET BT 9.9626 0 0 9.9626 388.198 644.531
Tm /Ty7 1 Tf (m) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 396.946 643.037 Tm /Ty10
1 Tf (ij) Tj 0 Tc ET BT 0.0008 Tc 9.9626 0 0 9.9626 406.73 644.531 Tm /Ty6
1 Tf (:=) Tj 0 Tc ET BT 9.9626 0 0 9.9626 420.013 653 Tm /Ty20 1 Tf (") Tj
ET BT 9.9626 0 0 9.9626 420.013 647.022 Tm /Ty20 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 425.548 644.531
Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 430.814 643.037 Tm /Ty10 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 436.345 644.531 Tm /Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 446.307 644.531
Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 451.573 648.645 Tm /Ty13 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 451.573 642.068 Tm /Ty10 1 Tf (j) Tj ET BT
9.9626 0 0 9.9626 455.771 653 Tm /Ty20 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 455.771 647.022
Tm /Ty20 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 461.306 650.537 Tm /Ty18 1 Tf
(2) Tj ET BT 9.9626 0 0 9.9626 533.496 644.531 Tm /Ty2 1 Tf (\(6\)) Tj ET
BT 9.9626 0 0 9.9626 308.862 626.846 Tm /Ty2 1 Tf (for) Tj ET BT 0.0005 Tc
9.9626 0 0 9.9626 323.424 626.846 Tm /Ty7 1 Tf [ (i,) -167 (j) ] TJ 0 Tc ET
BT 0.3627 Tc 9.9626 0 0 9.9626 339.566 626.846 Tm /Ty9 1 Tf (!) Tj /Ty8 1
Tf ({) Tj 0 Tc ET BT 9.9626 0 0 9.9626 354.798 626.846 Tm /Ty6 1 Tf (1) Tj
ET BT 0.1678 Tc 9.9626 0 0 9.9626 359.78 626.846 Tm /Ty7 1 Tf [ (,.) 1 (..,)
1 (r) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 386.69 626.846 Tm /Ty8 1 Tf (}) Tj
ET BT 9.9626 0 0 9.9626 391.671 626.846 Tm /Ty2 1 Tf [ (.) -447 (W) 80 (e)
-296 (are) -295 (looking) -296 (for) -295 (a) ] TJ ET BT 9.9626 0 0 9.9626 485.021 626.846
Tm /Ty4 1 Tf [ (tr) 15 (ansport) -296 (plan) ] TJ ET BT 9.9626 0 0 9.9626 542.621 626.846
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 308.862 614.891 Tm /Ty2 1 Tf [
(that) -250 (is,) -250 (a) ] TJ ET BT 9.9626 0 0 9.9626 344.836 614.891 Tm
/Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 351.822 614.891 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 361.784 614.891 Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 369.047 614.891
Tm /Ty2 1 Tf (matrix) Tj ET BT 9.9626 0 0 9.9626 397.549 614.891 Tm /Ty7 1
Tf (P) Tj ET BT 9.9626 0 0 9.9626 408.096 614.891 Tm /Ty9 1 Tf (!) Tj ET BT
9.9626 0 0 9.9626 417.506 614.891 Tm /Ty7 1 Tf (U) Tj ET BT 6.9738 0 0 6.9738 424.308 613.396
Tm /Ty10 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 428.72 614.891 Tm /Ty2 1 Tf [
(,) -250 (where) ] TJ ET BT 9.9626 0 0 9.9626 345.476 597.205 Tm /Ty7 1 Tf
(U) Tj ET BT 6.9738 0 0 6.9738 352.278 595.711 Tm /Ty10 1 Tf (r) Tj ET BT
0.0008 Tc 9.9626 0 0 9.9626 359.457 597.205 Tm /Ty6 1 Tf (:=) Tj 0 Tc ET BT
9.9626 0 0 9.9626 372.74 597.205 Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 377.722 597.205
Tm /Ty7 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 388.269 597.205 Tm /Ty9 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 397.678 597.205 Tm /Ty11 1 Tf (R) Tj ET BT 6.9738 0 0 6.9738 404.873 601.467
Tm /Ty10 1 Tf (r) Tj ET BT 6.9738 0 0 6.9738 408.787 601.467 Tm /Ty13 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 415.014 601.467 Tm /Ty10 1 Tf (r) Tj ET BT
6.9738 0 0 6.9738 404.873 594.726 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 422.193 597.205
Tm /Ty6 1 Tf (:) Tj ET BT 9.9626 0 0 9.9626 427.727 597.205 Tm /Ty7 1 Tf (P)
Tj ET BT 9.9626 0 0 9.9626 435.507 597.205 Tm /Ty14 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 444.003 597.205
Tm /Ty6 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 454.519 597.205 Tm /Ty7 1 Tf (P)
Tj ET BT 6.9738 0 0 6.9738 462.299 601.319 Tm /Ty13 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 469.024 597.205
Tm /Ty14 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 477.52 597.205 Tm /Ty6 1 Tf (=)
Tj ET BT 9.9626 0 0 9.9626 488.036 597.205 Tm /Ty14 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 493.764 597.205
Tm /Ty7 1 Tf (/r) Tj ET BT 9.9626 0 0 9.9626 503.517 597.205 Tm /Ty8 1 Tf
(}) Tj ET BT 9.9626 0 0 9.9626 533.496 597.205 Tm /Ty2 1 Tf (\(7\)) Tj ET
BT 9.9626 0 0 9.9626 308.862 579.52 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 325.579 579.52
Tm /Ty14 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 333.639 579.52 Tm /Ty2 1 Tf [
(is) -234 (an) -234 (all-ones) -234 (v) 15 (ector) -234 (in) ] TJ ET BT 9.9626 0 0 9.9626 425.384 579.52
Tm /Ty11 1 Tf (R) Tj ET BT 6.9738 0 0 6.9738 432.579 583.135 Tm /Ty10 1 Tf
(r) Tj ET BT 9.9626 0 0 9.9626 436.991 579.52 Tm /Ty2 1 Tf [ (.) -305 (That)
-234 (is,) ] TJ ET BT 9.9626 0 0 9.9626 474.608 579.52 Tm /Ty7 1 Tf (P) Tj
ET BT 9.9626 0 0 9.9626 484.719 579.52 Tm /Ty2 1 Tf [ (is) -234 (non-ne) 15
(g) 5 (ati) 25 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 308.862 567.565 Tm
/Ty2 1 Tf [ (with) -401 (ro) 25 (w-wise) -402 (and) -401 (column-wise) -401
(sum) ] TJ ET BT 9.9626 0 0 9.9626 465.846 567.565 Tm /Ty6 1 Tf (1) Tj ET
BT 9.9626 0 0 9.9626 470.828 567.565 Tm /Ty7 1 Tf (/r) Tj ET BT 9.9626 0 0 9.9626 480.581 567.565
Tm /Ty2 1 Tf [ (,) -439 (representing) -401 (a) ] TJ ET BT 9.9626 0 0 9.9626 308.862 555.61
Tm /Ty2 1 Tf [ (joint) -354 (probability) -355 (o) 15 (v) 15 (er) -354 (spatial)
-354 (positions) -355 (of) ] TJ ET BT 9.9626 0 0 9.9626 479.741 555.61 Tm
/Ty14 1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 488.403 555.61 Tm /Ty7 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 492.831 555.61 Tm /Ty14 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 501.493 559.225
Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 507.819 555.61 Tm /Ty2 1 Tf [
(with) -354 (uni-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 543.654 Tm /Ty2 1
Tf [ (form) -254 (mar) 18 (ginals.) -322 (It) -254 (is) -254 (chosen) -254
(to) -254 (minimize) -254 (the) -254 (e) 15 (xpected) -254 (pair) 20 (-) ]
TJ ET BT 9.9626 0 0 9.9626 308.862 531.699 Tm /Ty2 1 Tf [ (wise) -359 (distance)
-360 (of) -359 (their) -360 (features,) -387 (as) -359 (e) 15 (xpressed) -360
(by) -359 (the) -360 (linear) ] TJ ET BT 9.9626 0 0 9.9626 308.862 519.744
Tm /Ty2 1 Tf [ (cost) -250 (function) ] TJ ET BT 9.9626 0 0 9.9626 363.098 519.744
Tm /Ty9 1 Tf (&) Tj ET BT 0.028 Tc 9.9626 0 0 9.9626 366.972 519.744 Tm /Ty7
1 Tf [ (P,) -139 (M) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 388.824 519.744 Tm
/Ty9 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 392.699 519.744 Tm /Ty2 1 Tf [ (,)
-250 (under) -250 (an) -250 (entropic) -250 (re) 15 (gularizer:) ] TJ ET BT
9.9626 0 0 9.9626 358.421 502.059 Tm /Ty7 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 366.201 506.172
Tm /Ty13 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 373.549 502.059 Tm /Ty6 1 Tf
[ (=) -278.8 (ar) -0.7 (g) -399 (m) -0.3 (i) -0.8 (n) ] TJ ET BT 6.9738 0 0 6.9738 399.728 495.633
Tm /Ty10 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 405.873 495.633 Tm /Ty13 1 Tf
(%) Tj ET BT 6.9738 0 0 6.9738 411.242 495.633 Tm /Ty10 1 Tf (U) Tj ET BT
4.9813 0 0 4.9813 416.669 494.636 Tm /Ty21 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 422.344 502.059
Tm /Ty9 1 Tf (&) Tj ET BT 0.028 Tc 9.9626 0 0 9.9626 426.219 502.059 Tm /Ty7
1 Tf [ (P,) -139 (M) ] TJ 0 Tc ET BT 0.2229 Tc 9.9626 0 0 9.9626 448.071 502.059
Tm /Ty9 1 Tf ('$) Tj 0 Tc ET BT 0.0009 Tc 9.9626 0 0 9.9626 464.122 502.059
Tm /Ty15 1 Tf (#) Tj /Ty7 1 Tf (H) Tj 0 Tc ET BT 9.9626 0 0 9.9626 477.256 502.059
Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 481.131 502.059 Tm /Ty7 1 Tf
(P) Tj ET BT 9.9626 0 0 9.9626 488.911 502.059 Tm /Ty6 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 492.785 502.059 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 533.496 502.059
Tm /Ty2 1 Tf (\(8\)) Tj ET BT 9.9626 0 0 9.9626 308.862 479.442 Tm /Ty2 1
Tf (where) Tj ET BT 9.9626 0 0 9.9626 335.621 479.442 Tm /Ty7 1 Tf (H) Tj
ET BT 9.9626 0 0 9.9626 344.712 479.442 Tm /Ty6 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 348.586 479.442
Tm /Ty7 1 Tf (P) Tj ET BT 0.2789 Tc 9.9626 0 0 9.9626 356.366 479.442 Tm /Ty6
1 Tf [ (\):) 278 (=) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 376.291 479.442 Tm
/Ty9 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 385.7 486.914 Tm /Ty20 1 Tf (!) Tj
ET BT 0.0002 Tc 6.9738 0 0 6.9738 396.216 476.453 Tm /Ty10 1 Tf (ij) Tj 0
Tc ET BT 9.9626 0 0 9.9626 404.893 479.442 Tm /Ty7 1 Tf (p) Tj ET BT 0.0002
Tc 6.9738 0 0 6.9738 409.906 477.947 Tm /Ty10 1 Tf (ij) Tj 0 Tc ET BT 9.9626 0 0 9.9626 418.583 479.442
Tm /Ty6 1 Tf [ (l) -0.8 (og) ] TJ ET BT 9.9626 0 0 9.9626 433.111 479.442
Tm /Ty7 1 Tf (p) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 438.124 477.947 Tm /Ty10
1 Tf (ij) Tj 0 Tc ET BT 9.9626 0 0 9.9626 447.561 479.442 Tm /Ty2 1 Tf [ (is)
-243 (the) -243 (entrop) 10 (y) -243 (of) ] TJ ET BT 9.9626 0 0 9.9626 514.696 479.442
Tm /Ty7 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 522.476 479.442 Tm /Ty2 1 Tf (,)
Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 527.401 479.442 Tm /Ty9 1 Tf (&) Tj /Ty8
1 Tf Tj 0 Tc ET BT 9.9626 0 0 9.9626 534.042 479.442 Tm /Ty7 1 Tf (,)
Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 538.47 479.442 Tm /Ty8 1 Tf Tj /Ty9
1 Tf (') Tj 0 Tc ET BT 9.9626 0 0 9.9626 308.862 467.487 Tm /Ty2 1 Tf [ (is)
-317 (Frobenius) -317 (inner) -317 (product) -316 (and) ] TJ ET BT 9.9626 0 0 9.9626 436.436 467.487
Tm /Ty15 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 443.637 467.487 Tm /Ty2 1 Tf
[ (is) -317 (a) -317 (re) 15 (gularization) -317 (coef) 25 ] TJ ET BT
9.9626 0 0 9.9626 308.862 455.531 Tm /Ty2 1 Tf [ (cient.) -407 (The) -282
(optimal) -282 (solution) ] TJ ET BT 9.9626 0 0 9.9626 421.255 455.531 Tm
/Ty7 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 429.035 459.147 Tm /Ty13 1 Tf ($)
Tj ET BT 9.9626 0 0 9.9626 436.427 455.531 Tm /Ty2 1 Tf [ (is) -282 (unique)
-283 (and) -282 (can) -282 (be) -282 (found) ] TJ ET BT 9.9626 0 0 9.9626 308.862 443.576
Tm /Ty2 1 Tf [ (by) -276 (forming) -276 (the) ] TJ ET BT 9.9626 0 0 9.9626 371.35 443.576
Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 378.528 443.576 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 388.683 443.576 Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 396.205 443.576
Tm /Ty4 1 Tf (similarity) Tj ET BT 9.9626 0 0 9.9626 437.152 443.576 Tm /Ty2
1 Tf (matrix) Tj ET BT 9.9626 0 0 9.9626 465.914 443.576 Tm /Ty7 1 Tf (e)
Tj ET BT 6.9738 0 0 6.9738 470.553 447.192 Tm /Ty13 1 Tf (&) Tj ET BT 0.0464
Tc 6.9738 0 0 6.9738 476.78 447.192 Tm /Ty10 1 Tf [ (M/) 46 ] TJ /Ty16 1 Tf
(") Tj 0 Tc ET BT 9.9626 0 0 9.9626 495.347 443.576 Tm /Ty2 1 Tf [ (and) -276
(then) -276 (ap-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 431.621 Tm /Ty2 1 Tf
[ (plying) -315 (the) -315 (Sinkhorn-Knopp) -315 (algorithm) -315 ([) ] TJ
ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 468.0843 431.621 Tm /Ty2 1 Tf (34)
Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 478.0469 431.621 Tm /Ty2 1 Tf (],)
Tj ET BT 9.9626 0 0 9.9626 487.149 431.621 Tm /Ty4 1 Tf (i.e) Tj ET BT 9.9626 0 0 9.9626 496.833 431.621
Tm /Ty2 1 Tf [ (.,) -331 (iterati) 25 (v) 15 (ely) ] TJ ET BT 9.9626 0 0 9.9626 308.862 419.666
Tm /Ty2 1 Tf [ (normalizing) -305 (ro) 25 (ws) -306 (and) -305 (columns.)
-476 (A) -305 (small) ] TJ ET BT 9.9626 0 0 9.9626 475.504 419.666 Tm /Ty15
1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 482.59 419.666 Tm /Ty2 1 Tf [ (leads)
-305 (to) -306 (sparser) ] TJ ET BT 9.9626 0 0 9.9626 308.862 407.711 Tm /Ty7
1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 316.642 407.711 Tm /Ty2 1 Tf [ (,) -207
(which) -196 (impro) 15 (v) 15 (es) -196 (one-to-one) -196 (matching) -196
(b) 20 (ut) -196 (mak) 10 (es) -196 (the) -196 (opti-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 395.755
Tm /Ty2 1 Tf [ (mization) -236 (harder) -237 ([) ] TJ ET /Cs2 cs 0 1 0 sc
BT 9.9626 0 0 9.9626 377.2054 395.755 Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc
BT 9.9626 0 0 9.9626 382.1867 395.755 Tm /Ty2 1 Tf [ (],) -239 (while) -237
(a) -236 (lar) 18 (ge) ] TJ ET BT 9.9626 0 0 9.9626 443.742 395.755 Tm /Ty15
1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 450.143 395.755 Tm /Ty2 1 Tf [ (leads)
-236 (to) -237 (denser) ] TJ ET BT 9.9626 0 0 9.9626 511.437 395.755 Tm /Ty7
1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 519.217 395.755 Tm /Ty2 1 Tf [ (,) -239
(caus-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 383.8 Tm /Ty2 1 Tf [ (ing) -250
(more) -250 (correspondences) -250 (and) -250 (poor) -250 (matching.) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 367.362 Tm /Ty1 1 Tf [ (Inter) 10 (polation)
] TJ ET BT 9.9626 0 0 9.9626 375.183 367.362 Tm /Ty2 1 Tf (The) Tj ET BT 9.9626 0 0 9.9626 392.91 367.362
Tm /Ty4 1 Tf [ (assignment) -224 (matrix) ] TJ ET BT 9.9626 0 0 9.9626 468.253 367.362
Tm /Ty7 1 Tf (R) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 478.662 367.362 Tm /Ty6
1 Tf (:=) Tj 0 Tc ET BT 0.0282 Tc 9.9626 0 0 9.9626 491.945 367.362 Tm /Ty7
1 Tf (rP) Tj 0 Tc ET BT 6.9738 0 0 6.9738 504.497 370.977 Tm /Ty13 1 Tf ($)
Tj ET BT 9.9626 0 0 9.9626 511.312 367.362 Tm /Ty2 1 Tf [ (is) -224 (a) -225
(dou-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 355.407 Tm /Ty2 1 Tf [ (bly) -236
(stochastic) ] TJ ET BT 9.9626 0 0 9.9626 365.59 355.407 Tm /Ty7 1 Tf (r)
Tj ET BT 9.9626 0 0 9.9626 372.061 355.407 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 381.509 355.407
Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 388.633 355.407 Tm /Ty2 1 Tf [
(matrix) -236 (whose) -236 (element) ] TJ ET BT 9.9626 0 0 9.9626 478.696 355.407
Tm /Ty7 1 Tf (r) Tj ET BT 0.0002 Tc 6.9738 0 0 6.9738 483.191 353.912 Tm /Ty10
1 Tf (ij) Tj 0 Tc ET BT 9.9626 0 0 9.9626 492.559 355.407 Tm /Ty2 1 Tf [ (e)
15 (xpresses) -236 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 343.452 Tm /Ty2
1 Tf [ (probability) -313 (that) -314 (column) ] TJ ET BT 9.9626 0 0 9.9626 406.785 343.452
Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 412.051 341.957 Tm /Ty10 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 418.49 343.452 Tm /Ty2 1 Tf (of) Tj ET BT 9.9626 0 0 9.9626 429.911 343.452
Tm /Ty7 1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 440.505 343.452 Tm /Ty2 1 Tf [
(corresponds) -313 (to) -314 (column) ] TJ ET BT 9.9626 0 0 9.9626 535.648 343.452
Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 540.914 347.067 Tm /Ty13 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 540.914 340.858 Tm /Ty10 1 Tf (j) Tj ET BT
9.9626 0 0 9.9626 308.862 331.496 Tm /Ty2 1 Tf (of) Tj ET BT 9.9626 0 0 9.9626 319.652 331.496
Tm /Ty7 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 327.124 335.112 Tm /Ty13 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 329.919 331.496 Tm /Ty2 1 Tf [ (.) -310 (Thus,)
-250 (we) -250 (align) ] TJ ET BT 9.9626 0 0 9.9626 396.927 331.496 Tm /Ty7
1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 406.889 331.496 Tm /Ty2 1 Tf (and) Tj
ET BT 9.9626 0 0 9.9626 423.766 331.496 Tm /Ty7 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 431.238 335.112
Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 436.524 331.496 Tm /Ty2 1 Tf
[ (as) -250 (follo) 25 (ws:) ] TJ ET BT 9.9626 0 0 9.9626 406.659 316.329
Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 404.306 313.811 Tm /Ty7 1 Tf
(A) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 414.546 313.811 Tm /Ty6 1 Tf (:=)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 427.829 313.811 Tm /Ty7 1 Tf (A) Tj ET BT
6.9738 0 0 6.9738 435.301 317.925 Tm /Ty13 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 438.096 313.811
Tm /Ty7 1 Tf (R) Tj ET BT 6.9738 0 0 6.9738 445.738 317.925 Tm /Ty13 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 533.496 313.811 Tm /Ty2 1 Tf (\(9\)) Tj ET
BT 9.9626 0 0 9.9626 403.864 299.044 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 401.511 296.526
Tm /Ty7 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 408.983 300.639 Tm /Ty13 1 Tf
(") Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 414.546 296.526 Tm /Ty6 1 Tf (:=)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 427.829 296.526 Tm /Ty7 1 Tf [ (AR) -8.3 (.)
] TJ ET BT 9.9626 0 0 9.9626 528.514 296.526 Tm /Ty2 1 Tf (\(10\)) Tj ET BT
9.9626 0 0 9.9626 308.862 276.499 Tm /Ty2 1 Tf [ (Here,) -245 (column) ] TJ
ET BT 9.9626 0 0 9.9626 365.343 276.499 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 365.477 276.499
Tm /Ty7 1 Tf (a) Tj ET BT 6.9738 0 0 6.9738 370.743 275.005 Tm /Ty10 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 376.494 276.499 Tm /Ty2 1 Tf (of) Tj ET BT
9.9626 0 0 9.9626 387.227 276.499 Tm /Ty7 1 Tf (c) Tj ET BT 9.9626 0 0 9.9626 393.543 276.499
Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 403.296 276.499 Tm /Ty7 1 Tf (r)
Tj ET BT 9.9626 0 0 9.9626 410.502 276.499 Tm /Ty2 1 Tf (matrix) Tj ET BT
9.9626 0 0 9.9626 441.3 279.018 Tm /Ty20 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 438.948 276.499
Tm /Ty7 1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 448.854 276.499 Tm /Ty2 1 Tf [
(is) -244 (a) -245 (con) 40 (v) 15 (e) 15 (x) -244 (combination) ] TJ ET BT
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127805.8 0 l 864973 0 l 864973 182681.1 l 737167.2 310487 l 0 310487 l h 0
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l S Q 0.9294118 0.4901961 0.1921569 sc /Gs2 gs 438.1215 620.5236 5.115466 7.602111
re f 0.7490196 0.3921569 0.1529412 sc 438.1215 628.1257 m 431.961 634.2863
l 431.961 626.6841 l 438.1215 620.5236 l h f 0.945098 0.5882353 0.3490196
sc 443.237 628.1257 m 437.0764 634.2863 l 431.961 634.2863 l 438.1215 628.1257
l h f q -0.00004432599 0 0 -0.00004432599 443.237 634.2863 cm 0 138982.3 m
138982.4 0 l 254388 0 l 254388 171504.7 l 115405.6 310487 l 0 310487 l h 0
138982.3 m 115405.6 138982.3 l 254388 0 l 115405.6 138982.3 m 115405.6 310487
l S Q 0.9294118 0.4901961 0.1921569 sc /Gs3 gs 404.7627 620.5236 32.67566 8.09752
re f 0.7490196 0.3921569 0.1529412 sc 404.7627 628.6211 m 399.0976 634.2863
l 399.0976 626.1887 l 404.7627 620.5236 l h f 0.945098 0.5882353 0.3490196
sc 437.4384 628.6211 m 431.7733 634.2863 l 399.0976 634.2863 l 404.7627 628.6211
l h f q -0.00004432599 0 0 -0.00004432599 437.4384 634.2863 cm 0 127805.9
m 127805.8 0 l 864973 0 l 864973 182681.1 l 737167.2 310487 l 0 310487 l h
0 127805.9 m 737167.2 127805.9 l 864973 0 l 737167.2 127805.9 m 737167.2 310487
l S Q 19050 w 0 0 0 SC q 0.00004432599 0 0 -0.00004432599 389.7446 659.8982
cm 0 0 m 749857 1 l S Q 0 0 0 sc /Gs2 gs 423.4049 666.3209 m 423.405 652.9004
l 422.5606 652.9004 l 422.5605 666.3209 l h 421.2939 665.758 m 422.9827 669.1356
l 424.6716 665.758 l h 424.6716 653.4634 m 422.9828 650.0857 l 421.294 653.4634
l h f q 0.1351056 0 0 0.1351056 167.9109 372.3269 cm BT 58.33333 0 0 58.33333 0 2250
Tm /TT4 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 166.9285 335.5781 cm BT
0.0009 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#&) Tj ET Q Q q 51.8185 663.5496 89.16964 44.58485
re W n /Perceptual ri q 89.16964 0 0 44.58485 51.8185 663.5496 cm /Im8 Do
Q Q q 50.11172 594.4144 494.9931 125.5853 re W n 15875 w 8 M /Cs2 CS 0 0 0
SC q 0.00004432599 0 0 -0.00004432599 52.27665 708.2975 cm 0 0 m 1 996696
l S Q q 0.00004432599 0 0 -0.00004432599 140.4751 708.2751 cm 0 0 m 1 996696
l S Q q 0.00004432599 0 0 -0.00004432599 52.27665 663.7456 cm 0 0 m 1993392
1 l S Q q 0.00004432599 0 0 -0.00004432599 52.21344 708.0483 cm 0 0 m 1993392
1 l S Q /Cs2 cs 0 0 0 sc q 0.1351056 0 0 0.1351056 94.92231 297.073 cm BT
0.0009 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#&) Tj ET Q q 0.1351056 0 0 0.1351056 95.90464 408.1298
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 496.1961 409.2107
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (") Tj ET Q q 0.1351056 0 0 0.1351056 493.9753 407.5894
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 494.6903 298.6943
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (%) Tj ET Q q 0.1351056 0 0 0.1351056 493.404 296.3975
cm BT 0.0009 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#&) Tj ET Q 19050
w q 0.00004432599 0 0 -0.00004432599 170.1501 707.7639 cm 0 0 m 1 161189 l
S Q q 0.00004432599 0 0 -0.00004432599 170.4571 618.1706 cm 0 0 m 1 315078
l S Q 12700 w q 0.00004432599 0 0 -0.00004432599 255.1801 717.1297 cm 0 33093.47
m 0 14816.45 14816.44 0 33093.46 0 c 1120309 0 l 1138586 0 1153402 14816.45
1153402 33093.47 c 1153402 406980.5 l 1153402 425257.6 1138586 440074 1120309
440074 c 33093.46 440074 l 14816.44 440074 0 425257.6 0 406980.5 c h S Q q
0.1351056 0 0 0.1351056 260.9457 400.2937 cm BT 58.33333 0 0 58.33333 0 2250
Tm /TT4 1 Tf (\() Tj ET Q q 0.1351056 0 0 0.1351056 267.4899 400.2937 cm BT
-0.0012 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (\)*) Tj ET Q q 0.1351056 0 0 0.1351056 273.6259 398.6724
cm BT 41.66666 0 0 41.66666 0 2250 Tm /TT6 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 279.0188 400.2937
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (+) Tj ET Q q 0.1351056 0 0 0.1351056 282.2558 400.2937
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 287.3278 400.2937
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (,) Tj ET Q q 0.1351056 0 0 0.1351056 292.4816 401.915
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (") Tj ET Q q 0.1351056 0 0 0.1351056 290.2608 400.2937
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 295.3328 400.2937
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (-) Tj ET Q 423.1943 708.2109
m 313.1523 708.2108 l 313.1523 707.3664 l 423.1943 707.3664 l h 313.7152 709.4774
m 310.3375 707.7886 l 313.7152 706.0998 l h f 170.1936 605.2696 m 252.4295
605.2695 l 252.4295 604.4251 l 170.1936 604.4252 l h 251.8666 606.5361 m 255.2442
604.8473 l 251.8666 603.1585 l h f q 0.00004432599 0 0 -0.00004432599 255.6406 615.4918
cm 0 33093.47 m 0 14816.45 14816.44 0 33093.46 0 c 1120309 0 l 1138586 0 1153402
14816.45 1153402 33093.47 c 1153402 406980.5 l 1153402 425257.6 1138586 440074
1120309 440074 c 33093.46 440074 l 14816.44 440074 0 425257.6 0 406980.5 c
h S Q q 0.1351056 0 0 0.1351056 259.4416 298.5592 cm BT 58.33333 0 0 58.33333 0 2250
Tm /TT4 1 Tf (\() Tj ET Q q 0.1351056 0 0 0.1351056 265.9858 298.5592 cm BT
-0.0012 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (\)*) Tj ET Q q 0.1351056 0 0 0.1351056 272.1218 296.9379
cm BT 41.66666 0 0 41.66666 0 2250 Tm /TT6 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 277.5148 298.5592
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (+) Tj ET Q q 0.1351056 0 0 0.1351056 280.7517 298.5592
cm BT 0.0009 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#&) Tj ET Q q 0.1351056 0 0 0.1351056 287.7885 298.5592
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (,) Tj ET Q q 0.1351056 0 0 0.1351056 292.0077 300.856
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (%) Tj ET Q q 0.1351056 0 0 0.1351056 290.7213 298.5592
cm BT 0.0009 Tc 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (#&) Tj ET Q q 0.1351056 0 0 0.1351056 297.7581 298.5592
cm BT 58.33333 0 0 58.33333 0 2250 Tm /TT4 1 Tf (-) Tj ET Q 19050 w q 0.00004432599 0 0 -0.00004432599 422.9827 618.8344
cm 0 0 m 1 315078 l S Q 423.2505 605.2696 m 313.1522 605.2695 l 313.1522 604.4251
l 423.2505 604.4252 l h 313.7152 606.5361 m 310.3375 604.8473 l 313.7152 603.1585
l h f q 0.00004432599 0 0 -0.00004432599 422.9827 708.0709 cm 0 0 m 1 161189
l S Q Q q 51.33712 612.9827 89.16971 44.59526 re W n /Perceptual ri q 89.1697 0 0 44.59526 51.33712 612.9827
cm /Im9 Do Q Q q 50.11172 594.4144 494.9931 125.5853 re W n 15875 w 8 M /Cs2
CS 0 0 0 SC q 0.00004432599 0 0 -0.00004432599 51.80564 657.38 cm 0 0 m 1
996696 l S Q q 0.00004432599 0 0 -0.00004432599 140.0041 657.3576 cm 0 0 m
1 996696 l S Q q 0.00004432599 0 0 -0.00004432599 51.80564 612.8281 cm 0 0
m 1993392 1 l S Q q 0.00004432599 0 0 -0.00004432599 51.74243 657.1309 cm
0 0 m 1993392 1 l S Q Q q 453.5283 662.6079 89.1697 44.58485 re W n /Perceptual
ri q 89.1697 0 0 44.58485 453.5283 662.6079 cm /Im10 Do Q Q q 50.11172 594.4144 494.9931 125.5853
re W n 19050 w 8 M /Cs2 CS 0 0 0 SC q 0.00004432599 0 0 -0.00004432599 453.9019 707.0522
cm 0 0 2011680 1005840 re S Q Q q 454.0249 612.7114 89.1697 44.3935 re W n
/Perceptual ri q 89.1697 0 0 44.39349 454.0249 612.7114 cm /Im11 Do Q Q q
50.11172 594.4144 494.9931 125.5853 re W n 19050 w 8 M /Cs2 CS 0 0 0 SC q
0.00004432599 0 0 -0.00004432599 454.0095 657.578 cm 0 0 2011680 1005840 re
S Q /Cs2 cs 0 0 0 sc q 0.1351056 0 0 0.1351056 245.122 358.411 cm BT 66.66666 0 0 66.66666 0 2250
Tm /TT10 1 Tf (!) Tj ET Q q 0.1351056 0 0 0.1351056 250.1097 361.6535 cm BT
50 0 0 50 0 2250 Tm /TT12 1 Tf (!) Tj ET Q q 0.1351056 0 0 0.1351056 254.8947 361.6535
cm BT 50 0 0 50 0 2250 Tm /TT12 1 Tf (") Tj ET Q q 0.1351056 0 0 0.1351056 260.8252 361.6535
cm BT 50 0 0 50 0 2250 Tm /TT12 1 Tf (#) Tj ET Q q 0.1351056 0 0 0.1351056 264.0621 361.6535
cm BT 50 0 0 50 0 2250 Tm /TT12 1 Tf ($) Tj ET Q 170.1501 707.7295 m 252.386
707.7294 l 252.386 706.885 l 170.1501 706.8851 l h 251.823 708.996 m 255.2007
707.3072 l 251.823 705.6184 l h f Q q 0 0 612 792 re W n BT 8.9664 0 0 8.9664 50.112 576.781
Tm /Ty2 1 Tf [ (Figure) -335 (2.) ] TJ ET BT 8.9664 0 0 8.9664 88.335 576.781
Tm /Ty4 1 Tf [ (F) 75 (eatur) 37 (e) -335 (tensor) -336 (alignment) -335 (and)
-336 (interpolation) ] TJ ET BT 8.9664 0 0 8.9664 246.312 576.781 Tm /Ty2
1 Tf [ (.) -566 (Cost) -336 (matrix) ] TJ ET BT 8.9664 0 0 8.9664 299.504 576.781
Tm /Ty22 1 Tf (M) Tj ET BT 8.9664 0 0 8.9664 312.384 576.781 Tm /Ty2 1 Tf
[ (contains) -335 (pairwise) -336 (distances) -335 (of) -336 (feature) -335
(v) 15 (ectors) -336 (in) -335 (tensors) ] TJ ET BT 8.9664 0 0 8.9664 520.078 576.781
Tm /Ty23 1 Tf (A) Tj ET BT 8.9664 0 0 8.9664 528.084 576.781 Tm /Ty22 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 532.18 576.781 Tm /Ty23 1 Tf (A) Tj ET BT 5.9776 0 0 5.9776 540.186 580.59
Tm /Ty25 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 542.87 576.781 Tm /Ty2 1 Tf (.)
Tj ET BT 8.9664 0 0 8.9664 50.112 565.822 Tm /Ty2 1 Tf [ (Assignment) -317
(matrix) ] TJ ET BT 8.9664 0 0 8.9664 122.058 565.822 Tm /Ty22 1 Tf (R) Tj
ET BT 8.9664 0 0 8.9664 131.942 565.822 Tm /Ty2 1 Tf [ (is) -318 (obt) 1 (ained)
-318 (by) -318 (Sinkhorn-Knopp) -317 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 8.9664 0 0 8.9664 252.4146 565.822
Tm /Ty2 1 Tf (34) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 261.381 565.822
Tm /Ty2 1 Tf [ (]) -318 (on) -317 (similarity) -318 (matrix) ] TJ ET BT 8.9664 0 0 8.9664 342.511 565.822
Tm /Ty22 1 Tf (e) Tj ET BT 5.9776 0 0 5.9776 346.795 569.631 Tm /Ty25 1 Tf
(") Tj ET BT 0.0436 Tc 5.9776 0 0 5.9776 352.552 569.631 Tm /Ty26 1 Tf [ (M/)
43 ] TJ /Ty27 1 Tf (!) Tj 0 Tc ET BT 8.9664 0 0 8.9664 367.197 565.822 Tm
/Ty2 1 Tf (.) Tj ET BT 8.9664 0 0 8.9664 374.036 565.822 Tm /Ty23 1 Tf (A)
Tj ET BT 8.9664 0 0 8.9664 384.889 565.822 Tm /Ty2 1 Tf [ (is) -318 (aligned)
-317 (to) ] TJ ET BT 8.9664 0 0 8.9664 432.785 565.822 Tm /Ty23 1 Tf (A) Tj
ET BT 5.9776 0 0 5.9776 440.791 569.631 Tm /Ty25 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 446.323 565.822
Tm /Ty2 1 Tf [ (according) -317 (to) ] TJ ET BT 8.9664 0 0 8.9664 494.347 565.822
Tm /Ty22 1 Tf (R) Tj ET BT 8.9664 0 0 8.9664 501.383 565.822 Tm /Ty2 1 Tf
[ (,) -334 (gi) 25 (ving) -318 (rise) ] TJ ET BT 8.9664 0 0 8.9664 50.112 554.863
Tm /Ty2 1 Tf (to) Tj ET BT 8.9664 0 0 8.9664 61.134 557.154 Tm /Ty29 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 59.691 554.863 Tm /Ty23 1 Tf (A) Tj ET BT 8.9664 0 0 8.9664 67.697 554.863
Tm /Ty2 1 Tf [ (.) -431 (W) 80 (e) -291 (then) -290 (interpolate) -290 (between)
] TJ ET BT 8.9664 0 0 8.9664 179.612 554.863 Tm /Ty23 1 Tf (A) Tj ET BT 8.9664 0 0 8.9664 187.618 554.863
Tm /Ty22 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 193.156 557.154 Tm /Ty29 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 191.713 554.863 Tm /Ty23 1 Tf (A) Tj ET BT
8.9664 0 0 8.9664 199.719 554.863 Tm /Ty2 1 Tf [ (.) -431 (Symmetrically)
65 (,) -301 (we) -290 (can) -290 (align) ] TJ ET BT 8.9664 0 0 8.9664 311.625 554.863
Tm /Ty23 1 Tf (A) Tj ET BT 5.9776 0 0 5.9776 319.631 558.672 Tm /Ty25 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 324.919 554.863 Tm /Ty2 1 Tf (to) Tj ET BT
8.9664 0 0 8.9664 334.499 554.863 Tm /Ty23 1 Tf (A) Tj ET BT 8.9664 0 0 8.9664 345.108 554.863
Tm /Ty2 1 Tf [ (and) -290 (interpolate) -291 (between) ] TJ ET BT 8.9664 0 0 8.9664 434.091 554.863
Tm /Ty23 1 Tf (A) Tj ET BT 5.9776 0 0 5.9776 442.097 558.672 Tm /Ty25 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 444.782 554.863 Tm /Ty22 1 Tf (,) Tj ET BT
8.9664 0 0 8.9664 450.32 557.154 Tm /Ty29 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 448.877 554.863
Tm /Ty23 1 Tf (A) Tj ET BT 5.9776 0 0 5.9776 456.883 558.672 Tm /Ty25 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 459.568 554.863 Tm /Ty2 1 Tf (.) Tj ET BT 8.9664 0 0 8.9664 465.675 554.863
Tm /Ty23 1 Tf (A) Tj ET BT 8.9664 0 0 8.9664 473.681 554.863 Tm /Ty22 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 477.777 554.863 Tm /Ty23 1 Tf (A) Tj ET BT
5.9776 0 0 5.9776 485.783 558.672 Tm /Ty25 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 491.071 554.863
Tm /Ty2 1 Tf [ (on) -290 (the) -291 (left) -290 (\(to) 10 (y) ] TJ ET BT 8.9664 0 0 8.9664 50.112 543.904
Tm /Ty2 1 Tf [ (e) 15 (xample) -250 (of) -250 (16) -250 (points) -250 (in)
-250 (2D\)) -250 (sho) 25 (wn) -250 (semi-transparent) -250 (on) -250 (the)
-250 (right) -250 (for) -250 (reference.) ] TJ ET BT 2.6926 Tc 8.9664 0 0 8.9664 62.851 520.99
Tm /Ty22 1 Tf (xx) Tj 0 Tc ET BT 5.9776 0 0 5.9776 97.434 524.799 Tm /Ty25
1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 125.96 520.99 Tm /Ty30 1 Tf (0) Tj ET
BT 8.9664 0 0 8.9664 130.568 520.99 Tm /Ty22 1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 133.128 520.99
Tm /Ty30 1 Tf (00) Tj 0 Tc ET BT 8.9664 0 0 8.9664 161.27 520.99 Tm /Ty22
1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 163.83 520.99 Tm /Ty30 1 Tf
(20) Tj 0 Tc ET BT 8.9664 0 0 8.9664 191.972 520.99 Tm /Ty22 1 Tf (.) Tj ET
BT 2.1119 Tc 8.9664 0 0 8.9664 194.532 520.99 Tm /Ty30 1 Tf (40) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 222.674 520.99 Tm /Ty22 1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 225.233 520.99
Tm /Ty30 1 Tf (60) Tj 0 Tc ET BT 8.9664 0 0 8.9664 253.375 520.99 Tm /Ty22
1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 255.935 520.99 Tm /Ty30 1 Tf
(81) Tj 0 Tc ET BT 8.9664 0 0 8.9664 284.077 520.99 Tm /Ty22 1 Tf (.) Tj ET
BT 2.6669 Tc 8.9664 0 0 8.9664 286.637 520.99 Tm /Ty30 1 Tf (00) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 319.761 520.99 Tm /Ty22 1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 322.32 520.99
Tm /Ty30 1 Tf (00) Tj 0 Tc ET BT 8.9664 0 0 8.9664 350.462 520.99 Tm /Ty22
1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 353.022 520.99 Tm /Ty30 1 Tf
(20) Tj 0 Tc ET BT 8.9664 0 0 8.9664 381.164 520.99 Tm /Ty22 1 Tf (.) Tj ET
BT 2.1119 Tc 8.9664 0 0 8.9664 383.724 520.99 Tm /Ty30 1 Tf (40) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 411.866 520.99 Tm /Ty22 1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 414.426 520.99
Tm /Ty30 1 Tf (60) Tj 0 Tc ET BT 8.9664 0 0 8.9664 442.568 520.99 Tm /Ty22
1 Tf (.) Tj ET BT 2.1119 Tc 8.9664 0 0 8.9664 445.128 520.99 Tm /Ty30 1 Tf
(81) Tj 0 Tc ET BT 8.9664 0 0 8.9664 473.27 520.99 Tm /Ty22 1 Tf (.) Tj ET
BT 8.9664 0 0 8.9664 475.83 520.99 Tm /Ty30 1 Tf (0) Tj ET BT 8.9664 0 0 8.9664 519.513 520.99
Tm /Ty31 1 Tf (!) Tj ET q 28.7104 0 0 28.7104 51.108 488.992 cm /Im1 Do Q
q 28.7104 0 0 28.7104 81.81 488.992 cm /Im4 Do Q q 28.7104 0 0 28.7104 117.493 488.992
cm /Im12 Do Q q 28.7104 0 0 28.7104 148.195 488.992 cm /Im13 Do Q q 28.7104 0 0 28.7104 178.897 488.992
cm /Im5 Do Q q 28.7104 0 0 28.7104 209.599 488.992 cm /Im14 Do Q q 28.7104 0 0 28.7104 240.301 488.992
cm /Im15 Do Q q 28.7104 0 0 28.7104 271.003 488.992 cm /Im16 Do Q q 28.7104 0 0 28.7104 306.686 488.992
cm /Im16 Do Q q 28.7104 0 0 28.7104 337.388 488.992 cm /Im15 Do Q q 28.7104 0 0 28.7104 368.09 488.992
cm /Im14 Do Q q 28.7104 0 0 28.7104 398.791 488.992 cm /Im5 Do Q q 28.7104 0 0 28.7104 429.493 488.992
cm /Im13 Do Q q 28.7104 0 0 28.7104 460.195 488.992 cm /Im12 Do Q BT 0.0005
Tc 8.9664 0 0 8.9664 497.221 488.992 Tm /Ty30 1 Tf (mix) Tj 0 Tc ET BT 5.9776 0 0 5.9776 512.324 487.93
Tm /Ty27 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 517.222 488.992 Tm /Ty30 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 520.806 488.992 Tm /Ty23 1 Tf (A) Tj ET BT
8.9664 0 0 8.9664 528.812 488.992 Tm /Ty22 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 532.907 488.992
Tm /Ty23 1 Tf (A) Tj ET BT 5.9776 0 0 5.9776 540.913 492.801 Tm /Ty25 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 543.598 488.992 Tm /Ty30 1 Tf (\)) Tj ET BT
0.0005 Tc 8.9664 0 0 8.9664 57.176 456.995 Tm /Ty30 1 Tf (mix) Tj 0 Tc ET
BT 5.9776 0 0 5.9776 72.279 455.932 Tm /Ty27 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 77.177 456.995
Tm /Ty30 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 80.761 456.995 Tm /Ty23 1 Tf
(A) Tj ET BT 8.9664 0 0 8.9664 88.767 456.995 Tm /Ty22 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 94.306 459.286
Tm /Ty29 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 92.862 456.995 Tm /Ty23 1 Tf
(A) Tj ET BT 8.9664 0 0 8.9664 100.868 456.995 Tm /Ty30 1 Tf (\)) Tj ET q
28.7104 0 0 28.7104 117.493 456.995 cm /Im17 Do Q q 28.7104 0 0 28.7104 148.195 456.995
cm /Im18 Do Q q 28.7104 0 0 28.7104 178.897 456.995 cm /Im19 Do Q q 28.7104 0 0 28.7104 209.599 456.995
cm /Im20 Do Q q 28.7104 0 0 28.7104 240.301 456.995 cm /Im21 Do Q q 28.7104 0 0 28.7104 271.003 456.995
cm /Im16 Do Q q 28.7104 0 0 28.7104 306.686 456.995 cm /Im22 Do Q q 28.7104 0 0 28.7104 337.388 456.995
cm /Im23 Do Q q 28.7104 0 0 28.7104 368.09 456.995 cm /Im6 Do Q q 28.7104 0 0 28.7104 398.791 456.995
cm /Im24 Do Q q 28.7104 0 0 28.7104 429.493 456.995 cm /Im25 Do Q q 28.7104 0 0 28.7104 460.195 456.995
cm /Im12 Do Q q 1 0 0 1 0 0 cm BT 0.0005 Tc 8.9664 0 0 8.9664 495.878 456.995
Tm /Ty30 1 Tf (mix) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 510.981 455.932
Tm /Ty27 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 515.88 456.995
Tm /Ty30 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 519.463 456.995
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 527.469 460.804
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 530.154 456.995
Tm /Ty22 1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 535.693 459.286
Tm /Ty29 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 534.25 456.995
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 542.256 460.804
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 544.94 456.995
Tm /Ty30 1 Tf (\)) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 203.626 446.036
Tm /Ty2 1 Tf [ (\(a\)) -19962 (\(b\)) ] TJ ET Q q 28.7104 0 0 28.7104 51.108 411.049
cm /Im26 Do Q q 28.7104 0 0 28.7104 81.81 411.049 cm /Im27 Do Q q 28.7104 0 0 28.7104 117.493 411.049
cm /Im28 Do Q q 28.7104 0 0 28.7104 148.195 411.049 cm /Im29 Do Q q 28.7104 0 0 28.7104 178.897 411.049
cm /Im30 Do Q q 28.7104 0 0 28.7104 209.599 411.049 cm /Im31 Do Q q 28.7104 0 0 28.7104 240.301 411.049
cm /Im32 Do Q q 28.7104 0 0 28.7104 271.003 411.049 cm /Im33 Do Q q 28.7104 0 0 28.7104 306.686 411.049
cm /Im33 Do Q q 28.7104 0 0 28.7104 337.388 411.049 cm /Im32 Do Q q 28.7104 0 0 28.7104 368.09 411.049
cm /Im31 Do Q q 28.7104 0 0 28.7104 398.791 411.049 cm /Im30 Do Q q 28.7104 0 0 28.7104 429.493 411.049
cm /Im29 Do Q q 28.7104 0 0 28.7104 460.195 411.049 cm /Im28 Do Q q 1 0 0 1 0 0
cm BT 0.0005 Tc 8.9664 0 0 8.9664 497.221 411.049 Tm /Ty30 1 Tf (mix) Tj ET
Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 512.324 409.987 Tm /Ty27 1 Tf (")
Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 517.222 411.049 Tm /Ty30 1 Tf
(\() Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 520.806 411.049 Tm /Ty23
1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 528.812 411.049 Tm
/Ty22 1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 532.907 411.049
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 540.913 414.858
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 543.598 411.049
Tm /Ty30 1 Tf (\)) Tj ET Q q 1 0 0 1 0 0 cm BT 0.0005 Tc 8.9664 0 0 8.9664 57.176 379.052
Tm /Ty30 1 Tf (mix) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 72.279 377.989
Tm /Ty27 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 77.177 379.052
Tm /Ty30 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 80.761 379.052
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 88.767 379.052
Tm /Ty22 1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 94.306 381.343
Tm /Ty29 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 92.862 379.052
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 100.868 379.052
Tm /Ty30 1 Tf (\)) Tj ET Q q 28.7104 0 0 28.7104 117.493 379.052 cm /Im34
Do Q q 28.7104 0 0 28.7104 148.195 379.052 cm /Im35 Do Q q 28.7104 0 0 28.7104 178.897 379.052
cm /Im36 Do Q q 28.7104 0 0 28.7104 209.599 379.052 cm /Im37 Do Q q 28.7104 0 0 28.7104 240.301 379.052
cm /Im38 Do Q q 28.7104 0 0 28.7104 271.003 379.052 cm /Im33 Do Q q 28.7104 0 0 28.7104 306.686 379.052
cm /Im39 Do Q q 28.7104 0 0 28.7104 337.388 379.052 cm /Im40 Do Q q 28.7104 0 0 28.7104 368.09 379.052
cm /Im41 Do Q q 28.7104 0 0 28.7104 398.792 379.052 cm /Im42 Do Q q 28.7104 0 0 28.7104 429.493 379.052
cm /Im43 Do Q q 28.7104 0 0 28.7104 460.195 379.052 cm /Im28 Do Q q 1 0 0 1 0 0
cm BT 0.0005 Tc 8.9664 0 0 8.9664 495.878 379.052 Tm /Ty30 1 Tf (mix) Tj ET
Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 510.981 377.989 Tm /Ty27 1 Tf (")
Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 515.88 379.052 Tm /Ty30 1 Tf
(\() Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 519.463 379.052 Tm /Ty23
1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 527.469 382.861 Tm
/Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 530.154 379.052
Tm /Ty22 1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 535.693 381.343
Tm /Ty29 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 534.25 379.052
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 542.256 382.861
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 544.94 379.052
Tm /Ty30 1 Tf (\)) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 203.626 368.093
Tm /Ty2 1 Tf [ (\(c\)) -19962 (\(d\)) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 50.112 344.183
Tm /Ty2 1 Tf [ (Figure) -278 (3.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 86.269 344.183
Tm /Ty4 1 Tf [ (V) 74 (isualizing) -278 (alignment) ] TJ ET Q q 1 0 0 1 0 0
cm BT 8.9664 0 0 8.9664 164.319 344.183 Tm /Ty2 1 Tf [ (.) -394 (F) 15 (or)
-278 (dif) 25 (fere) 1 (nt) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 218.04 344.183
Tm /Ty31 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 226.451 344.183
Tm /Ty33 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 0.0005 Tc 8.9664 0 0 8.9664 235.63 344.183
Tm /Ty30 1 Tf ([0) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 242.798 344.183
Tm /Ty22 1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 0.0009 Tc 8.9664 0 0 8.9664 246.894 344.183
Tm /Ty30 1 Tf (1]) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 254.061 344.183
Tm /Ty2 1 Tf [ (,) -285 (we) -278 (interpolate) -278 (feature) -277 (tensors)
] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 367.918 344.183 Tm /Ty23 1
Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 375.924 344.183 Tm /Ty22
1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 380.02 344.183 Tm /Ty23
1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 388.026 347.992 Tm
/Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 393.202 344.183
Tm /Ty2 1 Tf [ (without) -278 (alignment) -278 (\(top\)) -278 (or) -277 (aligned)
-278 (feature) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 50.112 333.224
Tm /Ty2 1 Tf [ (tensors) -257 (\(bottom\)) -257 (of) -257 (tw) 10 (o) -258
(images) ] TJ ET Q q 1 0 0 1 0 0 cm BT 0.0006 Tc 8.9664 0 0 8.9664 164.655 333.224
Tm /Ty22 1 Tf [ (x,) -171 (x) ] TJ ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 179.198 337.033
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 184.188 333.224
Tm /Ty2 1 Tf [ (and) -257 (then) -257 (we) -258 (generate) -257 (a) -257 (ne)
25 (w) -257 (image) -257 (by) -257 (decoding) -258 (the) -257 (resulting)
-257 (embedding) -257 (through) -257 (the) -257 (decoder) ] TJ ET Q q 1 0 0 1 0 0
cm BT 8.9664 0 0 8.9664 519.848 333.224 Tm /Ty22 1 Tf (D) Tj ET Q q 1 0 0 1 0 0
cm BT 8.9664 0 0 8.9664 527.704 333.224 Tm /Ty2 1 Tf [ (.) -331 (\(a\),) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 50.112 322.265 Tm /Ty2 1 Tf
[ (\(c\)) -241 (W) 80 (e) -242 (align) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 96.216 322.265
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 106.386 322.265
Tm /Ty2 1 Tf (to) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 115.525 322.265
Tm /Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 123.531 326.074
Tm /Ty25 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 128.379 322.265
Tm /Ty2 1 Tf [ (and) -241 (mix) -242 (with) -241 (\() ] TJ ET Q /Cs2 cs 1
0 0 sc q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 180.6979 322.265 Tm /Ty2 1 Tf
(11) Tj ET Q /Cs1 cs 0 sc q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 189.6643 322.265
Tm /Ty2 1 Tf [ (\).) -307 (\(b\),) -243 (\(d\)) -241 (W) 80 (e) -242 (align)
] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 259.126 322.265 Tm /Ty23 1
Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 267.132 326.074 Tm /Ty25
1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 271.98 322.265 Tm /Ty2
1 Tf (to) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 281.12 322.265 Tm
/Ty23 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 291.289 322.265
Tm /Ty2 1 Tf [ (and) -241 (mix) -242 (with) -241 (\() ] TJ ET Q /Cs2 cs 1
0 0 sc q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 343.6079 322.265 Tm /Ty2 1 Tf
(12) Tj ET Q /Cs1 cs 0 sc q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 352.5743 322.265
Tm /Ty2 1 Tf [ (\).) -307 (Only) -241 (meant) -242 (for) -241 (illustration:)
-305 (No) -242 (decoded) -241 (images) -241 (are) ] TJ ET Q q 1 0 0 1 0 0
cm BT 8.9664 0 0 8.9664 50.112 311.306 Tm /Ty2 1 Tf [ (seen) -250 (by) -250
(the) -250 (classier) -250 (at) -250 (training.) ] TJ ET Q q 1 0 0 1 0 0
cm BT 10.9589 0 0 10.9589 50.112 278.13 Tm /Ty1 1 Tf [ (3.3.) -250 (V) 37
(isualization) -250 (and) -250 (discussion) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 50.112 256.527 Tm /Ty1 1 Tf (Decoder) Tj ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 95.482 256.527 Tm /Ty2 1 Tf [ (W) 80 (e) -463 (use)
-464 (a) -464 (decoder) -463 (to) -464 (study) -463 (images) -464 (generated)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 244.571 Tm /Ty2 1 Tf
[ (with) -283 (or) -283 (without) -283 (feature) -283 (alignment.) -409 (Let)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 208.016 244.571 Tm /Ty7 1
Tf (f) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 217.342 244.571 Tm /Ty6
1 Tf (:) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 223.485 244.571 Tm
/Ty11 1 Tf (R) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 230.68 248.187
Tm /Ty10 1 Tf (c) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 234.24 248.187
Tm /Ty13 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 240.467 248.187
Tm /Ty10 1 Tf (w) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 246.418 248.187
Tm /Ty13 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 252.645 248.187
Tm /Ty10 1 Tf (h) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 261.183 244.571
Tm /Ty9 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 274.521 244.571
Tm /Ty11 1 Tf (R) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 281.717 248.187
Tm /Ty10 1 Tf (d) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 232.616
Tm /Ty2 1 Tf [ (be) -301 (a) -300 (FC) -301 (layer) -301 (mapping) -301 (tensor)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 173.232 232.616 Tm /Ty14 1
Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 184.89 232.616 Tm /Ty2
1 Tf [ (to) -301 (embedding) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 242.907 232.616
Tm /Ty7 1 Tf (e) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 251.249 232.616
Tm /Ty6 1 Tf (=) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 262.701 232.616
Tm /Ty7 1 Tf (f) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 268.651 232.616
Tm /Ty6 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 272.525 232.616
Tm /Ty7 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 279.997 232.616
Tm /Ty6 1 Tf (\)) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 283.871 232.616
Tm /Ty2 1 Tf (.) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 220.661
Tm /Ty2 1 Tf [ (W) 80 (e) -313 (use) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 82.666 220.661
Tm /Ty7 1 Tf (f) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 91.297 220.661
Tm /Ty9 1 Tf (%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 98.959 220.661
Tm /Ty7 1 Tf (F) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 109.87 220.661
Tm /Ty2 1 Tf [ (as) -313 (an) -314 (encoder) -313 (and) -313 (a) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 193.521 220.661 Tm /Ty4 1 Tf (decoder)
Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 228.961 220.661 Tm /Ty7 1 Tf
(D) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 241.421 220.661 Tm /Ty6
1 Tf (:) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 248.123 220.661 Tm
/Ty11 1 Tf (R) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 255.319 224.276
Tm /Ty10 1 Tf (d) Tj ET Q q 1 0 0 1 0 0 cm BT 0.395 Tc 9.9626 0 0 9.9626 263.899 220.661
Tm /Ty9 1 Tf (") Tj /Ty8 1 Tf (X) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 208.706
Tm /Ty2 1 Tf (mapping) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 88.414 208.706
Tm /Ty7 1 Tf (e) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 96.486 208.706
Tm /Ty2 1 Tf [ (back) -345 (to) -344 (the) -345 (image) -344 (space,) -368
(reconstructing) -345 (image) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.745 196.751
Tm /Ty6 1 Tf Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 196.751
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 58.667 196.751
Tm /Ty6 1 Tf (=) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 69.277 196.751
Tm /Ty7 1 Tf (D) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 77.802 196.751
Tm /Ty6 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 81.677 196.751
Tm /Ty7 1 Tf (e) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 86.316 196.751
Tm /Ty6 1 Tf (\)) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 90.19 196.751
Tm /Ty2 1 Tf [ (.) -325 (The) -255 (autoencoder) -255 (is) -256 (trained)
-255 (using) -255 (only) -255 (clean) -255 (im-) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 50.112 184.796 Tm /Ty2 1 Tf [ (ages) -241 (\(without)
-240 (mixup\)) -241 (using) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 161.539 184.796
Tm /Ty4 1 Tf [ (r) 37 (econstruction) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 221.679 184.796
Tm /Ty2 1 Tf (loss) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 239.578 184.796
Tm /Ty7 1 Tf (L) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 246.358 183.301
Tm /Ty10 1 Tf (r) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 253.167 184.796
Tm /Ty2 1 Tf (between) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 172.84
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 58.727 172.84
Tm /Ty2 1 Tf (and) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 76.666 172.84
Tm /Ty6 1 Tf Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 76.033 172.84
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 81.727 172.84
Tm /Ty2 1 Tf [ (,) -304 (where) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 114.505 172.84
Tm /Ty7 1 Tf (L) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 121.285 171.346
Tm /Ty10 1 Tf (r) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 125.697 172.84
Tm /Ty6 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 0.0005 Tc 9.9626 0 0 9.9626 129.571 172.84
Tm /Ty7 1 Tf [ (x,) -167 (x) ] TJ ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 145.387 176.456
Tm /Ty13 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 0.3589 Tc 9.9626 0 0 9.9626 148.182 172.84
Tm /Ty6 1 Tf [ (\):) 358 (=) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 169.7 172.84
Tm /Ty9 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 174.681 172.84
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 182.589 172.84
Tm /Ty9 1 Tf ($) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 192.551 172.84
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 198.245 176.456
Tm /Ty13 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 201.04 172.84
Tm /Ty9 1 Tf (\() Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 206.022 177.867
Tm /Ty18 1 Tf (2) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 213.412 172.84
Tm /Ty2 1 Tf [ (is) -293 (the) -293 (squared) -293 (Eu-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 160.885 Tm /Ty2 1 Tf [ (clidean) -271 (distance.)
-374 (W) 80 (e) -271 (use) -271 (generated) -271 (images) -271 (only) -272
(for) -271 (visual-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 148.93
Tm /Ty2 1 Tf [ (ization) -243 (purposes) -243 (belo) 25 (w) 65 (,) -244 (b)
20 (ut) -244 (we) -243 (also) -243 (use) -243 (the) -243 (decoder) -243 (option-)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 136.975 Tm /Ty2 1 Tf
[ (ally) -250 (during) -250 (AlignMixup) -250 (training) -250 (in) ] TJ ET
Q /Cs2 cs 1 0 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 191.5311 136.975
Tm /Ty2 1 Tf [ (section) -250 (4) ] TJ ET Q /Cs1 cs 0 sc q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 227.2271 136.975 Tm /Ty2 1 Tf (.) Tj ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 116.866 Tm /Ty1 1 Tf (Discussion) Tj ET Q q
1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 104.916 116.866 Tm /Ty2 1 Tf [ (F) 15
(or) -412 (dif) 25 (ferent) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 160.865 116.866
Tm /Ty15 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 172.432 116.866
Tm /Ty9 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 0.0008 Tc 9.9626 0 0 9.9626 184.83 116.866
Tm /Ty6 1 Tf ([0) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 192.578 116.866
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Tm /Ty2 1 Tf [ (,) -452 (we) -412 (interpolate) -412 (the) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (feature) -378 (tensors)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 113.521 104.91 Tm /Ty14 1
Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 122.183 104.91 Tm /Ty7
1 Tf (,) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 126.61 104.91 Tm /Ty14
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q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf [ (using)
-262 (\() ] TJ ET Q /Cs2 cs 1 0 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 77.6287 92.955
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Tm /Ty2 1 Tf [ (\)) -262 (or) -262 (\() ] TJ ET Q /Cs2 cs 1 0 0 sc q 1 0 0 1 0 0
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(\),) -265 (and) -262 (we) -262 (generate) -262 (a) -262 (ne) 25 (w) -262
(image) -262 (by) -262 (decod-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (ing) -250 (the) -250 (resulting) -250 (embedding) -250 (through)
-250 (the) -250 (decoder) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 246.295 81
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Tm /Ty2 1 Tf [ (Figure) -302 (3) ] TJ ET Q /Cs1 cs 0 sc q 1 0 0 1 0 0 cm BT
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-302 (such) -302 (generated) -302 (images.) -467 (Inter) 20 (-) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 266.175 Tm /Ty2 1 Tf [ (estingly)
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Tm /Ty14 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 407.208 266.175
Tm /Ty2 1 Tf (to) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 418.321 266.175
Tm /Ty14 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 426.983 269.79
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Tm /Ty2 1 Tf [ (and) -338 (mixing) -337 (using) -338 (\() ] TJ ET Q /Cs2 cs
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Tm /Ty2 1 Tf [ (,) -358 (the) -336 (generated) -336 (image) -336 (retains)
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Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 515.203 254.22
Tm /Ty2 1 Tf [ (and) -336 (the) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 242.265
Tm /Ty2 1 Tf [ (te) 15 (xture) -312 (of) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 350.889 242.265
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 356.583 245.88
Tm /Ty13 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 359.378 242.265
Tm /Ty2 1 Tf [ (.) -495 (In) ] TJ ET Q /Cs2 cs 1 0 0 sc q 1 0 0 1 0 0 cm BT
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Q /Cs1 cs 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 412.3093 242.265 Tm /Ty2
1 Tf [ (\(a\)) -311 (in) -312 (particular) 40 (,) -327 (when) ] TJ ET Q q
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Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 514.34 242.265 Tm /Ty2 1 Tf [ (is)
-312 (pen-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 230.31
Tm /Ty2 1 Tf [ (guin) -191 (and) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 348.092 230.31
Tm /Ty7 1 Tf (x) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 353.786 233.925
Tm /Ty13 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 358.487 230.31
Tm /Ty2 1 Tf [ (is) -191 -203 (the) -192 (generated) -191 (image)
-192 (retai) 1 (ns) -192 (the) -191 (pose) -192 (of) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 218.354 Tm /Ty2 1 Tf [ (the) -261 (penguin,)
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-261 (aligns) -260 (to) -261 (the) -261 (body) ] TJ ET Q q 1 0 0 1 0 0 cm
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cm BT 9.9626 0 0 9.9626 428.6324 206.399 Tm /Ty2 1 Tf [ (Figure) -319 (3)
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Tm /Ty2 1 Tf [ (\(c\),) -336 (the) -319 (te) 15 (xture) -319 (from) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 194.444 Tm /Ty2 1 Tf [ (the)
-247 (goldsh) -247 (is) -247 (aligned) -247 (to) -247 (that) -247 (of) -247
(the) -247 (stork,) -248 (while) -247 (the) -247 (pose) -247 (of) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 182.489 Tm /Ty2 1 Tf [ (the)
-262 (stork) -262 (is) -262 (retained.) -346 (V) 60 (ice) -262 (v) 15 (ersa,)
-265 (as) -262 (sho) 25 (wn) -262 (in) ] TJ ET Q /Cs2 cs 1 0 0 sc q 1 0 0 1 0 0
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Tm /Ty2 1 Tf (\(b,d\),) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 170.534
Tm /Ty2 1 Tf [ (by) -257 (aligning) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 356.611 170.534
Tm /Ty14 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 365.272 174.149
Tm /Ty13 1 Tf (") Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 370.632 170.534
Tm /Ty2 1 Tf (to) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 380.947 170.534
Tm /Ty14 1 Tf (A) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 392.173 170.534
Tm /Ty2 1 Tf [ (and) -257 (mixing) -258 (using) -257 (\() ] TJ ET Q /Cs2 cs
1 0 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 467.3906 170.534 Tm /Ty2 1
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Tm /Ty2 1 Tf [ (\)) -258 (with) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 503.515 170.534
Tm /Ty15 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 0.2918 Tc 9.9626 0 0 9.9626 512.23 170.534
Tm /Ty6 1 Tf (=0) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 527.864 170.534
Tm /Ty2 1 Tf [ (,) -259 (the) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 158.578
Tm /Ty2 1 Tf [ (generated) -263 (image) -263 (retains) -263 (the) -263 (pose)
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Tm /Ty2 1 Tf [ (and) -263 (the) -263 (te) 15 (xture) -263 (of) ] TJ ET Q q
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(By) -357 (contrast,) -383 (the) -357 (image) -357 (generated) -357 (from)
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Tm /Ty2 1 Tf [ (appears) -250 (to) -250 (be) -250 (an) -250 (o) 15 (v) 15
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Tm /Ty2 1 Tf [ (Randomly) -313 (sampling) -312 (se) 25 (v) 15 (eral) -313
(v) 25 (alues) -313 (of) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 475.758 116.865
Tm /Ty15 1 Tf (!) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 485.494 116.865
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Tm /Ty6 1 Tf ([0) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 503.808 116.865
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Tm /Ty6 1 Tf (1]) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 519.1 116.865
Tm /Ty2 1 Tf (during) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (training) -285 (generates) -285 (an) -285 (ab) 20 (undance)
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cm BT 9.9626 0 0 9.9626 308.862 92.955 Tm /Ty2 1 Tf [ (ture) -225 (from) -225
(one) -225 (image) -225 (and) -225 (t) 1 (he) -225 (pose) -225 (from) -225
(another) 55 (.) -302 (This) -225 (allo) 25 (ws) ] TJ ET Q q 1 0 0 1 0 0 cm
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-344 (e) 15 (xplore) -344 (be) 15 (yond) -344 (the) -343 (image) -344 (manifold,)
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[ (]) -6327 (4.03) -1673 (3.98) -1424 (20.21) -1173 (19.88) -1139 (43.48)
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(43.11) ] TJ ET BT 5.9776 0 0 5.9776 269.741 669.743 Tm /Ty25 1 Tf (#) Tj
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[ (]) -4716 (2.95) -1673 (3.56) -1424 (19.80) -1173 (19.23) -1139 (40.76)
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Tm /Ty2 1 Tf [ (PuzzleMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 101.597 648.001
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[ (20.01) -1174 (19.25) -1138 (36.52) ] TJ ET BT 5.9776 0 0 5.9776 269.741 650.814
Tm /Ty25 1 Tf (#) Tj ET BT 7.9701 0 0 7.9701 62.415 638.536 Tm /Ty2 1 Tf [
(Co-Mixup) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 100.273 638.536
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(34.81) ] TJ ET BT 7.9701 0 0 7.9701 62.415 619.607 Tm /Ty2 1 Tf [ (StyleMix)
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(34.49) ] TJ ET q 1 0 0 1 58.929 605.339 cm 0 0 m 218.617 0 l S Q BT 7.9701 0 0 7.9701 62.416 595.676
Tm /Ty2 1 Tf [ (AlignMixup) -250 (\(ours\)) -2771 (2.95) -1673 (3.09) ] TJ
ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 197.5172 595.676 Tm /Ty2 1 Tf (18.29)
Tj ET BT 7.9701 0 0 7.9701 224.7988 595.676 Tm /Ty2 1 Tf (18.77) Tj ET BT
7.9701 0 0 7.9701 253.9694 595.676 Tm /Ty2 1 Tf (33.13) Tj ET /Cs1 cs 0 sc
BT 7.9701 0 0 7.9701 62.416 586.212 Tm /Ty2 1 Tf [ (AlignMixup/AE) -250 (\(ours\))
] TJ ET BT 7.9701 0 0 7.9701 144.937 586.212 Tm /Ty1 1 Tf (2.83) Tj ET BT
7.9701 0 0 7.9701 172.223 586.212 Tm /Ty2 1 Tf (3.15) Tj ET BT 7.9701 0 0 7.9701 197.516 586.212
Tm /Ty1 1 Tf [ (17.82) -1174 (18.09) -1409 (32.73) ] TJ ET q 1 0 0 1 58.929 581.408
cm 0 0 m 218.617 0 l S Q BT 7.9701 0 0 7.9701 62.416 571.745 Tm /Ty2 1 Tf
(Gain) Tj ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 142.666 571.745
Tm /Ty1 1 Tf (+0.06) Tj ET /Cs2 cs 1 0 0 sc BT 7.9701 0 0 7.9701 170.8961 571.745
Tm /Ty1 1 Tf (-0.10) Tj ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 197.2373 571.745
Tm /Ty1 1 Tf (+1.52) Tj ET BT 7.9701 0 0 7.9701 224.5189 571.745 Tm /Ty1 1
Tf (+1.14) Tj ET BT 7.9701 0 0 7.9701 253.6895 571.745 Tm /Ty1 1 Tf (+1.76)
Tj ET 0.797 w q 1 0 0 1 58.929 566.792 cm 0 0 m 218.617 0 l S Q /Cs1 cs 0
sc BT 8.9664 0 0 8.9664 50.112 548.759 Tm /Ty2 1 Tf [ (T) 80 (able) -355 (1.)
] TJ ET BT 8.9664 0 0 8.9664 85.321 548.759 Tm /Ty4 1 Tf [ (Ima) 10 (g) 10
(e) -355 (classication) ] TJ ET BT 8.9664 0 0 8.9664 161.238 548.759 Tm /Ty2
1 Tf [ (top-1) -355 (error) -355 (\(%\)) -355 (on) -355 (CIF) 74 (AR-10/100)
] TJ ET BT 8.9664 0 0 8.9664 50.112 537.8 Tm /Ty2 1 Tf [ (and) -351 (TI) -351
(\(T) 35 (in) 15 (yImagenet\).) -612 (T) 80 (op-1) -351 (error) -351 (\(%\):)
-512 (lo) 25 (wer) -351 (is) -351 (better) 55 (.) -612 (Blue:) ] TJ ET BT
8.9664 0 0 8.9664 50.112 526.841 Tm /Ty2 1 Tf [ (second) -250 (best.) -310
(R:) -250 (PreActResnet,) -250 (W) 37 (:) -250 (WRN.) ] TJ ET BT 8.9664 0 0 8.9664 199.49 526.841
Tm /Ty33 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 204.098 526.841 Tm /Ty2 1 Tf
[ (:) -310 (reported) -250 (by) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 8.9664 0 0 8.9664 255.6817 526.841
Tm /Ty2 1 Tf (31) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 264.6481 526.841
Tm /Ty2 1 Tf (].) Tj ET BT 9.9626 0 0 9.9626 50.112 493.422 Tm /Ty2 1 Tf [
(impro) 15 (ving) -233 (its) -234 (generalization) -233 (and) -233 (enhancing)
-233 (its) -234 (performance) ] TJ ET BT 9.9626 0 0 9.9626 50.112 481.467
Tm /Ty2 1 Tf [ (across) -250 (multiple) -250 (benchmarks,) -250 (as) -250
(discussed) -250 (in) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 228.0341 481.467
Tm /Ty2 1 Tf [ (section) -250 (4) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 263.7301 481.467
Tm /Ty2 1 Tf (.) Tj ET BT 11.9552 0 0 11.9552 50.112 457.191 Tm /Ty1 1 Tf
[ (4.) -250 (Experiments) ] TJ ET BT 10.9589 0 0 10.9589 50.112 438.14 Tm
/Ty1 1 Tf [ (4.1.) -250 (Implementation) -250 (details) ] TJ ET BT 9.9626 0 0 9.9626 50.112 420.085
Tm /Ty1 1 Tf [ (Ar) 18 (chitectur) 18 (e) ] TJ ET BT 9.9626 0 0 9.9626 113.932 420.085
Tm /Ty2 1 Tf [ (W) 80 (e) -351 (use) -352 (a) -351 (residual) -351 (netw)
10 (ork) -351 (as) -351 (our) -352 (encoder) ] TJ ET BT 9.9626 0 0 9.9626 50.112 408.13
Tm /Ty7 1 Tf (F) Tj ET BT 9.9626 0 0 9.9626 57.902 408.13 Tm /Ty2 1 Tf [ (.)
-348 (The) -263 (output) ] TJ ET BT 9.9626 0 0 9.9626 110.054 408.13 Tm /Ty14
1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 121.334 408.13 Tm /Ty2 1 Tf [ (is) -263
(a) ] TJ ET BT 9.9626 0 0 9.9626 137.638 408.13 Tm /Ty7 1 Tf (c) Tj ET BT
9.9626 0 0 9.9626 144.257 408.13 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 154.314 408.13
Tm /Ty6 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 161.603 408.13 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 171.66 408.13 Tm /Ty6 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 179.259 408.13
Tm /Ty2 1 Tf [ (tensor) 55 (.) -348 (This) -263 (is) -263 (follo) 25 (wed)
-262 (by) ] TJ ET BT 9.9626 0 0 9.9626 50.112 396.175 Tm /Ty2 1 Tf [ (a) -250
(fully-connected) -250 (layer) -250 (as) -250 (classier) ] TJ ET BT 9.9626 0 0 9.9626 193.144 396.175
Tm /Ty7 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 198.253 396.175 Tm /Ty2 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 50.112 379.614 Tm /Ty1 1 Tf [ (A) 50 (utoencoder)
] TJ ET BT 9.9626 0 0 9.9626 114.36 379.614 Tm /Ty2 1 Tf (In) Tj ET /Cs2 cs
1 0 0 sc BT 9.9626 0 0 9.9626 125.6576 379.614 Tm /Ty2 1 Tf [ (Figure) -301
(3) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 159.65 379.614 Tm /Ty2 1 Tf
[ (,) -313 (we) -301 (ha) 20 (v) 15 (e) -301 (used) -301 (a) -301 (decoder)
-301 (to) -301 (vi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 367.659 Tm /Ty2 1
Tf [ (sualize) -379 (the) -380 (ef) 25 (fect) -379 (of) -379 (feature) -380
(tensor) -379 (alignment.) -698 (In) -379 (our) -380 (e) 15 (x-) ] TJ ET BT
9.9626 0 0 9.9626 50.112 355.704 Tm /Ty2 1 Tf [ (periments,) -253 (we) -253
(also) -253 (use) -253 (a) -252 (decoder) -253 (optionally) -253 (during)
-253 (training) ] TJ ET BT 9.9626 0 0 9.9626 50.112 343.749 Tm /Ty2 1 Tf [
(of) -391 (AlignMixup,) -427 (to) -391 (in) 40 (v) 15 (estig) 5 (ate) -391
(its) -391 (ef) 25 (fect) -392 (on) -391 (representation) ] TJ ET BT 9.9626 0 0 9.9626 50.112 331.794
Tm /Ty2 1 Tf [ (learning) -260 (under) -260 (mixup.) -339 (This) -260 (results)
-260 (in) -260 (a) -260 (v) 25 (anilla) -260 (autoencoder) ] TJ ET BT 9.9626 0 0 9.9626 50.112 319.839
Tm /Ty2 1 Tf [ (architecture,) -224 (which) -217 (we) -217 (denote) -217 (as)
-217 (AlignMixup/AE.) -217 (W) 80 (e) -218 (use) -217 (a) ] TJ ET BT 9.9626 0 0 9.9626 50.112 307.883
Tm /Ty2 1 Tf [ (residual) -278 (generator) -278 ([) ] TJ ET /Cs2 cs 0 1 0
sc BT 9.9626 0 0 9.9626 128.1291 307.883 Tm /Ty2 1 Tf (21) Tj ET /Cs1 cs 0
sc BT 9.9626 0 0 9.9626 138.0917 307.883 Tm /Ty2 1 Tf [ (]) -277 (as) -278
(the) -278 (decoder) ] TJ ET BT 9.9626 0 0 9.9626 204.481 307.883 Tm /Ty7
1 Tf (D) Tj ET BT 9.9626 0 0 9.9626 213.006 307.883 Tm /Ty2 1 Tf [ (.) -393
(The) -278 (encoder) -278 (and) ] TJ ET BT 9.9626 0 0 9.9626 50.112 295.928
Tm /Ty2 1 Tf [ (decoder) -250 (ha) 20 (v) 15 (e) -250 (the) -250 (same) -250
(architecture.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 279.368 Tm /Ty1 1 Tf [
(T) 74 (raining) ] TJ ET BT 9.9626 0 0 9.9626 96.986 279.368 Tm /Ty2 1 Tf
[ (W) 80 (e) -293 (train) -293 (AlignMixup) -292 (using) -293 (only) -293
(the) -293 (classica-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 267.413 Tm /Ty2
1 Tf [ (tion) -245 (loss) ] TJ ET BT 9.9626 0 0 9.9626 86.007 267.413 Tm /Ty7
1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 92.787 265.918 Tm /Ty10 1 Tf (c) Tj ET
BT 9.9626 0 0 9.9626 99.291 267.413 Tm /Ty2 1 Tf (\() Tj ET /Cs2 cs 1 0 0
sc BT 9.9626 0 0 9.9626 102.6085 267.413 Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0
sc BT 9.9626 0 0 9.9626 107.5898 267.413 Tm /Ty2 1 Tf [ (\)) -245 (on) -246
(mix) 15 (ed) -245 (e) 15 (xamples.) -309 (F) 15 (or) -245 (a) -246 (gi) 25
(v) 15 (en) -245 (mini-batch) ] TJ ET BT 9.9626 0 0 9.9626 50.112 255.458
Tm /Ty2 1 Tf [ (during) -399 (training,) -436 (we) -399 (mix) -399 (either)
] TJ ET BT 9.9626 0 0 9.9626 179.65 255.458 Tm /Ty7 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 189.318 255.458
Tm /Ty2 1 Tf (or) Tj ET BT 9.9626 0 0 9.9626 201.59 255.458 Tm /Ty14 1 Tf
(A) Tj ET BT 9.9626 0 0 9.9626 214.226 255.458 Tm /Ty2 1 Tf [ (\(using) -399
(either) -399 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 273.085 255.458
Tm /Ty2 1 Tf (11) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 283.0476 255.458
Tm /Ty2 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 50.112 243.502 Tm /Ty2 1 Tf [
(or) -225 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 63.96998 243.502
Tm /Ty2 1 Tf (12) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 73.93258 243.502
Tm /Ty2 1 Tf [ (\)) -226 (with) -225 (alignment\).) -302 (W) 80 (e) -226 (choose)
-225 (between) -226 (the) -225 (three) -226 (cases) ] TJ ET BT 9.9626 0 0 9.9626 50.112 231.547
Tm /Ty2 1 Tf [ (uniformly) -352 (at) -353 (random.) -617 (F) 15 (or) -352
(AlignMixup/AE,) -352 (we) -352 (either) -353 (use) ] TJ ET BT 9.9626 0 0 9.9626 50.112 219.592
Tm /Ty2 1 Tf [ (the) -327 (reconstruction) -327 (loss) ] TJ ET BT 9.9626 0 0 9.9626 144.561 219.592
Tm /Ty7 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 151.341 218.098 Tm /Ty10 1 Tf
(r) Tj ET BT 9.9626 0 0 9.9626 159.012 219.592 Tm /Ty2 1 Tf [ (on) -327 (clean)
-327 (e) 15 (xamples,) -347 (training) -327 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 207.637
Tm /Ty2 1 Tf [ (encoder) -401 (and) -400 (decoder) 40 (,) -438 (or) -401 (the)
-401 (class) 1 (ication) -401 (loss) ] TJ ET BT 9.9626 0 0 9.9626 245.963 207.637
Tm /Ty7 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 252.743 206.143 Tm /Ty10 1 Tf
(c) Tj ET BT 9.9626 0 0 9.9626 260.792 207.637 Tm /Ty2 1 Tf (\() Tj ET /Cs2
cs 1 0 0 sc BT 9.9626 0 0 9.9626 264.1095 207.637 Tm /Ty2 1 Tf (5) Tj ET /Cs1
cs 0 sc BT 9.9626 0 0 9.9626 269.0908 207.637 Tm /Ty2 1 Tf [ (\)) -401 (on)
] TJ ET BT 9.9626 0 0 9.9626 50.112 195.682 Tm /Ty2 1 Tf [ (mix) 15 (ed) -351
(e) 15 (xamples,) -377 (training) -351 (the) -351 (encoder) -352 (and) -351
(classier) 55 (.) -614 (This) ] TJ ET BT 9.9626 0 0 9.9626 50.112 183.727
Tm /Ty2 1 Tf [ (gi) 25 (v) 15 (es) -281 (rise) -281 (to) -281 (a) -282 (fourth)
-281 (case) -281 (and) -281 (we) -281 (choose) -281 (uniformly) -282 (at)
-281 (ran-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 171.771 Tm /Ty2 1 Tf [ (dom.)
-310 (The) -250 (algorithm) -250 (is) -250 (in) -250 (the) -250 (supplementary)
-250 (material.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 155.211 Tm /Ty1 1 Tf
[ (Hyper) 10 (parameters) ] TJ ET BT 9.9626 0 0 9.9626 135.78 155.211 Tm /Ty2
1 Tf [ (The) -348 (h) 5 (yperparameters) -348 (used) -349 (for) -348 (dif)
25 (fer) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 143.256 Tm /Ty2 1 Tf [
(ent) -250 (datasets) -250 (are) -250 (reported) -250 (in) -250 (the) -250
(supplementary) -250 (material.) ] TJ ET BT 10.9589 0 0 10.9589 50.112 122.965
Tm /Ty1 1 Tf [ (4.2.) -250 (Image) -250 (classication) -250 (and) -250 (r)
18 (ob) 20 (ustness) ] TJ ET BT 9.9626 0 0 9.9626 62.067 104.91 Tm /Ty2 1
Tf [ (W) 80 (e) -252 (use) -253 (Pre) 1 (ActResnet18) -253 ([) ] TJ ET /Cs2
cs 0 1 0 sc BT 9.9626 0 0 9.9626 163.9844 104.91 Tm /Ty2 1 Tf (26) Tj ET /Cs1
cs 0 sc BT 9.9626 0 0 9.9626 173.947 104.91 Tm /Ty2 1 Tf [ (]) -252 (\(R-18\))
-252 (and) -252 (WRN16-8) -253 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 273.0848 104.91
Tm /Ty2 1 Tf (66) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 283.0474 104.91
Tm /Ty2 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf [ (as)
-251 (the) -250 (backbone) -251 (architecture) -251 (on) -250 (CIF) 74 (AR-10)
-251 (and) -251 (CIF) 74 (AR-100) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81 Tm
/Ty2 1 Tf [ (datasets) -467 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 89.62367 81
Tm /Ty2 1 Tf (35) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 99.58627 81 Tm /Ty2
1 Tf [ (].) -960 (Using) -466 (the) -467 (e) 15 (xperimental) -466 (settings)
-467 (of) -467 (Man-) ] TJ ET q 1 0 0 1 318.319 719.601 cm 0 0 m 217.335 0
l S Q BT 7.9701 0 0 7.9701 322.005 709.79 Tm /Ty2 1 Tf (M) Tj ET BT 0.062
Tc 6.3761 0 0 6.3761 329.489 709.79 Tm /Ty2 1 Tf [ (ET) 1 (HO) 1 (D) -7716
(P) 91 (A) 1 (RAM) ] TJ 0 Tc ET BT 7.9701 0 0 7.9701 426.317 709.79 Tm /Ty2
1 Tf (.) Tj ET BT 0.062 Tc 6.3761 0 0 6.3761 435.682 709.79 Tm /Ty2 1 Tf [
(MSE) 1 (C) ] TJ 0 Tc ET BT 7.9701 0 0 7.9701 454.619 709.79 Tm /Ty2 1 Tf
(/) Tj ET BT 0.028 Tc 6.3761 0 0 6.3761 457.233 709.79 Tm /Ty2 1 Tf [ (BA)
77 (T) -33 (C) -34 (H) -1127 (T) -16 (O) -34 (P) ] TJ 0 Tc ET BT 0.05 Tc 7.9701 0 0 7.9701 499.969 709.79
Tm /Ty2 1 Tf (-1) Tj 0 Tc ET BT 0.062 Tc 6.3761 0 0 6.3761 509.397 709.79
Tm /Ty2 1 Tf [ (ER) 1 (R) 40 (OR) ] TJ 0 Tc ET 0.498 w q 1 0 0 1 318.319 704.986
cm 0 0 m 217.335 0 l S Q BT 7.9701 0 0 7.9701 321.806 695.323 Tm /Ty2 1 Tf
[ (Baseline) -7340 (25M) -3613 (418) -4628 (23.68) ] TJ ET BT 7.9701 0 0 7.9701 321.806 685.52
Tm /Ty2 1 Tf (Input) Tj ET BT 5.9776 0 0 5.9776 338.631 688.333 Tm /Ty24 1
Tf Tj ET BT 7.9701 0 0 7.9701 344.553 685.52 Tm /Ty2 1 Tf ([) Tj ET /Cs2
cs 0 1 0 sc BT 7.9701 0 0 7.9701 347.207 685.52 Tm /Ty2 1 Tf (69) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 355.1771 685.52 Tm /Ty2 1 Tf [ (]) -6264 (25M)
-3613 (436) -4628 (22.58) ] TJ ET BT 7.9701 0 0 7.9701 321.806 675.717 Tm
/Ty2 1 Tf (CutMix) Tj ET BT 5.9776 0 0 5.9776 346.609 678.529 Tm /Ty24 1 Tf
Tj ET BT 7.9701 0 0 7.9701 352.531 675.717 Tm /Ty2 1 Tf ([) Tj ET /Cs2
cs 0 1 0 sc BT 7.9701 0 0 7.9701 355.185 675.717 Tm /Ty2 1 Tf (65) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 363.1551 675.717 Tm /Ty2 1 Tf [ (]) -5263 (25M)
-3613 (427) -4628 (21.40) ] TJ ET BT 7.9701 0 0 7.9701 321.806 665.913 Tm
/Ty2 1 Tf (Manifold) Tj ET BT 5.9776 0 0 5.9776 351.471 668.726 Tm /Ty24 1
Tf Tj ET BT 7.9701 0 0 7.9701 357.393 665.913 Tm /Ty2 1 Tf ([) Tj ET /Cs2
cs 0 1 0 sc BT 7.9701 0 0 7.9701 360.047 665.913 Tm /Ty2 1 Tf (58) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 368.0171 665.913 Tm /Ty2 1 Tf [ (]) -4653 (25M)
-3613 (441) -4628 (22.50) ] TJ ET BT 7.9701 0 0 7.9701 321.806 656.11 Tm /Ty2
1 Tf (PuzzleMix) Tj ET BT 5.9776 0 0 5.9776 356.34 658.923 Tm /Ty24 1 Tf
Tj ET BT 7.9701 0 0 7.9701 362.262 656.11 Tm /Ty2 1 Tf ([) Tj ET /Cs2 cs 0
1 0 sc BT 7.9701 0 0 7.9701 364.916 656.11 Tm /Ty2 1 Tf (32) Tj ET /Cs1 cs
0 sc BT 7.9701 0 0 7.9701 372.8861 656.11 Tm /Ty2 1 Tf [ (]) -4042 (25M) -3613
(846) -4628 (21.24) ] TJ ET BT 7.9701 0 0 7.9701 321.806 646.646 Tm /Ty2 1
Tf (Co-Mixup) Tj ET BT 5.9776 0 0 5.9776 355.017 649.458 Tm /Ty25 1 Tf (#)
Tj ET BT 7.9701 0 0 7.9701 361.327 646.646 Tm /Ty2 1 Tf ([) Tj ET /Cs2 cs
0 1 0 sc BT 7.9701 0 0 7.9701 363.981 646.646 Tm /Ty2 1 Tf (31) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 371.9511 646.646 Tm /Ty2 1 Tf [ (]) -4159 (25M)
-3363 (1022) -5253 ] TJ ET BT 7.9701 0 0 7.9701 321.806 637.181 Tm /Ty2
1 Tf [ (Salienc) 15 (yMix) ] TJ ET BT 5.9776 0 0 5.9776 362.421 639.994 Tm
/Ty25 1 Tf (#) Tj ET BT 7.9701 0 0 7.9701 368.731 637.181 Tm /Ty2 1 Tf ([)
Tj ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 371.385 637.181 Tm /Ty2 1 Tf (57)
Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 379.3551 637.181 Tm /Ty2 1 Tf [ (])
-3230 (25M) -3613 (462) -4628 (21.26) ] TJ ET BT 7.9701 0 0 7.9701 321.806 627.717
Tm /Ty2 1 Tf (StyleMix) Tj ET BT 5.9776 0 0 5.9776 351.478 630.529 Tm /Ty25
1 Tf (#) Tj ET BT 7.9701 0 0 7.9701 357.788 627.717 Tm /Ty2 1 Tf ([) Tj ET
/Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 360.442 627.717 Tm /Ty2 1 Tf (28) Tj
ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 368.4121 627.717 Tm /Ty2 1 Tf [ (]) -4603
(25M) -3613 (828) -5587 (-) ] TJ ET BT 7.9701 0 0 7.9701 321.806 618.252 Tm
/Ty2 1 Tf (StyleCutMix) Tj ET BT 5.9776 0 0 5.9776 362.995 621.065 Tm /Ty25
1 Tf (#) Tj ET BT 7.9701 0 0 7.9701 369.305 618.252 Tm /Ty2 1 Tf ([) Tj ET
/Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 371.959 618.252 Tm /Ty2 1 Tf (28) Tj
ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 379.9291 618.252 Tm /Ty2 1 Tf [ (]) -3158
(25M) -3613 (912) -5587 (-) ] TJ ET q 1 0 0 1 318.319 613.448 cm 0 0 m 217.335
0 l S Q BT 7.9701 0 0 7.9701 321.806 603.786 Tm /Ty2 1 Tf [ (AlignMixup) -250
(\(ours\)) -3201 (25M) -3613 (450) ] TJ ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 500.4478 603.786
Tm /Ty2 1 Tf (20.68) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 321.806 594.321
Tm /Ty2 1 Tf [ (AlignMixup/AE) -250 (\(ours\)) -1590 (35M) -3613 (688) ] TJ
ET BT 7.9701 0 0 7.9701 500.447 594.321 Tm /Ty1 1 Tf (18.83) Tj ET q 1 0 0 1 318.319 589.517
cm 0 0 m 217.335 0 l S Q BT 7.9701 0 0 7.9701 321.806 579.855 Tm /Ty2 1 Tf
(Gain) Tj ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 500.168 579.855
Tm /Ty1 1 Tf (+2.41) Tj ET 0.797 w q 1 0 0 1 318.319 574.901 cm 0 0 m 217.335
0 l S Q /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 556.869 Tm /Ty2 1 Tf [ (T)
80 (able) -331 (2.) ] TJ ET BT 8.9664 0 0 8.9664 343.211 556.869 Tm /Ty4 1
Tf [ (Ima) 10 (g) 10 (e) -331 (classication) ] TJ ET BT 8.9664 0 0 8.9664 418.697 556.869
Tm /Ty2 1 Tf [ (top-1) -331 (error) -331 (\(%\)) -331 (and) ] TJ ET BT 8.9664 0 0 8.9664 493.305 556.869
Tm /Ty4 1 Tf (computational) Tj ET BT 8.9664 0 0 8.9664 308.862 545.91 Tm
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(we) -441 (repro-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 476.329 Tm /Ty2 1
Tf [ (duce) -482 (the) -482 (state-of-the-art) -482 (\(SO) 40 (T) 93 (A\))
-482 (mixup) -482 (methods:) -775 (base-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 464.374
Tm /Ty2 1 Tf [ (line) -298 (netw) 10 (ork) -299 (\(without) -298 (mixup\),)
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Tm /Ty2 1 Tf (69) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 499.1277 464.374
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Tm /Ty2 1 Tf [ (],) -271 (CutMix) -267 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 395.7558 452.419
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 405.7184 452.419
Tm /Ty2 1 Tf [ (],) -271 (PuzzleMix) -267 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT
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-456 (W) 80 (e) -299 (do) -298 (not) -299 (com-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 416.554
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] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 442.3409 416.554 Tm /Ty2 1 Tf
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[ (]) -239 (and) -238 (Re-Mix) -239 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 511.4515 416.554
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-233 (dif) 25 (ferent) -232 (from) -232 (ours) -233 (and) -232 (there) -233
(is) ] TJ ET BT 9.9626 0 0 9.9626 308.862 392.643 Tm /Ty2 1 Tf [ (no) -250
(a) 20 (v) 25 (ailable) -250 (code.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 379.422
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(as) -385 (the) -385 (backbone) -386 (netw) 10 (ork) -385 (on) ] TJ ET BT
9.9626 0 0 9.9626 308.862 367.467 Tm /Ty2 1 Tf [ (T) 35 (in) 15 (yImagenet)
-404 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 371.5965 367.467 Tm
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/Ty2 1 Tf [ (]) -404 (\(TI\)) -404 (and) -404 (reproduce) -404 (Salienc) 15
(yMix) -404 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 529.3443 367.467
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Tm /Ty2 1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 308.862 355.512 Tm /Ty2 1 Tf
[ (StyleMix) -349 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 352.7473 355.512
Tm /Ty2 1 Tf (28) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 362.7099 355.512
Tm /Ty2 1 Tf [ (]) -349 (and) -348 (StyleCutMix) -349 ([) ] TJ ET /Cs2 cs
0 1 0 sc BT 9.9626 0 0 9.9626 445.6385 355.512 Tm /Ty2 1 Tf (28) Tj ET /Cs1
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25 (wing) -349 (the) -349 (e) 15 (xper) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 343.557
Tm /Ty2 1 Tf [ (imental) -475 (settings) -475 (of) -475 ([) ] TJ ET /Cs2 cs
0 1 0 sc BT 9.9626 0 0 9.9626 395.0086 343.557 Tm /Ty2 1 Tf (32) Tj ET /Cs1
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-475 (Resnet-50) -475 (\(R-50\)) -475 (on) -475 (Ima-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 331.601
Tm /Ty2 1 Tf [ (geNet) -317 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 339.1284 331.601
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(protocol) -317 (of) -316 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 500.4627 331.601
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25 (aluation) -241 (metric,) -242 (we) -241 (sho) 25 (w) -240 (the) -241 (ef)
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(classication) -272 (and) -272 (rob) 20 (ustness) ] TJ ET BT 9.9626 0 0 9.9626 308.862 295.736
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Tm /Ty2 1 Tf [ (]) -250 (and) -250 (PGD) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc
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Tm /Ty2 1 Tf [ (T) 80 (able) -368 (1) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 489.4008 278.032
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-340 (datasets.) -579 (On) -340 (CIF) 74 (AR-10,) -362 (AlignMixup) -340 (and)
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(Mixup/AE) -388 (is) -388 (on) -387 (par) -388 (with) -388 (Co-Mixup) -388
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Tm /Ty2 1 Tf [ (performs) -312 (StyleCutMix) -313 (and) -312 (Manifold) -312
(mixup) -313 (by) -312 (1.05%) -313 (and) ] TJ ET BT 9.9626 0 0 9.9626 308.862 194.345
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Tm /Ty2 1 Tf [ (AlignMixup) -286 (outperforms) -285 (Co-Mixup) -286 (by) -285
(2.72%) -286 (using) -286 (R-18.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 170.435
Tm /Ty2 1 Tf (From) Tj ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 335.6315 170.435
Tm /Ty2 1 Tf [ (T) 80 (able) -260 (2) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 365.0909 170.435
Tm /Ty2 1 Tf [ (,) -263 (AlignMixup/AE) -260 (outperforms) -260 (PuzzleMix)
-260 (by) ] TJ ET BT 9.9626 0 0 9.9626 308.862 158.48 Tm /Ty2 1 Tf [ (2.41%)
-407 (on) -407 (ImageNet.) -780 (While) -407 (the) -407 (o) 15 (v) 15 (erall)
-407 (impro) 15 (v) 15 (ement) -407 (by) ] TJ ET BT 9.9626 0 0 9.9626 308.862 146.525
Tm /Ty2 1 Tf [ (SO) 40 (T) 93 (A) -336 (methods) -335 (on) -336 (ImageNet)
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-250 (impro) 15 (v) 15 (es) -250 (SO) 40 (T) 93 (A) -250 (by) -250 (another)
-250 (2.5%.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 116.865 Tm /Ty1 1 Tf [ (Computational)
-286 (complexity) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 432.371 116.865
Tm /Ty2 1 Tf [ (T) 80 (able) -286 (2) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 464.9487 116.865
Tm /Ty2 1 Tf [ (sho) 25 (ws) -286 (the) -286 (computa-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (tional) -396 (analysis) -396 (of) -395 (AlignMixup) -396 (training)
-396 (as) -396 (compared) -396 (with) ] TJ ET BT 9.9626 0 0 9.9626 308.862 92.955
Tm /Ty2 1 Tf [ (baseline) -296 (and) -295 (SO) 40 (T) 93 (A) -296 (mixup)
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Tm /Ty2 1 Tf (96.19) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 426.4409 624.07
Tm /Ty2 1 Tf [ (95.35) -1798 (94.23) ] TJ ET BT 7.9701 0 0 7.9701 116.484 614.605
Tm /Ty2 1 Tf [ (Salienc) 15 (yMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 161.7462 614.605
Tm /Ty2 1 Tf (57) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 169.7163 614.605
Tm /Ty2 1 Tf [ (]) -3717 (57.43) -1798 (68.10) -1799 (77.79) -1798 (58.10)
-1799 (81.16) ] TJ ET q 1 0 0 1 355.451 611.766 cm 0 0 m 0 9.464 l S Q BT
7.9701 0 0 7.9701 361.907 614.605 Tm /Ty2 1 Tf [ (97.51) -1798 (97.04) -1799
(95.68) -1798 (93.76) ] TJ ET BT 7.9701 0 0 7.9701 116.484 605.141 Tm /Ty2
1 Tf [ (StyleMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 150.8033 605.141
Tm /Ty2 1 Tf (28) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 158.7734 605.141
Tm /Ty2 1 Tf [ (]) -5090 (79.54) -1798 (71.05) -1799 (80.54) -1798 (67.94)
-1799 (84.93) ] TJ ET q 1 0 0 1 355.451 602.301 cm 0 0 m 0 9.464 l S Q BT
7.9701 0 0 7.9701 361.907 605.141 Tm /Ty2 1 Tf [ (98.23) -1798 (97.46) -1799
(98.39) -1798 (98.24) ] TJ ET BT 7.9701 0 0 7.9701 116.484 595.676 Tm /Ty2
1 Tf [ (StyleCutMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 162.32 595.676
Tm /Ty2 1 Tf (28) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 170.2901 595.676
Tm /Ty2 1 Tf [ (]) -3645 (58.79) ] TJ ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 234.2582 595.676
Tm /Ty2 1 Tf (56.12) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 266.5291 595.676
Tm /Ty2 1 Tf [ (77.49) -1798 (56.83) -1799 (80.59) ] TJ ET q 1 0 0 1 355.451 592.837
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 361.907 595.676 Tm /Ty2 1 Tf [
(97.87) -1798 (96.70) -1799 (91.88) -1798 (93.78) ] TJ ET 0.498 w q 1 0 0 1 110.506 590.872
cm 0 0 m 374.212 0 l S Q BT 7.9701 0 0 7.9701 116.484 581.21 Tm /Ty2 1 Tf
[ (AlignMixup) -250 (\(ours\)) ] TJ ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 201.9952 581.21
Tm /Ty2 1 Tf (54.83) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 234.2582 581.21
Tm /Ty2 1 Tf (56.20) Tj ET BT 7.9701 0 0 7.9701 266.528 581.21 Tm /Ty1 1 Tf
[ (74.18) -1799 (55.05) -1798 (78.83) ] TJ ET 0.398 w q 1 0 0 1 355.451 578.37
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 361.907 581.21 Tm /Ty1 1 Tf (95.42)
Tj ET BT 7.9701 0 0 7.9701 394.173 581.21 Tm /Ty2 1 Tf (96.71) Tj ET BT 7.9701 0 0 7.9701 426.44 581.21
Tm /Ty1 1 Tf [ (90.40) -1799 (92.16) ] TJ ET BT 7.9701 0 0 7.9701 116.484 571.745
Tm /Ty2 1 Tf [ (AlignMixup/AE) -250 (\(ours\)) ] TJ ET BT 7.9701 0 0 7.9701 201.994 571.745
Tm /Ty1 1 Tf [ (52.13) -1799 (54.86) ] TJ ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 266.528 571.745
Tm /Ty2 1 Tf (76.40) Tj ET BT 7.9701 0 0 7.9701 298.7989 571.745 Tm /Ty2 1
Tf (55.44) Tj ET BT 7.9701 0 0 7.9701 331.0619 571.745 Tm /Ty2 1 Tf (78.98)
Tj ET q 1 0 0 1 355.451 568.906 cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 361.907 571.745
Tm /Ty2 1 Tf (97.16) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 394.173 571.745
Tm /Ty1 1 Tf (95.32) Tj ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 426.44 571.745
Tm /Ty2 1 Tf (91.69) Tj ET BT 7.9701 0 0 7.9701 458.7109 571.745 Tm /Ty2 1
Tf (92.23) Tj ET 0.498 w q 1 0 0 1 110.506 566.941 cm 0 0 m 374.212 0 l S
Q /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 116.484 557.279 Tm /Ty2 1 Tf (Gain) Tj
ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 201.715 557.279
Tm /Ty1 1 Tf (+4.98) Tj ET BT 7.9701 0 0 7.9701 233.9859 557.279 Tm /Ty1 1
Tf (+1.26) Tj ET BT 7.9701 0 0 7.9701 266.2489 557.279 Tm /Ty1 1 Tf (+3.31)
Tj ET BT 7.9701 0 0 7.9701 298.5198 557.279 Tm /Ty1 1 Tf (+1.40) Tj ET BT
7.9701 0 0 7.9701 330.7828 557.279 Tm /Ty1 1 Tf (+1.76) Tj ET 0.398 w q 1 0 0 1 355.451 554.439
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 361.628 557.279 Tm /Ty1 1 Tf (+1.80)
Tj ET BT 7.9701 0 0 7.9701 393.891 557.279 Tm /Ty1 1 Tf (+0.87) Tj ET BT 7.9701 0 0 7.9701 426.1619 557.279
Tm /Ty1 1 Tf (+1.48) Tj ET BT 7.9701 0 0 7.9701 458.4249 557.279 Tm /Ty1 1
Tf (+1.60) Tj ET 0.797 w q 1 0 0 1 110.506 552.325 cm 0 0 m 374.212 0 l S
Q /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 534.293 Tm /Ty2 1 Tf [ (T) 80 (able)
-375 (3.) ] TJ ET BT 8.9664 0 0 8.9664 86.027 534.293 Tm /Ty4 1 Tf [ (Rob)
20 (ustness) -375 (to) -374 (FGSM) -375 (&) -374 (PGD) -375 (attac) 20 (ks)
] TJ ET BT 8.9664 0 0 8.9664 224.494 534.293 Tm /Ty2 1 Tf [ (.) -684 (T) 80
(op-1) -375 (error) -374 (\(%\):) -559 (lo) 25 (wer) -375 (is) -375 (better)
55 (.) -684 (Blue:) -559 (second) -374 (best.) -684 (Gain:) -560 (reduction)
-374 (of) -375 (error) 55 (.) -684 (TI:) ] TJ ET BT 8.9664 0 0 8.9664 50.112 523.334
Tm /Ty2 1 Tf [ (T) 35 (in) 15 (yImagenet.) -310 (R:) -250 (PreActResnet,)
-250 (W) 37 (:) -250 (WRN.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 490.158 Tm
/Ty2 1 Tf [ (2080) -336 (TI) -336 (GPU.) -336 (AlignMixup) -336 (has) -336
(nearly) -337 (the) -336 (same) -336 (computa-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 478.203
Tm /Ty2 1 Tf [ (tional) -289 (o) 15 (v) 15 (erhead) -289 (as) -288 (Manifold)
-289 (mixup) -289 (while) -289 (achie) 25 (ving) -289 (1.82%) ] TJ ET BT 9.9626 0 0 9.9626 50.112 466.248
Tm /Ty2 1 Tf [ (increase) -261 (of) -262 (accurac) 15 (y) 65 (.) -345 (While)
-261 (SO) 40 (T) 93 (A) -262 (methods) -261 (lik) 10 (e) -262 (Co-Mixup) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 454.293 Tm /Ty2 1 Tf [ (and) -416 (PuzzleMix)
-416 (are) -415 (computationally) -416 (more) -416 (e) 15 (xpensi) 25 (v)
15 (e) -416 (than) ] TJ ET BT 9.9626 0 0 9.9626 50.112 442.338 Tm /Ty2 1 Tf
[ (AlignMixup) -341 (by) -342 (1.8) ] TJ ET BT 9.9626 0 0 9.9626 128.593 442.338
Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 139.742 442.338 Tm /Ty2 1 Tf [
(and) -341 (2.3) ] TJ ET BT 9.9626 0 0 9.9626 169.981 442.338 Tm /Ty9 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 181.13 442.338 Tm /Ty2 1 Tf [ (respecti) 25
(v) 15 (ely) 65 (,) -364 (the) 15 (y) -341 (are) -342 (out-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 430.382
Tm /Ty2 1 Tf [ (performed) -447 (by) -448 (AlignMixup) -447 (by) -447 (0.6%)
-447 (on) -448 (a) 20 (v) 15 (erage.) -902 (Align-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 418.427
Tm /Ty2 1 Tf [ (Mixup/AE) -426 (brings) -426 (a) -426 (further) -426 (1.85%)
-426 (g) 5 (ain) -426 (in) -426 (accurac) 15 (y) -426 (o) 15 (v) 15 (er) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 406.472 Tm /Ty2 1 Tf [ (AlignMixup.) -965
(It) -468 (is) -468 (important) -469 (to) -468 (note) -468 (that) -468 (40%)
-469 (increase) ] TJ ET BT 9.9626 0 0 9.9626 50.112 394.517 Tm /Ty2 1 Tf [
(in) -351 (number) -351 (of) -352 (parameters) -351 (of) -351 (AlignMixup/AE)
-351 (is) -351 (due) -351 (to) -352 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 382.562
Tm /Ty2 1 Tf [ (residual) -231 (decoder) 40 (,) -235 (which) -232 (is) -231
(only) -231 (used) -231 (in) -232 (one) -231 (out) -231 (of) -231 25 (v)
15 (e) -232 (cases) ] TJ ET BT 9.9626 0 0 9.9626 50.112 370.606 Tm /Ty2 1
Tf [ (on) -235 (clean) -235 (images) -234 (without) -235 (mixup.) -305 (Computational)
-235 (comple) 15 (xity) ] TJ ET BT 9.9626 0 0 9.9626 50.112 358.651 Tm /Ty2
1 Tf [ (during) -250 (inference) -250 (is) -250 (the) -250 (same) -250 (for)
-250 (all) -250 (methods.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 339.377 Tm
/Ty1 1 Tf (Challenges) Tj ET BT 9.9626 0 0 9.9626 106.57 339.377 Tm /Ty2 1
Tf (From) Tj ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 131.8053 339.377 Tm
/Ty2 1 Tf [ (T) 80 (able) -367 (1) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 162.3307 339.377
Tm /Ty2 1 Tf [ (,) -395 (we) -366 (observ) 15 (e) -366 (that) -367 (AlignMixup)
] TJ ET BT 9.9626 0 0 9.9626 50.112 327.422 Tm /Ty2 1 Tf [ (achie) 25 (v)
15 (es) -337 (SoT) 93 (A) -337 (top-1) -337 (error) -337 (on) -337 (CIF) 74
(AR-10) -337 (and) -337 (CIF) 74 (AR-100.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 315.467
Tm /Ty2 1 Tf [ (These) -392 (results) -391 (are) -392 (computed) -392 (using)
-391 (2000) -392 (epochs) -392 (follo) 25 (wing) ] TJ ET BT 9.9626 0 0 9.9626 50.112 303.512
Tm /Ty2 1 Tf [ (the) -339 (e) 15 (xperimental) -340 (settings) -339 (of) -679
([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 173.1202 303.512 Tm /Ty2
1 Tf (58) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 183.0828 303.512 Tm /Ty2
1 Tf [ (],) -362 (which) -340 (also) -339 (achie) 25 (v) 15 (es) -340 (its)
] TJ ET BT 9.9626 0 0 9.9626 50.112 291.557 Tm /Ty2 1 Tf [ (best) -385 (performance)
-385 (at) -385 (2000) -384 (epochs.) -715 (While) -385 (baseline) -385 (mixup)
] TJ ET BT 9.9626 0 0 9.9626 50.112 279.601 Tm /Ty2 1 Tf [ (methods) -212
([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 89.30487 279.601 Tm /Ty2
1 Tf (28) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 99.26747 279.601 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 103.8602 279.601 Tm /Ty2
1 Tf (31) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 113.8228 279.601 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 118.4255 279.601 Tm /Ty2
1 Tf (32) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 128.3881 279.601 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 132.9809 279.601 Tm /Ty2
1 Tf (57) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 142.9435 279.601 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 147.5462 279.601 Tm /Ty2
1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 157.5088 279.601 Tm /Ty2
1 Tf (,) Tj ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 162.1115 279.601 Tm /Ty2
1 Tf (69) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 172.0741 279.601 Tm /Ty2
1 Tf [ (]) -211 (perform) -212 (best) -211 (at) -212 (300) -212 (epochs,)
] TJ ET BT 9.9626 0 0 9.9626 50.112 267.646 Tm /Ty2 1 Tf [ (the) 15 (y) -347
(do) -347 (not) -347 (benet) -348 (from) -347 (long) -347 (training) -347
(time.) -602 (Unlik) 10 (e) -347 (these) ] TJ ET BT 9.9626 0 0 9.9626 50.112 255.691
Tm /Ty2 1 Tf [ (methods,) -364 (which) -341 (perform) -340 (mixup) -341 (in)
-341 (the) -341 (image) -341 (space,) -364 (Man-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 243.736
Tm /Ty2 1 Tf [ (ifold) -381 (mixup) -381 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 105.3048 243.736
Tm /Ty2 1 Tf (58) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 115.2674 243.736
Tm /Ty2 1 Tf [ (]) -381 (and) -381 (AlignMixup) -381 (performs) -381 (mixup)
-381 (in) -381 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 231.781 Tm /Ty2 1
Tf [ (feature) -312 (space.) -494 (W) 80 (e) -312 (h) 5 (ypothesize) -311
(that) -312 (this) -312 (tak) 10 (es) -311 (longer) -312 (train-) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 219.826 Tm /Ty2 1 Tf [ (ing) -362 (time) -361
(until) -362 (the) -362 (netw) 10 (ork) -362 (learns) -361 (some) -362 (meaningful)
-362 (repre-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 207.87 Tm /Ty2 1 Tf [ (sentations.)
-622 (It) -354 (is) -354 (e) 25 (v) 15 (en) -354 (more) -354 (challenging)
-354 (in) -354 (our) -354 (case,) -380 (since) ] TJ ET BT 9.9626 0 0 9.9626 50.112 195.915
Tm /Ty2 1 Tf [ (we) -284 (mix) -285 (features) -284 (at) -284 (deeper) -285
(layers) -284 (comparing) -284 (with) -285 (Manifold) ] TJ ET BT 9.9626 0 0 9.9626 50.112 183.96
Tm /Ty2 1 Tf [ (mixup.) -463 (Empirically) 65 (,) -314 (when) -301 (trained)
-301 (for) -301 (2000) -301 (epochs) -301 (instead) ] TJ ET BT 9.9626 0 0 9.9626 50.112 172.005
Tm /Ty2 1 Tf [ (of) -203 (300) -204 (epochs,) -212 (the) -204 (top-1) -203
(error) -203 (drops) -203 (from) -204 (21.64) ] TJ ET BT 9.9626 0 0 9.9626 238.316 172.005
Tm /Ty9 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 250.304 172.005 Tm /Ty2 1 Tf [
(19.80) -203 (for) ] TJ ET BT 9.9626 0 0 9.9626 50.112 160.05 Tm /Ty2 1 Tf
[ (Manifold) -250 (mixup) -250 (and) -250 (from) -250 (21.38) ] TJ ET BT 9.9626 0 0 9.9626 181.279 160.05
Tm /Ty9 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 193.732 160.05 Tm /Ty2 1 Tf [
(18.29) -250 (for) -250 (AlignMixup.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776
Tm /Ty1 1 Tf [ (Rob) 20 (ustness) -351 (to) -351 (FGSM) -351 (and) -351 (PGD)
-351 (attacks) ] TJ ET BT 9.9626 0 0 9.9626 230.123 140.776 Tm /Ty2 1 Tf [
(F) 15 (ollo) 25 (wing) -351 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (e) 25 (v) 25 (aluation) -436 (prot) 1 (ocol) -436 (of) -436
([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 148.9609 128.821 Tm /Ty2
1 Tf (32) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 158.9235 128.821 Tm /Ty2
1 Tf [ (],) -481 (we) -436 (use) ] TJ ET BT 9.9626 0 0 9.9626 203.103 128.821
Tm /Ty6 1 Tf (8) Tj ET BT 9.9626 0 0 9.9626 208.085 128.821 Tm /Ty7 1 Tf (/)
Tj ET BT 9.9626 0 0 9.9626 213.066 128.821 Tm /Ty6 1 Tf (255) Tj ET BT 9.9626 0 0 9.9626 232.349 128.821
Tm /Ty7 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 235.322 127.326 Tm /Ty13 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 248.101 128.821 Tm /Ty15 1 Tf (#) Tj ET BT
9.9626 0 0 9.9626 252.145 128.821 Tm /Ty2 1 Tf [ (-ball) -436 (for) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 116.865 Tm /Ty2 1 Tf [ (FGSM) -280 (and) ] TJ
ET BT 9.9626 0 0 9.9626 97.209 116.865 Tm /Ty6 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 102.191 116.865
Tm /Ty7 1 Tf (/) Tj ET BT 9.9626 0 0 9.9626 107.172 116.865 Tm /Ty6 1 Tf (255)
Tj ET BT 9.9626 0 0 9.9626 124.908 116.865 Tm /Ty7 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 127.88 115.371
Tm /Ty13 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 139.113 116.865 Tm /Ty15 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 143.157 116.865 Tm /Ty2 1 Tf [ (-ball) -280
(with) -280 (step) -281 (size) ] TJ ET BT 9.9626 0 0 9.9626 221.84 116.865
Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 226.821 116.865 Tm /Ty7 1 Tf (/)
Tj ET BT 9.9626 0 0 9.9626 231.802 116.865 Tm /Ty6 1 Tf (255) Tj ET BT 9.9626 0 0 9.9626 249.538 116.865
Tm /Ty2 1 Tf [ (for) -280 (PGD.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (W) 80 (e) -461 (reproduce) -461 (the) -461 (results) -460
(of) -461 (competitors) -461 (for) -461 (FGSM) -461 (and) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (PGD) -432 (on) -431 (CIF) 74 (AR-10) -432 (and) -432 (CIF)
74 (AR-100;) -522 (results) -432 (of) -432 (baseline,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (Input,) -380 (Manifold,) -379 (Cutmix) -354 (and) -353 (Puzzlemix)
-354 (on) -354 (TI) -353 (for) -354 (FGSM) ] TJ ET BT 9.9626 0 0 9.9626 308.862 490.158
Tm /Ty2 1 Tf [ (are) -429 (as) -428 (reported) -429 (in) -429 ([) ] TJ ET
/Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 390.6749 490.158 Tm /Ty2 1 Tf (32) Tj
ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 400.6375 490.158 Tm /Ty2 1 Tf [ (]) -429
(and) -428 (reproduced) -429 (for) -429 (Salienc) 15 (yMix,) ] TJ ET BT 9.9626 0 0 9.9626 308.862 478.203
Tm /Ty2 1 Tf [ (StyleMix) -250 (and) -250 (StyleCutMix.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 465.082
Tm /Ty2 1 Tf [ (As) -319 (sho) 25 (wn) -319 (in) ] TJ ET /Cs2 cs 1 0 0 sc
BT 9.9626 0 0 9.9626 374.9338 465.082 Tm /Ty2 1 Tf [ (T) 80 (able) -320 (3)
] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 404.991 465.082 Tm /Ty2 1 Tf [ (,)
-336 (AlignMixup) -319 (is) -319 (more) -320 (rob) 20 (ust) -319 (com-) ]
TJ ET BT 9.9626 0 0 9.9626 308.862 453.127 Tm /Ty2 1 Tf [ (paring) -231 (to)
-231 (SO) 40 (T) 93 (A) -231 (methods.) -304 (While) -231 (AlignMixup) -231
(is) -231 (on) -232 (par) -231 (with) ] TJ ET BT 9.9626 0 0 9.9626 308.862 441.171
Tm /Ty2 1 Tf [ (PuzzleMix) -354 (and) -354 (Co-Mixup) -353 (on) -354 (CIF)
74 (AR-10) -354 (image) -354 (classica-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 429.216
Tm /Ty2 1 Tf [ (tion,) -455 (it) -413 (outperforms) -414 (Co-Mixup) -414 (and)
-413 (PuzzleMix) -414 (by) -414 (5.36%) ] TJ ET BT 9.9626 0 0 9.9626 308.862 417.261
Tm /Ty2 1 Tf [ (and) -294 (2.28%) -294 (in) -293 (terms) -294 (of) -294 (rob)
20 (ustness) -294 (to) -294 (FGSM) -293 (attacks.) -442 (There) ] TJ ET BT
9.9626 0 0 9.9626 308.862 405.306 Tm /Ty2 1 Tf [ (is) -427 (also) -427 (signicant)
-427 (g) 5 (ain) -427 (of) -427 (rob) 20 (ustness) -428 (to) -427 (FGSM) -427
(on) -427 (T) 35 (in) 15 (y-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 393.351
Tm /Ty2 1 Tf [ (ImageNet) -250 (and) -250 (to) -250 (the) -250 (stronger)
-250 (PGD) -250 (on) -250 (CIF) 74 (AR-100.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 369.927
Tm /Ty1 1 Tf [ (4.3.) -250 (Ov) 10 (er) 18 (condence) ] TJ ET BT 9.9626 0 0 9.9626 320.817 350.829
Tm /Ty2 1 Tf [ (Deep) -445 (neural) -445 (netw) 10 (orks) -444 (tend) -445
(to) -445 (be) -445 (o) 15 (v) 15 (ercondent) -445 (about) ] TJ ET BT 9.9626 0 0 9.9626 308.862 338.873
Tm /Ty2 1 Tf [ (incorrect) -393 (predictions) -393 (f) 10 (ar) -393 (a) 15
(w) 10 (ay) -393 (from) -393 (the) -393 (training) -393 (data) -393 (and)
] TJ ET BT 9.9626 0 0 9.9626 308.862 326.918 Tm /Ty2 1 Tf [ (mixup) -407 (helps)
-407 (combat) -407 (this) -407 (problem.) -781 (T) 80 (w) 10 (o) -407 (standard)
-407 (bench-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 314.963 Tm /Ty2 1 Tf [
(marks) -311 (to) -311 (e) 26 (v) 25 (aluate) -311 (this) -311 (impro) 15
(v) 15 (ement) -311 (are) -310 (their) -311 (ability) -311 (to) -311 (de-)
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9.9626 0 0 9.9626 326.845 303.008 Tm /Ty4 1 Tf [ (out-of-distrib) 20 (ution)
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-361 (their) ] TJ ET BT 9.9626 0 0 9.9626 463.901 303.008 Tm /Ty4 1 Tf [ (calibr)
15 (ation) ] TJ ET BT 9.9626 0 0 9.9626 508.035 303.008 Tm /Ty2 1 Tf (,) Tj
ET BT 9.9626 0 0 9.9626 514.399 303.008 Tm /Ty4 1 Tf (i.e) Tj ET BT 9.9626 0 0 9.9626 524.083 303.008
Tm /Ty2 1 Tf [ (.,) -389 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 291.053
Tm /Ty2 1 Tf [ (discrepanc) 15 (y) -250 (between) -250 (accurac) 15 (y) -250
(and) -250 (condence.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 273.448 Tm /Ty1
1 Tf [ (Out-of-distrib) 20 (ution) -626 (detection) ] TJ ET BT 9.9626 0 0 9.9626 445.515 273.448
Tm /Ty2 1 Tf [ (According) -626 (to) -625 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT
9.9626 0 0 9.9626 511.0988 273.448 Tm /Ty2 1 Tf (27) Tj ET /Cs1 cs 0 sc BT
9.9626 0 0 9.9626 521.0614 273.448 Tm /Ty2 1 Tf (],) Tj ET BT 9.9626 0 0 9.9626 534.044 273.448
Tm /Ty4 1 Tf (in-) Tj ET BT 9.9626 0 0 9.9626 308.862 261.493 Tm /Ty4 1 Tf
[ (distrib) 20 (ution) ] TJ ET BT 9.9626 0 0 9.9626 358.97 261.493 Tm /Ty2
1 Tf [ (\(ID\)) -382 (refers) -381 (to) -382 (a) -381 (test) -382 (e) 15 (xample)
-382 (dra) 15 (wn) -381 (from) -382 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 249.538
Tm /Ty2 1 Tf [ (same) -398 (distrib) 20 (ution) -397 (which) -398 (the) -397
(netw) 10 (ork) -398 (is) -398 (trained) -397 (on,) -435 (while) ] TJ ET BT
9.9626 0 0 9.9626 308.862 237.583 Tm /Ty2 1 Tf [ (a) -568 (sample) -568 (dra)
15 (wn) -568 (from) -568 (an) 15 (y) -568 (other) -568 (distrib) 20 (ution)
-568 (is) ] TJ ET BT 9.9626 0 0 9.9626 517.994 237.583 Tm /Ty4 1 Tf (out-of-)
Tj ET BT 9.9626 0 0 9.9626 308.862 225.628 Tm /Ty4 1 Tf [ (distrib) 20 (ution)
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(At) -419 (inference,) -460 (gi) 25 (v) 15 (en) -418 (a) -419 (mixture) -418
(of) -418 (ID) ] TJ ET BT 9.9626 0 0 9.9626 308.862 213.673 Tm /Ty2 1 Tf [
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(belo) 25 (w) -343 (a) -343 (cer) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 177.807
Tm /Ty2 1 Tf [ (tain) -222 (threshold,) -228 (else) -222 (ID.) -223 (A) -222
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9.9626 0 0 9.9626 308.862 165.852 Tm /Ty2 1 Tf [ (able) -318 (to) -317 (assign)
-318 (a) -318 (higher) -317 (probability) -318 (to) -318 (ID) -317 (than)
-318 (OOD) -318 (e) 15 (xam-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 153.897
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(distinguish) -250 (the) -250 (tw) 10 (o) -250 (distrib) 20 (utions.) ] TJ
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-335 (R-18) -334 (on) -335 (CIF) 74 (AR-100) -334 (as) -335 (discussed) -335
(in) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 484.7716 128.82 Tm /Ty2
1 Tf [ (subsection) -335 (4.2) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 542.6244 128.82
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(At) -412 (inference,) -452 (ID) -412 (e) 15 (xamples) -412 (are) -412 (test)
-412 (images) -412 (from) -412 (CIF) 74 (AR-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (100,) -525 (while) -470 (OOD) -470 (e) 15 (xamples) -470 (are)
-470 (test) -470 (images) -471 (from) -470 (LSUN) ] TJ ET BT 9.9626 0 0 9.9626 308.862 92.955
Tm /Ty2 1 Tf [ (\(crop\)) -371 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 340.2143 92.955
Tm /Ty2 1 Tf (64) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 350.1769 92.955
Tm /Ty2 1 Tf [ (],) -401 (iSUN) -371 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 389.6886 92.955
Tm /Ty2 1 Tf (62) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 399.6512 92.955
Tm /Ty2 1 Tf [ (]) -371 (and) -371 (T) 35 (in) 15 (y-ImageNet) -371 (\(crop\);)
-432 (where) ] TJ ET BT 9.9626 0 0 9.9626 308.862 81 Tm /Ty2 1 Tf [ (crop)
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cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 396.716 590.674 Tm /Ty2 1 Tf [
(67.8) -1709 (73.9) -2094 (71.5) -1753 (78.4) ] TJ ET BT 7.9701 0 0 7.9701 94.124 581.21
Tm /Ty2 1 Tf [ (StyleCutMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 139.96 581.21
Tm /Ty2 1 Tf (28) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 147.9301 581.21
Tm /Ty2 1 Tf [ (]) -2936 (70.8) -1709 (78.6) -2094 (83.7) -1753 (74.9) ] TJ
ET q 1 0 0 1 281.556 578.37 cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 285.35 581.21
Tm /Ty2 1 Tf [ (70.6) -1709 (82.4) -2094 (83.7) -1753 (76.5) ] TJ ET q 1 0 0 1 392.922 578.37
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 396.716 581.21 Tm /Ty2 1 Tf [
(75.3) -1709 (82.6) -2094 (82.9) -1753 (78.4) ] TJ ET 0.498 w q 1 0 0 1 91.135 576.406
cm 0 0 m 412.953 0 l S Q BT 7.9701 0 0 7.9701 94.124 566.743 Tm /Ty2 1 Tf
[ (AlignMixup) -250 (\(ours\)) ] TJ ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 173.9844 566.743
Tm /Ty2 1 Tf (74.2) Tj ET BT 7.9701 0 0 7.9701 201.553 566.743 Tm /Ty2 1 Tf
(79.9) Tj ET BT 7.9701 0 0 7.9701 232.19 566.743 Tm /Ty2 1 Tf (84.1) Tj ET
BT 7.9701 0 0 7.9701 260.1093 566.743 Tm /Ty2 1 Tf (75.1) Tj ET 0.398 w q
1 0 0 1 281.556 563.904 cm 0 0 m 0 9.464 l S Q /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 285.35 566.743
Tm /Ty2 1 Tf (72.8) Tj ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 312.9186 566.743
Tm /Ty2 1 Tf (83.2) Tj ET BT 7.9701 0 0 7.9701 343.5556 566.743 Tm /Ty2 1
Tf (84.1) Tj ET BT 7.9701 0 0 7.9701 371.4749 566.743 Tm /Ty2 1 Tf (80.3)
Tj ET q 1 0 0 1 392.922 563.904 cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 396.716 566.743
Tm /Ty2 1 Tf (77.2) Tj ET BT 7.9701 0 0 7.9701 424.2846 566.743 Tm /Ty2 1
Tf (85.0) Tj ET BT 7.9701 0 0 7.9701 454.9216 566.743 Tm /Ty2 1 Tf (87.8)
Tj ET BT 7.9701 0 0 7.9701 482.8409 566.743 Tm /Ty2 1 Tf (85.0) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 94.124 557.279 Tm /Ty2 1 Tf [ (AlignMixup/AE)
-250 (\(ours\)) ] TJ ET BT 7.9701 0 0 7.9701 173.984 557.279 Tm /Ty1 1 Tf
[ (76.9) -1709 (83.5) -2094 (86.7) -1753 (79.4) ] TJ ET q 1 0 0 1 281.556 554.439
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 285.35 557.279 Tm /Ty1 1 Tf [
(75.6) -1709 (84.1) -2094 (85.9) -1753 (81.7) ] TJ ET q 1 0 0 1 392.922 554.439
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 396.716 557.279 Tm /Ty1 1 Tf [
(79.7) -1709 (88.0) -2094 (89.7) -1753 (85.7) ] TJ ET 0.498 w q 1 0 0 1 91.135 552.475
cm 0 0 m 412.953 0 l S Q BT 7.9701 0 0 7.9701 94.124 542.812 Tm /Ty2 1 Tf
(Gain) Tj ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 173.705 542.812
Tm /Ty1 1 Tf (+6.1) Tj ET BT 7.9701 0 0 7.9701 201.2736 542.812 Tm /Ty1 1
Tf (+3.8) Tj ET BT 7.9701 0 0 7.9701 231.9106 542.812 Tm /Ty1 1 Tf (+3.0)
Tj ET BT 7.9701 0 0 7.9701 259.8299 542.812 Tm /Ty1 1 Tf (+4.5) Tj ET 0.398
w q 1 0 0 1 281.556 539.973 cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 285.071 542.812
Tm /Ty1 1 Tf (+1.7) Tj ET BT 7.9701 0 0 7.9701 312.6396 542.812 Tm /Ty1 1
Tf (+1.7) Tj ET BT 7.9701 0 0 7.9701 343.2766 542.812 Tm /Ty1 1 Tf (+2.2)
Tj ET BT 7.9701 0 0 7.9701 371.1959 542.812 Tm /Ty1 1 Tf (+1.9) Tj ET q 1 0 0 1 392.922 539.973
cm 0 0 m 0 9.464 l S Q BT 7.9701 0 0 7.9701 396.437 542.812 Tm /Ty1 1 Tf (+4.4)
Tj ET BT 7.9701 0 0 7.9701 424.0056 542.812 Tm /Ty1 1 Tf (+3.2) Tj ET BT 7.9701 0 0 7.9701 454.6426 542.812
Tm /Ty1 1 Tf (+2.6) Tj ET BT 7.9701 0 0 7.9701 482.5619 542.812 Tm /Ty1 1
Tf (+3.8) Tj ET 0.797 w q 1 0 0 1 91.135 537.859 cm 0 0 m 412.953 0 l S Q
/Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 519.826 Tm /Ty2 1 Tf [ (T) 80 (able)
-221 (4.) ] TJ ET BT 8.9664 0 0 8.9664 81.213 519.826 Tm /Ty4 1 Tf [ (Out-of-distrib)
20 (ution) -221 (detection) ] TJ ET BT 8.9664 0 0 8.9664 186.122 519.826 Tm
/Ty2 1 Tf [ (using) -221 (PreActResnet18.) -301 (Det) -221 (Acc) -221 (\(detection)
-221 (accurac) 15 (y\),) -227 (AuR) 40 (OC,) -221 (AuPR) -222 (\(ID\)) -221
(and) -221 (AuPR) -221 (\(OOD\):) -221 (higher) ] TJ ET BT 8.9664 0 0 8.9664 50.112 508.867
Tm /Ty2 1 Tf [ (is) -250 (better;) -250 (Blue:) -310 (second) -250 (best.)
-310 (Gain:) -310 (increase) -250 (in) -250 (performance.) -310 (TI:) -250
(T) 35 (in) 15 (yImagenet.) -310 (Additional) -250 (results) -250 (are) -250
(in) -250 (t) 1 (he) -250 (supplementary) -250 (material.) ] TJ ET q 1 0 0 1 50.112 485.256
cm 0 0 m 241.708 0 l S Q BT 7.9701 0 0 7.9701 52.802 475.444 Tm /Ty2 1 Tf
(M) Tj ET BT 0.061 Tc 6.3761 0 0 6.3761 60.286 475.444 Tm /Ty2 1 Tf [ (ET)
-1 (R) -1 (I) -1 (C) ] TJ 0 Tc ET BT 7.9701 0 0 7.9701 141.014 475.444 Tm
/Ty2 1 Tf (T) Tj ET BT 0.062 Tc 6.3761 0 0 6.3761 146.155 475.444 Tm /Ty2
1 Tf (OP) Tj 0 Tc ET BT 0.05 Tc 7.9701 0 0 7.9701 155.089 475.444 Tm /Ty2
1 Tf (-1) Tj 0 Tc ET BT 0.061 Tc 6.3761 0 0 6.3761 164.518 475.444 Tm /Ty2
1 Tf [ (LO) -1 (C) ] TJ 0 Tc ET BT 4.728 Tc 7.9701 0 0 7.9701 178.45 475.444
Tm /Ty2 1 Tf (.M) Tj 0 Tc ET BT 0.062 Tc 6.3761 0 0 6.3761 225.613 475.444
Tm /Ty2 1 Tf [ (AX) 1 (BO) 40 (X) ] TJ 0 Tc ET BT 7.9701 0 0 7.9701 249.993 475.444
Tm /Ty2 1 Tf (A) Tj ET BT 0.062 Tc 6.3761 0 0 6.3761 255.859 475.444 Tm /Ty2
1 Tf (CC) Tj 0 Tc ET BT 7.9701 0 0 7.9701 265.152 475.444 Tm /Ty2 1 Tf (-)
Tj ET BT 6.3761 0 0 6.3761 268.204 475.444 Tm /Ty2 1 Tf (V) Tj ET BT 7.9701 0 0 7.9701 273.202 475.444
Tm /Ty2 1 Tf (2) Tj ET BT 7.9701 0 0 7.9701 52.802 465.98 Tm /Ty2 1 Tf (N)
Tj ET BT 0.061 Tc 6.3761 0 0 6.3761 58.955 465.98 Tm /Ty2 1 Tf [ (ET) -1 (W)
9 (O) -1 (R) -1 (K) ] TJ 0 Tc ET BT 7.9701 0 0 7.9701 120.452 465.98 Tm /Ty2
1 Tf [ (V) 15 (GG-GAP) -650 (R) ] TJ ET BT 0.061 Tc 6.3761 0 0 6.3761 167.085 465.98
Tm /Ty2 1 Tf (ES) Tj 0 Tc ET BT 7.9701 0 0 7.9701 175.31 465.98 Tm /Ty2 1
Tf (N) Tj ET BT 0.062 Tc 6.3761 0 0 6.3761 181.462 465.98 Tm /Ty2 1 Tf (ET)
Tj 0 Tc ET BT 0.05 Tc 7.9701 0 0 7.9701 189.385 465.98 Tm /Ty2 1 Tf [ (-50)
-625 (V) 15 (GG-GAP) -625 (R) ] TJ 0 Tc ET BT 0.061 Tc 6.3761 0 0 6.3761 255.409 465.98
Tm /Ty2 1 Tf (ES) Tj 0 Tc ET BT 7.9701 0 0 7.9701 263.634 465.98 Tm /Ty2 1
Tf (N) Tj ET BT 0.061 Tc 6.3761 0 0 6.3761 269.787 465.98 Tm /Ty2 1 Tf (ET)
Tj 0 Tc ET BT 0.05 Tc 7.9701 0 0 7.9701 277.709 465.98 Tm /Ty2 1 Tf (-50)
Tj 0 Tc ET 0.498 w q 1 0 0 1 50.112 461.175 cm 0 0 m 241.708 0 l S Q BT 7.9701 0 0 7.9701 52.603 451.513
Tm /Ty2 1 Tf [ (A) 40 (CoL) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 76.85601 451.513
Tm /Ty2 1 Tf (70) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 84.82611 451.513
Tm /Ty2 1 Tf [ (]) -5504 (45.9) -4241 -4416 (57.4) -4416 ] TJ ET BT
7.9701 0 0 7.9701 52.603 442.049 Tm /Ty2 1 Tf [ (ADL) -250 ([) ] TJ ET /Cs2
cs 0 1 0 sc BT 7.9701 0 0 7.9701 73.62812 442.049 Tm /Ty2 1 Tf (8) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 77.61317 442.049 Tm /Ty2 1 Tf [ (]) -6409 (52.4)
-4241 -4416 (61.3) -3791 (58.4) ] TJ ET q 1 0 0 1 50.112 437.244 cm 0
0 m 241.708 0 l S Q BT 7.9701 0 0 7.9701 52.603 427.582 Tm /Ty2 1 Tf [ (Baseline)
-250 (CAM) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 104.847 427.582
Tm /Ty2 1 Tf (71) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 112.8171 427.582
Tm /Ty2 1 Tf [ (]) -1992 (37.1) -3616 (49.4) -3791 (59.0) -3791 (59.7) ] TJ
ET BT 7.9701 0 0 7.9701 52.603 418.118 Tm /Ty2 1 Tf [ (Input) -250 ([) ] TJ
ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 74.07445 418.118 Tm /Ty2 1 Tf (69)
Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 82.04455 418.118 Tm /Ty2 1 Tf [ (])
-5853 (41.7) -3616 (49.3) -3791 (57.1) -3791 (60.6) ] TJ ET BT 7.9701 0 0 7.9701 52.603 408.653
Tm /Ty2 1 Tf [ (CutMix) -250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 7.9701 0 0 7.9701 82.05252 408.653
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 7.9701 0 0 7.9701 90.02262 408.653
Tm /Ty2 1 Tf (]) Tj ET /Cs2 cs 0 0 1 sc BT 7.9701 0 0 7.9701 131.3476 408.653
Tm /Ty2 1 Tf (52.5) Tj ET BT 7.9701 0 0 7.9701 174.1151 408.653 Tm /Ty2 1
Tf (54.8) Tj ET BT 7.9701 0 0 7.9701 218.2775 408.653 Tm /Ty2 1 Tf (62.6)
Tj ET BT 7.9701 0 0 7.9701 262.4398 408.653 Tm /Ty2 1 Tf (64.8) Tj ET /Cs1
cs 0 sc BT 7.9701 0 0 7.9701 52.603 399.189 Tm /Ty2 1 Tf [ (AlignMixup) -250
(\(ours\)) ] TJ ET BT 7.9701 0 0 7.9701 131.347 399.189 Tm /Ty1 1 Tf [ (53.1)
-3616 (56.2) -3791 (63.8) -3791 (65.4) ] TJ ET q 1 0 0 1 50.112 394.384 cm
0 0 m 241.708 0 l S Q BT 7.9701 0 0 7.9701 52.603 384.722 Tm /Ty2 1 Tf (Gain)
Tj ET /Cs2 cs 0.13333 0.5451 0.13333 sc BT 7.9701 0 0 7.9701 131.068 384.722
Tm /Ty1 1 Tf (+0.6) Tj ET BT 7.9701 0 0 7.9701 173.8356 384.722 Tm /Ty1 1
Tf (+1.4) Tj ET BT 7.9701 0 0 7.9701 217.9979 384.722 Tm /Ty1 1 Tf (+1.2)
Tj ET BT 7.9701 0 0 7.9701 262.1602 384.722 Tm /Ty1 1 Tf (+0.6) Tj ET 0.797
w q 1 0 0 1 50.112 379.768 cm 0 0 m 241.708 0 l S Q /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 361.736
Tm /Ty2 1 Tf [ (T) 80 (able) -259 (5.) ] TJ ET BT 8.9664 0 0 8.9664 81.892 361.736
Tm /Ty4 1 Tf [ (W) 92 (eakly-supervised) -259 (object) -260 (l) 1 (ocalization)
] TJ ET BT 8.9664 0 0 8.9664 220.026 361.736 Tm /Ty2 1 Tf [ (on) -259 (CUB200-2011.)
] TJ ET BT 8.9664 0 0 8.9664 50.112 350.777 Tm /Ty2 1 Tf [ (T) 80 (op-1) -476
(loc.:) -761 (T) 80 (op-1) -476 (localization) -476 (accurac) 15 (y) -475
(\(%\),) -532 (MaxBoxAcc-v2:) ] TJ ET BT 8.9664 0 0 8.9664 50.112 339.818
Tm /Ty2 1 Tf [ (Maximal) -331 (box) -331 (accurac) 15 (y) -331 ([) ] TJ ET
/Cs2 cs 0 1 0 sc BT 8.9664 0 0 8.9664 139.5518 339.818 Tm /Ty2 1 Tf (7) Tj
ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 144.035 339.818 Tm /Ty2 1 Tf [ (].) -552
(Higher) -331 (is) -331 (better) 55 (.) -553 (Blue:) -472 (second) -330 (best.)
] TJ ET BT 8.9664 0 0 8.9664 50.112 328.859 Tm /Ty2 1 Tf [ (Gain:) -310 (increase)
-250 (of) -250 (accurac) 15 (y) 65 (.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 280.247
Tm /Ty6 1 Tf (32) Tj ET BT 9.9626 0 0 9.9626 62.227 280.247 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 72.127 280.247 Tm /Ty6 1 Tf (32) Tj ET BT 9.9626 0 0 9.9626 84.564 280.247
Tm /Ty2 1 Tf [ (to) -248 (match) -249 (the) -248 (resolution) -248 (of) -249
(ID) -248 (images) -248 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 236.3542 280.247
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 246.3168 280.247
Tm /Ty2 1 Tf [ (].) -310 (F) 15 (ollo) 25 (w-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 268.292
Tm /Ty2 1 Tf [ (ing) -263 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 68.78191 268.292
Tm /Ty2 1 Tf (27) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 78.74451 268.292
Tm /Ty2 1 Tf [ (],) -267 (we) -264 (measure) ] TJ ET BT 9.9626 0 0 9.9626 137.278 268.292
Tm /Ty4 1 Tf [ (detection) -263 (accur) 15 (acy) ] TJ ET BT 9.9626 0 0 9.9626 215.414 268.292
Tm /Ty2 1 Tf [ (\(Det) -263 (Acc\)) -264 (using) -263 (a) ] TJ ET BT 9.9626 0 0 9.9626 50.112 256.337
Tm /Ty2 1 Tf [ (threshold) -242 (of) ] TJ ET BT 9.9626 0 0 9.9626 100.307 256.337
Tm /Ty6 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 105.289 256.337 Tm /Ty7 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 108.056 256.337 Tm /Ty6 1 Tf (5) Tj ET BT 9.9626 0 0 9.9626 113.037 256.337
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 117.953 256.337 Tm /Ty4 1 Tf [
(ar) 37 (ea) -242 (under) -241 (R) 40 (OC) -242 (curve) ] TJ ET BT 9.9626 0 0 9.9626 210.373 256.337
Tm /Ty2 1 Tf [ (\(AuR) 40 (OC\)) -242 (and) ] TJ ET BT 9.9626 0 0 9.9626 268.469 256.337
Tm /Ty4 1 Tf [ (ar) 37 (ea) ] TJ ET BT 9.9626 0 0 9.9626 50.112 244.382 Tm
/Ty4 1 Tf [ (under) -250 (pr) 37 (ecision-r) 37 (ecall) -250 (curve) ] TJ
ET BT 9.9626 0 0 9.9626 165.856 244.382 Tm /Ty2 1 Tf (\(AuPR\).) Tj ET BT
9.9626 0 0 9.9626 62.067 224.708 Tm /Ty2 1 Tf [ (As) -392 (sho) 25 (wn) -392
(in) ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 118.3756 224.708 Tm /Ty2
1 Tf [ (T) 80 (able) -392 (4) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 149.1501 224.708
Tm /Ty2 1 Tf [ (,) -427 (AlignMixup) -393 (outperforms) -392 (SO) 40 (T) 93
(A) ] TJ ET BT 9.9626 0 0 9.9626 50.112 212.753 Tm /Ty2 1 Tf [ (methods) -235
(under) -234 (all) -235 (metrics) -234 (by) -235 (a) -234 (lar) 18 (ge) -235
(mar) 18 (gin,) -237 (indicating) -235 (that) ] TJ ET BT 9.9626 0 0 9.9626 50.112 200.798
Tm /Ty2 1 Tf [ (it) -311 (is) -312 (better) -311 (in) -311 (reducing) -312
(o) 15 (v) 15 (er) 20 (-condent) -311 (predictions.) -494 (W) 80 (e) -312
(fur) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 188.843 Tm /Ty2 1 Tf [ (ther)
-257 (observ) 15 (e) -257 (that) -257 (Input) -257 (mixup) -257 (is) -257
(inferior) -257 (to) -257 (Baseline,) -259 (which) ] TJ ET BT 9.9626 0 0 9.9626 50.112 176.888
Tm /Ty2 1 Tf [ (is) -411 (consistent) -410 (with) -411 (the) -410 (ndings)
-411 (of) -411 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 194.769 176.888
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 204.7316 176.888
Tm /Ty2 1 Tf [ (].) -791 (More) -411 (results) -411 (are) ] TJ ET BT 9.9626 0 0 9.9626 50.112 164.932
Tm /Ty2 1 Tf [ (gi) 25 (v) 15 (en) -250 (in) -250 (the) -250 (supplementary)
-250 (material.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty1 1 Tf
(Calibration) Tj ET BT 9.9626 0 0 9.9626 109.339 140.776 Tm /Ty2 1 Tf [ (According)
-323 (to) -323 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 168.8954 140.776
Tm /Ty2 1 Tf (13) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 178.858 140.776
Tm /Ty2 1 Tf [ (],) -342 (calibration) -323 (measures) -323 (the) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 128.821 Tm /Ty2 1 Tf [ (discrepanc) 15 (y) -335
(between) -336 (the) -335 (accurac) 15 (y) -336 (and) -335 (condence) -335
(le) 25 (v) 15 (el) -336 (of) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865
Tm /Ty2 1 Tf [ (a) -313 (netw) 10 <6f726bd5> 55 (s) -313 (predictions.) -499 (A)
-313 (poorly) -313 (calibrated) -313 (netw) 10 (ork) -313 (may) ] TJ ET BT
9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (mak) 10 (e) -193 (incorrect)
-194 (predictions) -193 (with) -193 (high) -194 (condence.) -291 (In) -193
(the) -194 (sup-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf
[ (plementary) 65 (,) -316 (we) -303 (compare) -303 (AlignMixup) -303 (with)
-303 (SO) 40 (T) 93 (A) -303 (methods) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (using) -250 (calibration) -250 (plots) -250 (and) -250 (quantitati)
25 (v) 15 (e) -250 (e) 15 (xperiments.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 475.692
Tm /Ty1 1 Tf [ (4.4.) -200 (W) 65 (eakly-super) 10 (vised) -200 (object) -200
(localization) -200 (\(WSOL\)) ] TJ ET BT 9.9626 0 0 9.9626 320.817 457.165
Tm /Ty2 1 Tf [ (WSOL) -310 (aims) -311 (to) -310 (localize) -311 (an) -310
(object) -310 (of) -311 (interest) -310 (using) -311 (only) ] TJ ET BT 9.9626 0 0 9.9626 308.862 445.21
Tm /Ty2 1 Tf [ (class) -434 (labels) ] TJ ET BT 9.9626 0 0 9.9626 360.116 445.21
Tm /Ty4 1 Tf [ (without) -434 (bounding) -434 (boxes) ] TJ ET BT 9.9626 0 0 9.9626 463.305 445.21
Tm /Ty2 1 Tf [ (at) -434 (training.) -861 (WSOL) ] TJ ET BT 9.9626 0 0 9.9626 308.862 433.255
Tm /Ty2 1 Tf [ (w) 10 (orks) -381 (by) -382 (e) 15 (xtracting) -381 (visually)
-382 (discriminati) 26 (v) 14 (e) -381 (cues) -381 (to) -382 (guide) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 421.3 Tm /Ty2 1 Tf [ (the) -250 (classier)
-250 (to) -250 (focus) -250 (on) -250 (salient) -250 (re) 15 (gions) -250
(in) -250 (the) -250 (image.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 408.751
Tm /Ty2 1 Tf [ (W) 80 (e) -373 (train) -374 (AlignMixup) -373 (using) -373
(the) -374 (same) -373 (procedure) -373 (as) -374 (for) ] TJ ET BT 9.9626 0 0 9.9626 308.862 396.796
Tm /Ty2 1 Tf [ (image) -252 (classication.) -315 (At) -252 (inference,) -252
(follo) 25 (wing) -252 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 492.2336 396.796
Tm /Ty2 1 Tf (65) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 502.1962 396.796
Tm /Ty2 1 Tf [ (],) -252 (we) -252 (com-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 384.84
Tm /Ty2 1 Tf [ (pute) -378 (a) -379 (salienc) 15 (y) -378 (map) -378 (using)
-378 (CAM) -379 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 9.9626 0 0 9.9626 450.311 384.84
Tm /Ty2 1 Tf (71) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 460.2736 384.84
Tm /Ty2 1 Tf [ (],) -410 (binarize) -378 (it) -378 (using) -379 (a) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 372.885 Tm /Ty2 1 Tf [ (threshold) -336 (of)
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Tm /Ty2 1 Tf (80.49) Tj ET BT 7.9701 0 0 7.9701 242.052 519.421 Tm /Ty1 1
Tf (82.20) Tj ET q 1 0 0 1 66.347 514.617 cm 0 0 m 203.78 0 l S Q BT 7.9701 0 0 7.9701 69.336 490.757
Tm /Ty2 1 Tf [ (AlignMixup/V) 135 (AE) ] TJ ET BT 7.9701 0 0 7.9701 137.801 504.954
Tm /Ty34 1 Tf ({) Tj ET BT 0.0001 Tc 7.9701 0 0 7.9701 142.035 504.954 Tm
/Ty35 1 Tf (x,) Tj 0 Tc ET BT 7.9701 0 0 7.9701 150.565 504.954 Tm /Ty3 1
Tf (\() Tj ET BT 0.0002 Tc 7.9701 0 0 7.9701 153.859 504.954 Tm /Ty35 1 Tf
[ -177 ] TJ /Ty38 1 Tf (!) Tj 0 Tc ET BT 7.9701 0 0 7.9701 167.842 504.954
Tm /Ty3 1 Tf (\)) Tj ET BT 7.9701 0 0 7.9701 171.135 504.954 Tm /Ty34 1 Tf
(}) Tj ET BT 7.9701 0 0 7.9701 198.947 504.954 Tm /Ty2 1 Tf [ (81.81) -4033
] TJ ET BT 7.9701 0 0 7.9701 144.41 495.49 Tm /Ty34 1 Tf ({) Tj ET BT
0.0001 Tc 7.9701 0 0 7.9701 148.645 495.49 Tm /Ty35 1 Tf (x,) Tj 0 Tc ET BT
7.9701 0 0 7.9701 157.175 495.49 Tm /Ty36 1 Tf (A) Tj ET BT 7.9701 0 0 7.9701 164.525 495.49
Tm /Ty34 1 Tf (}) Tj ET BT 7.9701 0 0 7.9701 198.947 495.49 Tm /Ty2 1 Tf [
(81.35) -3158 (81.85) ] TJ ET BT 7.9701 0 0 7.9701 134.766 486.025 Tm /Ty34
1 Tf ({) Tj ET BT 0.0001 Tc 7.9701 0 0 7.9701 139 486.025 Tm /Ty35 1 Tf (x,)
Tj 0 Tc ET BT 7.9701 0 0 7.9701 147.531 486.025 Tm /Ty3 1 Tf (\() Tj ET BT
7.9701 0 0 7.9701 150.824 486.025 Tm /Ty36 1 Tf (M) Tj ET BT 7.9701 0 0 7.9701 160.062 486.025
Tm /Ty35 1 Tf (,) Tj ET BT 7.9701 0 0 7.9701 163.825 486.025 Tm /Ty39 1 Tf
(!) Tj ET BT 7.9701 0 0 7.9701 170.877 486.025 Tm /Ty3 1 Tf (\)) Tj ET BT
7.9701 0 0 7.9701 174.17 486.025 Tm /Ty34 1 Tf (}) Tj ET BT 7.9701 0 0 7.9701 198.947 486.025
Tm /Ty2 1 Tf [ (80.45) -3158 (81.10) ] TJ ET BT 7.9701 0 0 7.9701 132.244 476.561
Tm /Ty34 1 Tf ({) Tj ET BT 0.0001 Tc 7.9701 0 0 7.9701 136.478 476.561 Tm
/Ty35 1 Tf (x,) Tj 0 Tc ET BT 7.9701 0 0 7.9701 145.008 476.561 Tm /Ty36 1
Tf (A) Tj ET BT 7.9701 0 0 7.9701 152.359 476.561 Tm /Ty35 1 Tf (,) Tj ET
BT 7.9701 0 0 7.9701 156.122 476.561 Tm /Ty3 1 Tf (\() Tj ET BT 0.0002 Tc
7.9701 0 0 7.9701 159.416 476.561 Tm /Ty35 1 Tf [ -177 ] TJ /Ty38 1 Tf
(!) Tj 0 Tc ET BT 7.9701 0 0 7.9701 173.399 476.561 Tm /Ty3 1 Tf (\)) Tj ET
BT 7.9701 0 0 7.9701 176.692 476.561 Tm /Ty34 1 Tf (}) Tj ET BT 7.9701 0 0 7.9701 198.947 476.561
Tm /Ty2 1 Tf (81.00) Tj ET BT 7.9701 0 0 7.9701 242.052 476.561 Tm /Ty1 1
Tf (81.89) Tj ET 0.797 w q 1 0 0 1 66.347 471.607 cm 0 0 m 203.78 0 l S Q
BT 8.9664 0 0 8.9664 50.112 453.575 Tm /Ty2 1 Tf [ (T) 80 (able) -211 (6.)
] TJ ET BT 8.9664 0 0 8.9664 81.092 453.575 Tm /Ty4 1 Tf (Ablations) Tj ET
BT 8.9664 0 0 8.9664 117.361 453.575 Tm /Ty2 1 Tf [ (using) -211 (R-18) -211
(on) -211 (CIF) 74 (AR-100.) -297 (T) 80 (op-1) -211 (classication) ] TJ
ET BT 8.9664 0 0 8.9664 50.112 442.616 Tm /Ty2 1 Tf [ (accurac) 15 (y) -366
(\(%\):) -542 (higher) -366 (is) -366 (better) 55 (.) -658 (Arch:) -542 (autoencoder)
-366 (arc) 1 (hitecture.) ] TJ ET BT 8.9664 0 0 8.9664 50.112 431.657 Tm /Ty2
1 Tf [ (AE:) -250 (v) 25 (anilla;) -250 (V) 135 (AE:) -250 (v) 25 (ariational)
-250 ([) ] TJ ET /Cs2 cs 0 1 0 sc BT 8.9664 0 0 8.9664 161.0174 431.657 Tm
/Ty2 1 Tf (33) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 169.9838 431.657 Tm
/Ty2 1 Tf (].) Tj ET BT 9.9626 0 0 9.9626 50.112 393.663 Tm /Ty2 1 Tf [ (rac)
15 (y) -297 (\(%\).) -452 (All) -298 (results) -297 (are) -297 (in) ] TJ ET
/Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 162.5101 393.663 Tm /Ty2 1 Tf [ (T)
80 (able) -297 (6) ] TJ ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 192.3381 393.663
Tm /Ty2 1 Tf [ (.) -452 (The) -297 (ablation) -298 (sho) 25 (wing) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 381.708 Tm /Ty2 1 Tf [ (the) -384 (ef) 25 (fect)
-385 (of) -384 (the) -385 (number) -384 (of) -385 (iterations) -384 (in) -385
(Sinkhorn-Knopp) ] TJ ET BT 9.9626 0 0 9.9626 50.112 369.753 Tm /Ty2 1 Tf
[ (algorithm) -250 (is) -250 (summarized) -250 (in) -250 (the) -250 (supplementary)
-250 (material.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 350.906 Tm /Ty1 1 Tf
[ (Lay) 10 (ers) ] TJ ET BT 9.9626 0 0 9.9626 89.305 350.906 Tm /Ty2 1 Tf
[ (W) 80 (e) -327 (study) -327 (the) -326 (choice) -327 (of) -327 (layers)
-327 (to) -327 (mix,) -346 (re) 15 (g) 5 (ardless) ] TJ ET BT 9.9626 0 0 9.9626 50.112 338.951
Tm /Ty2 1 Tf [ (of) -425 (feature) -424 (alignment.) -834 (According) -424
(to) -425 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 206.754 338.951
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 211.7353 338.951
Tm /Ty2 1 Tf [ (\),) -468 (we) -425 (may) -424 (mix) -425 (at) ] TJ ET BT
9.9626 0 0 9.9626 50.112 326.995 Tm /Ty2 1 Tf [ (an) 15 (y) -369 (of) -368
(tw) 10 (o) -369 (layers,) -398 (represented) -368 (by) ] TJ ET BT 9.9626 0 0 9.9626 191.979 326.995
Tm /Ty8 1 Tf ({) Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 196.961 326.995 Tm /Ty7
1 Tf (x,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 207.083 326.995 Tm /Ty14 1 Tf (A)
Tj ET BT 9.9626 0 0 9.9626 215.744 326.995 Tm /Ty8 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 220.726 326.995
Tm /Ty2 1 Tf [ (.) -666 (T) 80 (o) -368 (in) 40 (v) 15 (estig) 5 (ate) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 315.04 Tm /Ty2 1 Tf [ (more) -352 (di) 25 (v)
15 (erse) -351 (cases,) -377 (we) -352 (introduce) -351 (an) -352 (additional)
-351 (layer) ] TJ ET BT 9.9626 0 0 9.9626 269.159 315.04 Tm /Ty7 1 Tf (f)
Tj ET BT 9.9626 0 0 9.9626 278.611 315.04 Tm /Ty2 1 Tf (to) Tj ET BT 9.9626 0 0 9.9626 50.112 303.085
Tm /Ty2 1 Tf [ (the) -195 (encoder) -196 (of) -195 (AlignMixup) -196 (and)
-195 (mix) -196 (its) -195 (output,) -207 (which) -195 (acts) -196 (as) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 291.13 Tm /Ty2 1 Tf [ (the) -277 (latent)
-277 (space) -277 (of) -277 (AlignMixup/AE.) ] TJ ET BT 9.9626 0 0 9.9626 196.455 291.13
Tm /Ty7 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 205.165 291.13 Tm /Ty2 1 Tf [
(could) -277 (be) -277 (a) -277 (FC) -277 (layer) 40 (,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 279.175
Tm /Ty2 1 Tf [ (which) -315 (outputs) -315 (a) -314 (v) 15 (ector) ] TJ ET
BT 9.9626 0 0 9.9626 145.516 279.175 Tm /Ty7 1 Tf (e) Tj ET BT 9.9626 0 0 9.9626 154.118 279.175
Tm /Ty9 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 164.723 279.175 Tm /Ty11 1 Tf
(R) Tj ET BT 0.0005 Tc 6.9738 0 0 6.9738 171.919 282.79 Tm /Ty18 1 Tf (512)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 184.33 279.175 Tm /Ty2 1 Tf [ (,) -331 (or)
-315 (a) -315 (con) 40 (v) 20 (olutional) -315 (layer) ] TJ ET BT 9.9626 0 0 9.9626 50.112 267.22
Tm /Ty2 1 Tf [ (of) -287 (k) 10 (ernel) -287 (size) ] TJ ET BT 9.9626 0 0 9.9626 107.273 267.22
Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 114.741 267.22 Tm /Ty9 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 124.976 267.22 Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 132.815 267.22
Tm /Ty2 1 Tf [ (and) -287 (stride) ] TJ ET BT 9.9626 0 0 9.9626 175.054 267.22
Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 180.035 267.22 Tm /Ty2 1 Tf [
(,) -296 (producing) -287 (a) ] TJ ET BT 9.9626 0 0 9.9626 236.014 267.22
Tm /Ty6 1 Tf (128) Tj ET BT 9.9626 0 0 9.9626 253.444 267.22 Tm /Ty9 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 263.678 267.22 Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 271.146 267.22
Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 281.381 267.22 Tm /Ty6 1 Tf (2)
Tj ET BT 9.9626 0 0 9.9626 50.112 255.264 Tm /Ty2 1 Tf (tensor) Tj ET BT 9.9626 0 0 9.9626 77.662 255.264
Tm /Ty14 1 Tf (E) Tj ET BT 9.9626 0 0 9.9626 85.189 255.264 Tm /Ty2 1 Tf [
(.) -524 (In) -322 (bot) 1 (h) -322 (cases,) -339 (mixup) -321 (is) -322 (also)
-321 (represented) -321 (by) -322 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 275.5743 255.264
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 280.5556 255.264
Tm /Ty2 1 Tf (\),) Tj ET BT 9.9626 0 0 9.9626 50.112 243.309 Tm /Ty2 1 Tf
[ (where) -390 (no) 25 (w) ] TJ ET BT 9.9626 0 0 9.9626 99.129 243.309 Tm
/Ty7 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 104.006 241.815 Tm /Ty18 1 Tf (1)
Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 113.827 243.309 Tm /Ty6 1 Tf (:=) Tj
0 Tc ET BT 9.9626 0 0 9.9626 129.694 243.309 Tm /Ty7 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 138.891 243.309
Tm /Ty9 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 147.12 243.309 Tm /Ty7 1 Tf (F)
Tj ET BT 9.9626 0 0 9.9626 158.796 243.309 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 177.068 243.309
Tm /Ty7 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 181.945 241.815 Tm /Ty18 1 Tf
(2) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 191.765 243.309 Tm /Ty6 1 Tf [ (:=)
-537 (id) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 215.935 243.309 Tm /Ty2 1 Tf [
(.) -730 (Mixing) -390 (is) -390 (no) 25 (w) ] TJ ET BT 9.9626 0 0 9.9626 50.112 231.354
Tm /Ty2 1 Tf [ (chosen) -373 (from) ] TJ ET BT 9.9626 0 0 9.9626 104.579 231.354
Tm /Ty8 1 Tf ({) Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 109.56 231.354 Tm /Ty7
1 Tf (x,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 119.682 231.354 Tm /Ty14 1 Tf (A)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 128.344 231.354 Tm /Ty7 1 Tf (,e) Tj
0 Tc ET BT 9.9626 0 0 9.9626 137.411 231.354 Tm /Ty8 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 146.109 231.354
Tm /Ty2 1 Tf (or) Tj ET BT 9.9626 0 0 9.9626 158.125 231.354 Tm /Ty8 1 Tf
({) Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 163.106 231.354 Tm /Ty7 1 Tf (x,)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 173.228 231.354 Tm /Ty14 1 Tf (A) Tj ET BT
9.9626 0 0 9.9626 181.89 231.354 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 186.318 231.354
Tm /Ty14 1 Tf (E) Tj ET BT 9.9626 0 0 9.9626 193.845 231.354 Tm /Ty8 1 Tf
(}) Tj ET BT 9.9626 0 0 9.9626 198.826 231.354 Tm /Ty2 1 Tf [ (.) -679 (In)
-373 (AlignMixup) -373 (\(no) ] TJ ET BT 9.9626 0 0 9.9626 50.112 219.399
Tm /Ty2 1 Tf [ (decoder\),) -345 (among) -326 (dif) 25 (ferent) -326 (choices)
-326 (of) -326 (unaligned) -326 (layer) -326 (sets,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 207.444
Tm /Ty2 1 Tf (mixing) Tj ET BT 9.9626 0 0 9.9626 81.126 207.444 Tm /Ty8 1
Tf ({) Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 86.107 207.444 Tm /Ty7 1 Tf [
(x,) -167 (e) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 100.868 207.444 Tm /Ty8 1
Tf (}) Tj ET BT 9.9626 0 0 9.9626 108.629 207.444 Tm /Ty2 1 Tf [ (results)
-279 (in) -279 (the) -279 (highest) -279 (classication) -279 (accurac) 15
(y) 65 (.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 195.489 Tm /Ty2 1 Tf [ (Furthermore,)
-221 (AlignMixup/AE) -214 (outperforms) -214 (baseline) -215 (and) -214 (the)
] TJ ET BT 9.9626 0 0 9.9626 50.112 183.533 Tm /Ty2 1 Tf [ (best) -301 (performing)
-300 (competitor) -301 (StyleCutMix) -301 (for) -300 (all) -301 (choices)
-301 (of) ] TJ ET BT 9.9626 0 0 9.9626 50.112 171.578 Tm /Ty2 1 Tf [ (layers,)
-325 (e) 25 (v) 15 (en) -309 (when) -310 (features) -309 (are) -310 (unaligned,)
-324 (sho) 25 (wing) -310 (a) -310 (moti-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 159.623
Tm /Ty2 1 Tf [ (v) 25 (ation) -250 (to) -250 (use) -250 (the) -250 (decoder)
55 (.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty1 1 Tf [ (T) 92 (ensor)
-394 (alignment) ] TJ ET BT 9.9626 0 0 9.9626 135.589 140.776 Tm /Ty2 1 Tf
[ (W) 80 (e) -394 (in) 40 (v) 15 (estig) 5 (ate) -394 (the) -393 (ef) 25 (fect)
-394 (of) -394 (aligning) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821 Tm /Ty2
1 Tf [ (feature) -358 (tensors) -357 (or) -358 (not) -357 (before) -358 (mixing)
-357 (it,) -385 (by) -357 (using) -358 (standard) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865
Tm /Ty2 1 Tf [ (mixup) -260 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 81.48423 116.865
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 86.46553 116.865
Tm /Ty2 1 Tf [ (\)) -260 (or) -260 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 106.58 116.865
Tm /Ty2 1 Tf (11) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 116.5426 116.865
Tm /Ty2 1 Tf [ (\),) -260 (\() ] TJ ET /Cs2 cs 1 0 0 sc BT 9.9626 0 0 9.9626 128.2586 116.865
Tm /Ty2 1 Tf (12) Tj ET /Cs1 cs 0 sc BT 9.9626 0 0 9.9626 138.2212 116.865
Tm /Ty2 1 Tf [ (\),) -263 (respecti) 25 (v) 15 (ely) 65 (.) -340 (It) -260
(is) -260 (important) -260 (to) -260 (note) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (that) -281 (when) ] TJ ET BT 9.9626 0 0 9.9626 92.23 104.91
Tm /Ty7 1 Tf (e) Tj ET BT 9.9626 0 0 9.9626 99.667 104.91 Tm /Ty2 1 Tf [ (is)
-281 (a) -281 (v) 15 (ector) 40 (,) -288 (we) -281 (do) -281 (not) -281 (align)
-280 (it.) -403 (In) -281 (AlignMixup,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (we) -200 (observ) 15 (e) -199 (that) -200 (aligning) -199
(tensors) ] TJ ET BT 9.9626 0 0 9.9626 178.329 92.955 Tm /Ty14 1 Tf (A) Tj
ET BT 9.9626 0 0 9.9626 188.979 92.955 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 205.354 92.955
Tm /Ty14 1 Tf (E) Tj ET BT 9.9626 0 0 9.9626 214.869 92.955 Tm /Ty2 1 Tf [
(before) -200 (mixing) -199 (im-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81 Tm
/Ty2 1 Tf [ (pro) 15 (v) 15 (es) -396 (classication) -397 (accurac) 15 (y)
-396 (signicantly) 65 (.) -750 (Furthermore,) ] TJ ET BT 9.9626 0 0 9.9626 308.862 710.037
Tm /Ty2 1 Tf [ (we) -349 (observ) 15 (e) -349 (that) -348 (using) -349 (an)
-349 (additional) -349 (FC) -349 (layer) -348 (for) ] TJ ET BT 9.9626 0 0 9.9626 512.092 710.037
Tm /Ty7 1 Tf (e) Tj ET BT 9.9626 0 0 9.9626 520.206 710.037 Tm /Ty2 1 Tf (brings)
Tj ET BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (only) -207 (minor)
-206 (impro) 15 (v) 15 (ement) -207 (\(81.71) ] TJ ET BT 9.9626 0 0 9.9626 437.175 698.082
Tm /Ty9 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 449.197 698.082 Tm /Ty2 1 Tf [
(81.92\),) -215 (meaning) -207 (that) -207 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 686.127
Tm /Ty2 1 Tf [ (major) -235 (impro) 15 (v) 15 (ement) -235 (comes) -235 (from)
-236 (alignment.) -305 (Ov) 15 (erall,) -238 (Align-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (Mixup/AE) -288 (w) 10 (orks) -288 (the) -289 (best) -288 (when)
] TJ ET BT 0.0005 Tc 9.9626 0 0 9.9626 439.892 674.172 Tm /Ty7 1 Tf (x,) Tj
0 Tc ET BT 9.9626 0 0 9.9626 450.014 674.172 Tm /Ty14 1 Tf (A) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 458.676 674.172 Tm /Ty7 1 Tf (,e) Tj 0 Tc ET BT 9.9626 0 0 9.9626 470.614 674.172
Tm /Ty2 1 Tf [ (are) -288 (mix) 15 (ed,) -298 (with) ] TJ ET BT 9.9626 0 0 9.9626 536.45 674.172
Tm /Ty14 1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 308.862 662.217 Tm /Ty2 1 Tf
[ (being) -250 (aligned.) -310 (It) -250 (outperforms) -250 (StyleCutMix)
-250 (by) ] TJ ET BT 9.9626 0 0 9.9626 494.594 662.217 Tm /Ty6 1 Tf (1) Tj
ET BT 9.9626 0 0 9.9626 499.575 662.217 Tm /Ty7 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 502.342 662.217
Tm /Ty6 1 Tf (52%) Tj ET BT 9.9626 0 0 9.9626 520.607 662.217 Tm /Ty2 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 308.862 645.778 Tm /Ty1 1 Tf [ (Alignment)
-369 (r) 18 (esolution) ] TJ ET BT 9.9626 0 0 9.9626 409.777 645.778 Tm /Ty2
1 Tf [ (Gi) 25 (v) 15 (en) -370 (t) 1 (he) -370 (best) -369 (settings) -370
(of) -369 (Align-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 633.823 Tm /Ty2 1
Tf [ (Mixup/AE,) -347 (we) -348 (in) 40 (v) 15 (estig) 5 (ate) -347 (the)
-348 (ef) 25 (fect) -347 (of) -348 (aligning) ] TJ ET BT 9.9626 0 0 9.9626 507.948 633.823
Tm /Ty14 1 Tf (A) Tj ET BT 9.9626 0 0 9.9626 520.071 633.823 Tm /Ty2 1 Tf
[ (at) -348 (dif-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 621.868 Tm /Ty2 1
Tf [ (ferent) -302 (spatial) -302 (resolutions.) -467 (The) -302 (def) 10
(ault) -302 (is) ] TJ ET BT 9.9626 0 0 9.9626 473.722 621.868 Tm /Ty6 1 Tf
(4) Tj ET BT 9.9626 0 0 9.9626 481.302 621.868 Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 491.65 621.868
Tm /Ty6 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 496.631 621.868 Tm /Ty2 1 Tf [
(,) -315 (denoted) -302 (as) ] TJ ET BT 9.9626 0 0 9.9626 308.862 609.913
Tm /Ty14 1 Tf (A) Tj ET BT 6.9738 0 0 6.9738 317.524 608.418 Tm /Ty18 1 Tf
(4) Tj ET BT 6.9738 0 0 6.9738 321.495 608.418 Tm /Ty13 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 327.722 608.418 Tm /Ty18 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 332.191 609.913
Tm /Ty2 1 Tf [ (.) -304 (W) 80 (e) -232 (also) -232 (e) 15 (xperiment) ] TJ
ET BT 9.9626 0 0 9.9626 418.392 609.913 Tm /Ty6 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 424.918 609.913
Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 434.211 609.913 Tm /Ty6 1 Tf (2)
Tj ET BT 9.9626 0 0 9.9626 441.502 609.913 Tm /Ty2 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 444.82 609.913
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[ (\),) -231 (by) -226 (remo) 15 (ving) -226 (do) 25 (wnsampling) ] TJ ET
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Tm /Ty2 1 Tf [ (causing) -250 (loss) -250 (of) -250 (information) -250 (by)
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Tm /Ty1 1 Tf [ (A) 50 (utoencoder) -795 (ar) 18 (chitectur) 18 (e) ] TJ ET
BT 9.9626 0 0 9.9626 432.676 509.788 Tm /Ty2 1 Tf [ (W) 80 (e) -795 (compare)
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[ (with) -718 (tw) 10 (o) -719 (autoencoder) -718 (architectures:) -1247 (the)
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(au-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 485.878 Tm /Ty4 1 Tf (toencoder)
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1 Tf [ (]) -340 (\(AlignMixup/V) 135 (AE\).) -341 (The) -340 (latter) -341
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Tm /Ty9 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 522.379 450.012 Tm /Ty6 1 Tf (2)
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(Inria.) -305 (W) 80 (e) ] TJ ET BT 9.9626 0 0 9.9626 308.862 92.955 Tm /Ty2
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(Y) 111 (unlu) -418 (Chen,) -460 (V) 60 (incent) -419 (T) 80 (ao) -418 (Hu,)
-461 (Efstratios) -418 (Ga) 20 (vv) 15 (es,) -460 (Thomas) ] TJ ET BT 8.9664 0 0 8.9664 70.031 510.785
Tm /Ty2 1 Tf [ (Mensink,) -596 (P) 15 (ascal) -526 (Mettes,) -596 (Pengw)
10 (an) -527 (Y) 100 (ang,) -596 (and) -526 (Cees) -527 (GM) ] TJ ET BT 8.9664 0 0 8.9664 70.031 499.826
Tm /Ty2 1 Tf [ (Snoek.) -925 (Pointmixup:) -663 (Augmentation) -427 (for)
-426 (point) -427 (clouds.) -925 (In) ] TJ ET BT 8.9664 0 0 8.9664 70.031 488.867
Tm /Ty4 1 Tf (ECCV) Tj ET BT 8.9664 0 0 8.9664 92.949 488.867 Tm /Ty2 1 Tf
[ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 120.8345 488.867
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 54.595 478.904 Tm
/Ty2 1 Tf ([7]) Tj ET BT 8.9664 0 0 8.9664 70.03514 478.904 Tm /Ty2 1 Tf [
(Junsuk) -525 (Choe,) -594 (Seong) -525 (Joon) -525 (Oh,) -594 (Seungho) -525
(Lee,) -594 (Sangh) 5 (yuk) ] TJ ET BT 8.9664 0 0 8.9664 70.031 467.945 Tm
/Ty2 1 Tf [ (Chun,) -590 (Ze) 15 (ynep) -521 (Akata,) -590 (and) -522 (Hyunjung)
-521 (Shim.) -1230 (Ev) 25 (aluating) ] TJ ET BT 8.9664 0 0 8.9664 70.031 456.986
Tm /Ty2 1 Tf [ (weakly) -479 (supervised) -480 (object) -479 (localization)
-479 (methods) -480 (right.) -1094 (In) ] TJ ET BT 8.9664 0 0 8.9664 70.031 446.027
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 92.447 446.027 Tm /Ty2 1 Tf
[ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 120.3325 446.027
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 54.595 436.065 Tm
/Ty2 1 Tf ([8]) Tj ET BT 8.9664 0 0 8.9664 70.03514 436.065 Tm /Ty2 1 Tf [
(Junsuk) -289 (Choe) -289 (and) -290 (Hyunjung) -289 (Shim.) -486 (Attention-based)
-289 (dropout) ] TJ ET BT 8.9664 0 0 8.9664 70.031 425.106 Tm /Ty2 1 Tf [
(layer) -358 (for) -358 (weakly) -358 (supervised) -358 (object) -358 (localization.)
-706 (In) ] TJ ET BT 8.9664 0 0 8.9664 261.704 425.106 Tm /Ty4 1 Tf (CVPR)
Tj ET BT 8.9664 0 0 8.9664 284.12 425.106 Tm /Ty2 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 70.031 414.147
Tm /Ty2 1 Tf (2019.) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 93.4333 414.147
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 54.595 404.184 Tm
/Ty2 1 Tf ([9]) Tj ET BT 8.9664 0 0 8.9664 70.03514 404.184 Tm /Ty2 1 Tf [
(Christophe) 1 (r) -305 (B) -305 (Cho) 10 (y) 65 (,) -318 (JunY) 110 (oung)
-305 (Gw) 10 (ak,) -318 (Silvio) -305 (Sa) 20 (v) 25 (arese,) -318 (and) ]
TJ ET BT 8.9664 0 0 8.9664 70.031 393.225 Tm /Ty2 1 Tf [ (Manmohan) -245 (Chandrak)
10 (er) 55 (.) -348 (Uni) 25 (v) 15 (ersal) -244 (correspondence) -245 (netw)
10 (ork.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 382.267 Tm /Ty2 1 Tf (In) Tj
ET BT 8.9664 0 0 8.9664 79.742 382.267 Tm /Ty4 1 Tf (NeurIPS) Tj ET BT 8.9664 0 0 8.9664 110.621 382.267
Tm /Ty2 1 Tf [ (,) -250 (2016.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 138.5065 382.267
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 372.304 Tm
/Ty2 1 Tf ([10]) Tj ET BT 8.9664 0 0 8.9664 70.03534 372.304 Tm /Ty2 1 Tf
[ (Ekin) -207 (D) -207 (Cub) 20 (uk,) -216 (Barret) -207 (Zoph,) -215 (Dandelion)
-208 (Mane,) -215 (V) 60 (ijay) -207 (V) 111 (asude-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 361.345
Tm /Ty2 1 Tf [ (v) 25 (an,) -234 (and) -229 (Quoc) -230 (V) -229 (Le.) -316
(AutoAugment:) -299 (Learning) -230 (augmentation) ] TJ ET BT 8.9664 0 0 8.9664 70.031 350.386
Tm /Ty2 1 Tf [ (strate) 15 (gies) -250 (from) -250 (data.) -360 (In) ] TJ
ET BT 8.9664 0 0 8.9664 155.793 350.386 Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 178.209 350.386
Tm /Ty2 1 Tf [ (,) -250 (2019.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 206.0945 350.386
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 340.423 Tm
/Ty2 1 Tf ([11]) Tj ET BT 8.9664 0 0 8.9664 70.03534 340.423 Tm /Ty2 1 Tf
[ (Marc) 1 (o) -320 (Cuturi.) -582 (Sinkhorn) -319 (distances:) -449 (lightspeed)
-319 (computation) ] TJ ET BT 8.9664 0 0 8.9664 70.031 329.465 Tm /Ty2 1 Tf
[ (of) -250 (optimal) -250 (transport.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 156.439 329.465
Tm /Ty4 1 Tf (NeurIPS) Tj ET BT 8.9664 0 0 8.9664 187.319 329.465 Tm /Ty2
1 Tf [ (,) -250 (2013.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 215.2045 329.465
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 219.6877 329.465
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 224.1709 329.465
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 319.502 Tm
/Ty2 1 Tf ([12]) Tj ET BT 8.9664 0 0 8.9664 70.03534 319.502 Tm /Ty2 1 Tf
[ (Ali) -347 (Dabouei,) -371 (Sobhan) -348 (Sole) 15 (ymani,) -371 (F) 15
(ariborz) -348 (T) 80 (aherkhani,) -371 (and) ] TJ ET BT 8.9664 0 0 8.9664 70.031 308.543
Tm /Ty2 1 Tf [ (Nasser) -201 (M) -201 (Nasrabadi.) -255 (Supermix:) -285 (Supervising)
-201 (the) -202 (mixing) -201 (data) ] TJ ET BT 8.9664 0 0 8.9664 70.031 297.584
Tm /Ty2 1 Tf [ (augmentation.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 134.023 297.584
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 156.439 297.584 Tm /Ty2 1 Tf
[ (,) -250 (2021.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 184.3245 297.584
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 287.621 Tm
/Ty2 1 Tf ([13]) Tj ET BT 8.9664 0 0 8.9664 70.03534 287.621 Tm /Ty2 1 Tf
[ (Morri) 1 (s) -227 (H) -227 (DeGroot) -227 (and) -227 (Stephen) -227 (E)
-227 (Fienber) 18 (g.) -310 (The) -227 (comparison) ] TJ ET BT 8.9664 0 0 8.9664 70.031 276.663
Tm /Ty2 1 Tf [ (and) -209 (e) 25 (v) 25 (aluation) -209 (of) -209 (forecasters.)
] TJ ET BT 8.9664 0 0 8.9664 176.475 276.663 Tm /Ty4 1 Tf [ (J) 25 (ournal)
-209 (of) -209 (the) -209 (Royal) -209 (St) 1 (atistical) ] TJ ET BT 8.9664 0 0 8.9664 70.031 265.704
Tm /Ty4 1 Tf [ (Society:) -310 (Series) -250 (D) -250 (\(The) -250 (Statistician\))
] TJ ET BT 8.9664 0 0 8.9664 196.581 265.704 Tm /Ty2 1 Tf [ (,) -250 (1983.)
] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 224.4665 265.704 Tm /Ty2 1 Tf
(7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 255.741 Tm /Ty2 1 Tf ([14])
Tj ET BT 8.9664 0 0 8.9664 70.03534 255.741 Tm /Ty2 1 Tf [ (T) 70 (errance)
-258 (DeVries) -258 (and) -258 (Graham) -258 (W) -258 (T) 80 (aylor) 55 (.)
-385 (Impro) 15 (v) 15 (ed) -258 (re) 15 (gular) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 244.782
Tm /Ty2 1 Tf [ (ization) -290 (of) -290 (con) 40 (v) 20 (olutional) -290 (neural)
-290 (ne) 1 (tw) 10 (orks) -290 (with) -290 (cutout.) ] TJ ET BT 8.9664 0 0 8.9664 266.439 244.782
Tm /Ty4 1 Tf (arXiv) Tj ET BT 8.9664 0 0 8.9664 70.031 233.823 Tm /Ty4 1 Tf
[ (pr) 37 (eprint) -250 (arXiv:1708.04552) ] TJ ET BT 8.9664 0 0 8.9664 166.831 233.823
Tm /Ty2 1 Tf [ (,) -250 (2017.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 194.7165 233.823
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 199.1997 233.823
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 203.6829 233.823
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 223.861 Tm
/Ty2 1 Tf ([15]) Tj ET BT 8.9664 0 0 8.9664 70.03534 223.861 Tm /Ty2 1 Tf
[ (Carl) -628 (Doersch,) -724 (Ankush) -628 (Gupta,) -724 (and) -629 (Andre)
25 (w) -628 (Zisserman.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 212.902 Tm /Ty2
1 Tf [ (Crosstransformers:) -784 (spatially-a) 15 (w) 10 (are) -487 (fe) 25
(w-shot) -487 (transfer) 55 (.) -1119 (In) ] TJ ET BT 8.9664 0 0 8.9664 70.031 201.943
Tm /Ty4 1 Tf (NeurIPS) Tj ET BT 8.9664 0 0 8.9664 100.911 201.943 Tm /Ty2
1 Tf [ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 128.7965 201.943
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 191.98 Tm
/Ty2 1 Tf ([16]) Tj ET BT 8.9664 0 0 8.9664 70.03534 191.98 Tm /Ty2 1 Tf [
(Ale) 15 (x) 15 (e) 15 (y) -295 (Doso) 15 (vitskiy) 65 (,) -307 (Jost) -295
(T) 80 (obias) -296 (Springenber) 18 (g,) -307 (and) -295 (Thomas) ] TJ ET
BT 8.9664 0 0 8.9664 70.031 181.021 Tm /Ty2 1 Tf [ (Brox.) -596 (Unsupervised)
-323 (feature) -324 (learning) -324 (by) -323 (augmenting) -324 (single) ]
TJ ET BT 8.9664 0 0 8.9664 70.031 170.062 Tm /Ty2 1 Tf [ (images.) -360 (In)
] TJ ET BT 8.9664 0 0 8.9664 110.612 170.062 Tm /Ty4 1 Tf [ (ICLR) -250 (W)
92 (orkshops) ] TJ ET BT 8.9664 0 0 8.9664 171.305 170.062 Tm /Ty2 1 Tf [
(,) -250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 199.1905 170.062
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 160.1 Tm /Ty2
1 Tf ([17]) Tj ET BT 8.9664 0 0 8.9664 70.03534 160.1 Tm /Ty2 1 Tf [ (Mark)
-259 (Ev) 15 (eringham,) -263 (Luc) -260 (V) 111 (an) -259 (Gool,) -263 (Christopher)
-260 (KI) -259 (W) 40 (illiams,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 149.141
Tm /Ty2 1 Tf [ (John) -222 (W) 40 (inn,) -228 (and) -223 (Andre) 25 (w) -222
(Zisserman.) -301 (The) -222 (pascal) -222 (visual) -223 (object) ] TJ ET
BT 8.9664 0 0 8.9664 70.031 138.182 Tm /Ty2 1 Tf [ (classes) -250 (\(v) 20
(oc\)) -250 (challenge.) ] TJ ET BT 8.9664 0 0 8.9664 157.981 138.182 Tm /Ty4
1 Tf (IJCV) Tj ET BT 8.9664 0 0 8.9664 176.407 138.182 Tm /Ty2 1 Tf [ (,)
-250 (2010.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 204.2925 138.182
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 128.219 Tm
/Ty2 1 Tf ([18]) Tj ET BT 8.9664 0 0 8.9664 70.03534 128.219 Tm /Ty2 1 Tf
[ (Aude) -294 (Gene) 25 (v) 25 (ay) 65 (,) -305 (Gabriel) -295 (Pe) 15 (yr)
] TJ ET BT 8.9664 0 0 8.9664 174.237 128.264 Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 173.739 128.219
Tm /Ty2 1 Tf [ (e,) -306 (and) -294 (Marco) -294 (Cuturi.) -503 (Learning)
] TJ ET BT 8.9664 0 0 8.9664 70.031 117.26 Tm /Ty2 1 Tf [ (generati) 25 (v)
15 (e) -322 (models) -323 (with) -322 (sinkhorn) -323 (di) 25 (v) 15 (er)
18 (gences.) -591 (In) ] TJ ET BT 8.9664 0 0 8.9664 252.021 117.26 Tm /Ty4
1 Tf [ (AIST) 50 (A) 37 (TS) ] TJ ET BT 8.9664 0 0 8.9664 284.12 117.26 Tm
/Ty2 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 70.031 106.301 Tm /Ty2 1 Tf (2018.)
Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 93.4333 106.301 Tm /Ty2 1 Tf (2)
Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 96.339 Tm /Ty2 1 Tf ([19])
Tj ET BT 8.9664 0 0 8.9664 70.03534 96.339 Tm /Ty2 1 Tf [ (Ian) -326 (J) -327
(Goodfello) 25 (w) 65 (,) -346 (Jonathon) -327 (Shlens,) -347 (and) -327 (Chris)
1 (tian) -327 (Sze) 15 (gedy) 65 (.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 85.38
Tm /Ty2 1 Tf [ (Explaining) -344 (and) -345 (harnes) 1 (sing) -345 (adv) 15
(ersarial) -344 (e) 15 (xamples.) -662 (In) ] TJ ET BT 8.9664 0 0 8.9664 264.69 85.38
Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 284.12 85.38 Tm /Ty2 1 Tf (,)
Tj ET BT 8.9664 0 0 8.9664 328.781 710.037 Tm /Ty2 1 Tf (2015.) Tj ET /Cs2
cs 1 0 0 sc BT 8.9664 0 0 8.9664 352.1833 710.037 Tm /Ty2 1 Tf (5) Tj ET /Cs1
cs 0 sc BT 8.9664 0 0 8.9664 308.862 700.075 Tm /Ty2 1 Tf ([20]) Tj ET BT
8.9664 0 0 8.9664 328.7853 700.075 Tm /Ty2 1 Tf [ (Benj) 1 (amin) -553 (Graham,)
-628 (Alaaeldin) -553 (El-Nouby) 65 (,) -628 (Hugo) -552 (T) 80 (ouvron,)
] TJ ET BT 8.9664 0 0 8.9664 328.781 689.116 Tm /Ty2 1 Tf [ (Pierre) -467
(Stock,) -522 (Armand) -468 (Joulin,) -521 (Herv) ] TJ ET BT 8.9664 0 0 8.9664 462.567 689.161
Tm /Ty2 1 Tf Tj ET BT 0.467 Tc 8.9664 0 0 8.9664 462.069 689.116 Tm /Ty2
1 Tf (eJ) Tj 0 Tc ET BT 8.9664 0 0 8.9664 474.227 689.161 Tm /Ty2 1 Tf
Tj ET BT 8.9664 0 0 8.9664 473.729 689.116 Tm /Ty2 1 Tf [ (egou,) -522 (and)
-467 (Matthijs) ] TJ ET BT 8.9664 0 0 8.9664 328.781 678.157 Tm /Ty2 1 Tf
[ (Douze.) -769 (Le) 25 (vit:) -565 (A) -377 (vision) -378 (transformer) -378
(in) -377 (con) 40 (vnet) 55 (s) -378 (clothing) ] TJ ET BT 8.9664 0 0 8.9664 328.781 667.198
Tm /Ty2 1 Tf [ (for) -250 (f) 10 (aster) -250 (inference.) -360 (In) ] TJ
ET BT 8.9664 0 0 8.9664 412.078 667.198 Tm /Ty4 1 Tf (ICCV) Tj ET BT 8.9664 0 0 8.9664 432.503 667.198
Tm /Ty2 1 Tf [ (,) -250 (2021.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 460.3885 667.198
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 657.235 Tm
/Ty2 1 Tf ([21]) Tj ET BT 8.9664 0 0 8.9664 328.7853 657.235 Tm /Ty2 1 Tf
[ (Ishaa) 1 (n) -365 (Gulrajani,) -393 (F) 15 (aruk) -365 (Ahmed,) -393 (Martin)
-364 (Arjo) 15 (vsk) 15 (y) 65 (,) -393 (V) 60 (incent) ] TJ ET BT 8.9664 0 0 8.9664 328.781 646.277
Tm /Ty2 1 Tf [ (Dumoulin,) -611 (and) -538 (Aaron) -539 (Courville.) -1283
(Impro) 15 (v) 15 (ed) -538 (training) -539 (of) ] TJ ET BT 8.9664 0 0 8.9664 328.781 635.318
Tm /Ty2 1 Tf [ (w) 10 (asserstein) -250 (g) 5 (ans.) -360 (In) ] TJ ET BT
8.9664 0 0 8.9664 403.838 635.318 Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 423.268 635.318
Tm /Ty2 1 Tf [ (,) -250 (2018.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 451.1535 635.318
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 625.355 Tm
/Ty2 1 Tf ([22]) Tj ET BT 8.9664 0 0 8.9664 328.7853 625.355 Tm /Ty2 1 Tf
[ (Chuan) -250 (Guo,) -250 (Geof) 25 (f) -251 (Pl) 1 (eiss,) -251 (Y) 111
(u) -250 (Sun,) -251 (and) -250 (Kilian) -250 (Q) -250 (W) 80 (einber) 18
(ger) 55 (.) ] TJ ET BT 8.9664 0 0 8.9664 328.781 614.396 Tm /Ty2 1 Tf [ (On)
-299 (calibration) -300 (of) -299 (modern) -299 (neural) -299 (netw) 10 (orks.)
-518 (In) ] TJ ET BT 8.9664 0 0 8.9664 498.592 614.396 Tm /Ty4 1 Tf (ICML)
Tj ET BT 8.9664 0 0 8.9664 520.012 614.396 Tm /Ty2 1 Tf [ (,) -299 (2017.)
] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 328.781 603.437 Tm /Ty2 1 Tf
(2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 593.475 Tm /Ty2 1 Tf ([23])
Tj ET BT 8.9664 0 0 8.9664 328.7853 593.475 Tm /Ty2 1 Tf [ (Hongyu) -316 (Guo,)
-333 (Y) 110 (ongyi) -317 (Mao,) -333 (and) -316 (Richong) -317 (Zhang.) -573
(Mixup) -316 (as) ] TJ ET BT 8.9664 0 0 8.9664 328.781 582.516 Tm /Ty2 1 Tf
[ (locally) -228 (linear) -228 (out-of-manifold) -228 (re) 15 (gularization.)
-312 (In) ] TJ ET BT 8.9664 0 0 8.9664 501.231 582.516 Tm /Ty4 1 Tf (AAAI)
Tj ET BT 8.9664 0 0 8.9664 520.652 582.516 Tm /Ty2 1 Tf [ (,) -228 (2019.)
] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 328.781 571.557 Tm /Ty2 1 Tf
(2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 561.594 Tm /Ty2 1 Tf ([24])
Tj ET BT 8.9664 0 0 8.9664 328.7853 561.594 Tm /Ty2 1 Tf [ (Kai) -415 (Han,)
-457 (Raf) 10 (ael) -415 (S) -415 (Rezende,) -457 (Bumsub) -415 (Ham,) -457
(Kw) 10 (an-Y) 100 (ee) -415 (K) ] TJ ET BT 8.9664 0 0 8.9664 328.781 550.635
Tm /Ty2 1 Tf [ (W) 80 (ong,) -356 (Minsu) -335 (Cho,) -357 (Cordelia) -335
(Schmid,) -356 (and) -335 (Jean) -336 (Ponce.) -632 (Sc-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 539.676
Tm /Ty2 1 Tf [ (net:) -310 (Learning) -250 (semantic) -250 (correspondence.)
-360 (In) ] TJ ET BT 8.9664 0 0 8.9664 485.18 539.676 Tm /Ty4 1 Tf (ICCV)
Tj ET BT 8.9664 0 0 8.9664 505.605 539.676 Tm /Ty2 1 Tf [ (,) -250 (2017.)
] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 533.4905 539.676 Tm /Ty2 1 Tf
(2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 529.714 Tm /Ty2 1 Tf ([25])
Tj ET BT 8.9664 0 0 8.9664 328.7853 529.714 Tm /Ty2 1 Tf [ (Ethan) -205 (Harris)
1 (,) -215 (Ant) 1 (onia) -206 (M) 1 (arcu,) -214 (Matthe) 25 (w) -205 (P)
15 (ainter) 40 (,) -214 (Mahesan) -205 (Ni-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 518.755
Tm /Ty2 1 Tf [ (ranjan,) -237 (and) -233 (Adam) -234 (Pr) ] TJ ET BT 8.9664 0 0 8.9664 403.322 518.8
Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 402.573 518.755 Tm /Ty2 1 Tf [
(ugel-Bennett) -233 (Jonathon) -234 (Hare.) -324 (Fmix:) -302 (En-) ] TJ ET
BT 8.9664 0 0 8.9664 328.781 507.796 Tm /Ty2 1 Tf [ (hancing) -398 (mix) 15
(ed) -397 (sample) -398 (data) -397 (augmentation.) ] TJ ET BT 8.9664 0 0 8.9664 492.564 507.796
Tm /Ty4 1 Tf [ (arXiv) -398 (pr) 37 (eprint) ] TJ ET BT 8.9664 0 0 8.9664 328.781 496.837
Tm /Ty4 1 Tf (arXiv:2002.12047) Tj ET BT 8.9664 0 0 8.9664 394.28 496.837
Tm /Ty2 1 Tf [ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 422.1655 496.837
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 486.874 Tm
/Ty2 1 Tf ([26]) Tj ET BT 8.9664 0 0 8.9664 328.7853 486.874 Tm /Ty2 1 Tf
[ (Kaim) 1 (ing) -303 (He,) -316 (Xiangyu) -303 (Zhang,) -316 (Shaoqing) -303
(Ren,) -316 (and) -303 (Jian) -302 (Sun.) ] TJ ET BT 8.9664 0 0 8.9664 328.781 475.915
Tm /Ty2 1 Tf [ (Deep) -437 (res) 1 (idual) -437 (learning) -436 (for) -437
(image) -437 (rec) 1 (ognition.) -957 (In) ] TJ ET BT 8.9664 0 0 8.9664 520.454 475.915
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 542.87 475.915 Tm /Ty2 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 328.781 464.957 Tm /Ty2 1 Tf (2016.) Tj ET
/Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 352.1833 464.957 Tm /Ty2 1 Tf (5) Tj
ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 356.6665 464.957 Tm /Ty2 1 Tf (,) Tj
ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 361.1497 464.957 Tm /Ty2 1 Tf (7)
Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 454.994 Tm /Ty2 1 Tf ([27])
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-352 (and) -353 (K) 25 (e) 25 (vin) -352 (Gimpel.) -688 (A) -353 (baseline)
-352 (for) -352 (detect-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 444.035 Tm
/Ty2 1 Tf [ (ing) -305 (misclassied) -305 (and) -305 (out-of-distrib) 20
(ution) -305 (e) 15 (xamples) -305 (in) -305 (neural) ] TJ ET BT 8.9664 0 0 8.9664 328.781 433.076
Tm /Ty2 1 Tf [ (netw) 10 (orks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 376.742 433.076
Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 396.172 433.076 Tm /Ty2 1 Tf
[ (,) -250 (2017.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 424.0575 433.076
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 428.5407 433.076
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 433.0239 433.076
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 437.5071 433.076
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 441.9903 433.076
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 423.113 Tm
/Ty2 1 Tf ([28]) Tj ET BT 8.9664 0 0 8.9664 328.7853 423.113 Tm /Ty2 1 Tf
[ (Minui) -209 (H) 1 (ong,) -218 (Jinw) 10 (oo) -209 (Choi,) -217 (and) -209
(Gunhee) -209 (Kim.) -271 (Stylemix:) -289 (Sep-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 412.155
Tm /Ty2 1 Tf [ (arating) -231 (content) -231 (and) -232 (style) -231 (for)
-231 (enhanced) -231 (data) -232 (augmentation.) -319 (In) ] TJ ET BT 8.9664 0 0 8.9664 328.781 401.196
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 351.197 401.196 Tm /Ty2 1 Tf
[ (,) -250 (2021.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 379.0825 401.196
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 383.5657 401.196
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 388.0489 401.196
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 392.5321 401.196
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 397.0153 401.196
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 401.4985 401.196
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 405.9817 401.196
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 410.4649 401.196
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 414.9481 401.196
Tm /Ty2 1 Tf (8) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 419.4313 401.196
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 423.9145 401.196
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 391.233 Tm
/Ty2 1 Tf ([29]) Tj ET BT 8.9664 0 0 8.9664 328.7853 391.233 Tm /Ty2 1 Tf
[ (Xun) -311 (Huang) -311 (and) -311 (Ser) 18 (ge) -311 (Belongie.) -555 (Arbitrary)
-311 (style) -311 (transfer) -311 (in) ] TJ ET BT 8.9664 0 0 8.9664 328.781 380.274
Tm /Ty2 1 Tf [ (real-time) -413 (with) -413 (adapti) 25 (v) 15 (e) -413 (instance)
-414 (normalization.) -882 (In) ] TJ ET BT 8.9664 0 0 8.9664 522.445 380.274
Tm /Ty4 1 Tf (ICCV) Tj ET BT 8.9664 0 0 8.9664 542.87 380.274 Tm /Ty2 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 328.781 369.315 Tm /Ty2 1 Tf (2017.) Tj ET
/Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 352.1833 369.315 Tm /Ty2 1 Tf (2) Tj
ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 359.353 Tm /Ty2 1 Tf ([30]) Tj
ET BT 8.9664 0 0 8.9664 328.7853 359.353 Tm /Ty2 1 Tf [ (Hiroshi) -200 (Inoue.)
-253 (Data) -201 (augmentation) -201 (by) -200 (pairing) -201 (samples) -201
(for) -200 (im-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 348.394 Tm /Ty2 1 Tf
[ (ages) -284 (classi) 1 (cation.) ] TJ ET BT 8.9664 0 0 8.9664 400.511 348.394
Tm /Ty4 1 Tf [ (arXiv) -284 (pr) 37 (eprint) -283 (arXiv:1801.02929) ] TJ
ET BT 8.9664 0 0 8.9664 520.078 348.394 Tm /Ty2 1 Tf [ (,) -292 (2018.) ]
TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 328.781 337.435 Tm /Ty2 1 Tf (2)
Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 327.472 Tm /Ty2 1 Tf ([31])
Tj ET BT 8.9664 0 0 8.9664 328.7853 327.472 Tm /Ty2 1 Tf [ (Jang-Hyun) -296
(Kim,) -307 (W) 80 (onho) -297 (Choo,) -307 (Hosan) -296 (Jeong,) -308 (and)
-296 (Hyun) -296 (Oh) ] TJ ET BT 8.9664 0 0 8.9664 328.781 316.513 Tm /Ty2
1 Tf [ (Song.) -601 (Co-mixup:) -461 (Salienc) 15 (y) -325 (guided) -326 (joint)
-325 (mixup) -326 (with) -325 (super) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 305.554
Tm /Ty2 1 Tf [ (modular) -250 (di) 25 (v) 15 (ersity) 65 (.) -360 (In) ] TJ
ET BT 8.9664 0 0 8.9664 406.528 305.554 Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 425.958 305.554
Tm /Ty2 1 Tf [ (,) -250 (2021.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 453.8435 305.554
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 458.3267 305.554
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 462.8099 305.554
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 467.2931 305.554
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 471.7763 305.554
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 476.2595 305.554
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 480.7427 305.554
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 485.2259 305.554
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 489.7091 305.554
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 494.1923 305.554
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 498.6755 305.554
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 295.592 Tm
/Ty2 1 Tf ([32]) Tj ET BT 8.9664 0 0 8.9664 328.7853 295.592 Tm /Ty2 1 Tf
[ (Jang-Hyun) -370 (Kim,) -401 (W) 80 (onho) -371 (Choo,) -401 (and) -371
(Hyun) -371 (Oh) -371 (Song.) -746 (Puz-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 284.633
Tm /Ty2 1 Tf [ (zle) -309 (mix:) -427 (Exploiting) -308 (salienc) 15 (y) -309
(and) -308 (local) -309 (statistics) -308 (for) -309 (optimal) ] TJ ET BT
8.9664 0 0 8.9664 328.781 273.674 Tm /Ty2 1 Tf [ (mixup.) -360 (In) ] TJ ET
BT 8.9664 0 0 8.9664 366.879 273.674 Tm /Ty4 1 Tf (ICML) Tj ET BT 8.9664 0 0 8.9664 388.299 273.674
Tm /Ty2 1 Tf [ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 416.1845 273.674
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 420.6677 273.674
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 425.1509 273.674
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 429.6341 273.674
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 434.1173 273.674
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 438.6005 273.674
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 443.0837 273.674
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 447.5669 273.674
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 452.0501 273.674
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 456.5333 273.674
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 461.0165 273.674
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 263.711 Tm
/Ty2 1 Tf ([33]) Tj ET BT 8.9664 0 0 8.9664 328.7853 263.711 Tm /Ty2 1 Tf
[ (Dieder) 1 (ik) -252 (P) -252 (Kingma) -251 (and) -252 (Max) -252 (W) 80
(elling.) -365 (Auto-encoding) -251 (v) 25 (aria-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 252.752
Tm /Ty2 1 Tf [ (tional) -250 (bayes.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 387.044 252.752
Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 406.474 252.752 Tm /Ty2 1 Tf
[ (,) -250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 434.3595 252.752
Tm /Ty2 1 Tf (8) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 242.79 Tm
/Ty2 1 Tf ([34]) Tj ET BT 8.9664 0 0 8.9664 328.7853 242.79 Tm /Ty2 1 Tf [
(Phili) 1 (p) -348 (A) -347 (Knight.) -671 (The) -347 (Sinkhorn-Knopp) -347
(algorithm:) -504 (con) 40 (v) 15 (er) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 231.831
Tm /Ty2 1 Tf [ (gence) -352 (and) -351 (applications.) ] TJ ET BT 8.9664 0 0 8.9664 420.659 231.831
Tm /Ty4 1 Tf [ (SIAM) -351 (J) 25 (ournal) -352 (on) -351 (Matrix) -352 (Analysis)
] TJ ET BT 8.9664 0 0 8.9664 328.781 220.872 Tm /Ty4 1 Tf [ (and) -250 (Applications)
] TJ ET BT 8.9664 0 0 8.9664 389.806 220.872 Tm /Ty2 1 Tf [ (,) -250 (2008.)
] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 417.6915 220.872 Tm /Ty2 1 Tf
(3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 422.1747 220.872 Tm /Ty2 1 Tf
(,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 426.6579 220.872 Tm /Ty2 1
Tf (4) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 431.1411 220.872 Tm /Ty2 1
Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 435.6243 220.872 Tm /Ty2
1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 210.909 Tm /Ty2 1
Tf ([35]) Tj ET BT 8.9664 0 0 8.9664 328.7853 210.909 Tm /Ty2 1 Tf [ (Ale)
15 (x) -285 (Krizhe) 25 (vsk) 15 (y) 65 (,) -295 (Geof) 25 (fre) 15 (y) -286
(Hinton,) -295 (et) -286 (al.) -475 (Learning) -285 (multiple) ] TJ ET BT
8.9664 0 0 8.9664 328.781 199.95 Tm /Ty2 1 Tf [ (layers) -319 (of) -319 (features)
-318 (from) -319 (tin) 15 (y) -319 (images.) -580 (T) 70 (echnical) -319 (report,)
-336 (Uni-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 188.991 Tm /Ty2 1 Tf [ (v)
15 (ersity) -250 (of) -250 (T) 80 (oronto,) -250 (2009.) ] TJ ET /Cs2 cs 1
0 0 sc BT 8.9664 0 0 8.9664 421.0632 188.991 Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs
0 sc BT 8.9664 0 0 8.9664 308.862 179.029 Tm /Ty2 1 Tf ([36]) Tj ET BT 8.9664 0 0 8.9664 328.7853 179.029
Tm /Ty2 1 Tf [ (Ale) 15 (x) -434 (Krizhe) 25 (vsk) 15 (y) 65 (,) -480 (Ilya)
-434 (Sutsk) 10 (e) 25 (v) 15 (er) 40 (,) -481 (and) -434 (Geof) 25 (fre)
15 (y) -434 (E) -434 (Hinton.) ] TJ ET BT 8.9664 0 0 8.9664 328.781 168.07
Tm /Ty2 1 Tf [ (Imagenet) -337 (classication) -338 (with) -337 (deep) -337
(con) 40 (v) 20 (olutional) -338 (neural) -337 (net-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 157.111
Tm /Ty2 1 Tf [ (w) 10 (orks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 365.785 157.111
Tm /Ty4 1 Tf (NIPS) Tj ET BT 8.9664 0 0 8.9664 384.713 157.111 Tm /Ty2 1 Tf
[ (,) -250 (2012.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 412.5985 157.111
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 147.148 Tm
/Ty2 1 Tf ([37]) Tj ET BT 8.9664 0 0 8.9664 328.7853 147.148 Tm /Ty2 1 Tf
[ (Tsung-Y) 55 (i) -272 (Lin,) -279 (Michael) -272 (Maire,) -279 (Ser) 18
(ge) -272 (Belongie,) -279 (James) -272 (Hays,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 136.189
Tm /Ty2 1 Tf [ (Pietro) -233 (Perona,) -237 (De) 25 (v) 25 (a) -233 (Ramanan,)
-237 (Piotr) -233 (Doll) ] TJ ET BT 8.9664 0 0 8.9664 476.317 136.234 Tm /Ty2
1 Tf Tj ET BT 8.9664 0 0 8.9664 475.819 136.189 Tm /Ty2 1 Tf [ (ar) 40
(,) -237 (and) -233 (C) -233 (La) 15 (wrence) ] TJ ET BT 8.9664 0 0 8.9664 328.781 125.231
Tm /Ty2 1 Tf [ (Zitnick.) -748 (Microsoft) -371 (coco:) -552 (Common) -371
(objects) -371 (in) -371 (conte) 15 (xt.) -748 (In) ] TJ ET BT 8.9664 0 0 8.9664 328.781 114.272
Tm /Ty4 1 Tf (ECCV) Tj ET BT 8.9664 0 0 8.9664 351.699 114.272 Tm /Ty2 1 Tf
[ (,) -250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 379.5845 114.272
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 104.309 Tm
/Ty2 1 Tf ([38]) Tj ET BT 8.9664 0 0 8.9664 328.7853 104.309 Tm /Ty2 1 Tf
[ (W) 80 (ei) -502 (Liu,) -566 (Dragomir) -503 (Anguelo) 15 (v) 65 (,) -566
(Dumitru) -503 (Erhan,) -565 (Christian) ] TJ ET BT 8.9664 0 0 8.9664 328.781 93.35
Tm /Ty2 1 Tf [ (Sze) 15 (gedy) 65 (,) -553 (Scott) -493 (Reed,) -553 (Cheng-Y)
100 (ang) -493 (Fu,) -554 (a) 1 (nd) -493 (Ale) 15 (xander) -493 (C) ] TJ
ET BT 8.9664 0 0 8.9664 328.781 82.391 Tm /Ty2 1 Tf [ (Ber) 18 (g.) -351 (Ssd:)
-307 (Single) -246 (shot) -246 (multibox) -245 (detector) 55 (.) -351 (In)
] TJ ET BT 8.9664 0 0 8.9664 489.948 82.391 Tm /Ty4 1 Tf (ECCV) Tj ET BT 8.9664 0 0 8.9664 512.866 82.391
Tm /Ty2 1 Tf [ (,) -246 (2016.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 540.626 82.391
Tm /Ty2 1 Tf (3) Tj ET Q
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-194 (Liu,) -205 (Y) 100 (ang) -194 (Zou,) -205 (Lingsheng) -195 (K) 35 (ong,)
-205 (Zhihui) -194 (Diao,) -205 (Jun-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 699.078
Tm /Ty2 1 Tf [ (liang) -295 (Y) 100 (an,) -307 (Jun) -295 (W) 80 (ang,) -307
(Site) -295 (Li,) -307 (Ping) -295 (Jia,) -306 (and) -296 (Jane) -295 (Y)
110 (ou.) -505 (Data) ] TJ ET BT 8.9664 0 0 8.9664 70.031 688.12 Tm /Ty2 1
Tf [ (augmentation) -249 (via) -249 (latent) -249 (space) -248 (interpolation)
-249 (for) -249 (image) -249 (classi-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 677.161
Tm /Ty2 1 Tf [ (cation.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 112.11 677.161
Tm /Ty4 1 Tf (ICPR) Tj ET BT 8.9664 0 0 8.9664 132.033 677.161 Tm /Ty2 1 Tf
[ (,) -250 (2018.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 159.9185 677.161
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 667.198 Tm
/Ty2 1 Tf ([40]) Tj ET BT 8.9664 0 0 8.9664 70.03534 667.198 Tm /Ty2 1 Tf
[ (Jonathan) -355 (Long,) -382 (Ning) -356 (Zhang,) -382 (and) -355 (T) 35
(re) 25 (v) 20 (or) -356 (Darrell.) -698 (Do) -355 (con-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 656.239
Tm /Ty2 1 Tf [ (vnets) -250 (learn) -250 (correspondence?) -420 (In) ] TJ
ET BT 8.9664 0 0 8.9664 185.087 656.239 Tm /Ty4 1 Tf (NIPS) Tj ET BT 8.9664 0 0 8.9664 204.015 656.239
Tm /Ty2 1 Tf [ (,) -250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 231.9005 656.239
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 646.276 Tm
/Ty2 1 Tf ([41]) Tj ET BT 8.9664 0 0 8.9664 70.03534 646.276 Tm /Ty2 1 Tf
[ (Aleksande) 1 (r) -343 (Madry) 65 (,) -365 (Aleksandar) -343 (Mak) 10 (elo)
15 (v) 65 (,) -365 (Ludwig) -342 (Schmidt,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 635.318
Tm /Ty2 1 Tf [ (Dimitris) -279 (Tsipras,) -286 (and) -280 (Adria) 1 (n) -280
(Vladu.) -453 (T) 80 (o) 25 (w) 10 (ards) -279 (deep) -279 (learning) ] TJ
ET BT 8.9664 0 0 8.9664 70.031 624.359 Tm /Ty2 1 Tf [ (models) -250 (resistant)
-250 (to) -250 (adv) 15 (ersarial) -250 (attacks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 221.041 624.359
Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 240.471 624.359 Tm /Ty2 1 Tf
[ (,) -250 (2018.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 268.3565 624.359
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 614.396 Tm
/Ty2 1 Tf ([42]) Tj ET BT 8.9664 0 0 8.9664 70.03534 614.396 Tm /Ty2 1 Tf
[ (Gior) 18 (gio) -371 (P) 15 (atrini,) -402 (Rianne) -371 (v) 25 (an) -371
(den) -372 (Ber) 18 (g,) -401 (P) 15 (atrick) -372 (F) 15 (orre,) -401 (Mar)
20 (-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 603.437 Tm /Ty2 1 Tf [ (cello)
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(Max) -504 (W) 80 (elling,) -567 (T) 35 (im) -503 (Ge-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 592.478
Tm /Ty2 1 Tf [ (ne) 25 (wein,) -291 (and) -283 (Frank) -282 (Nielsen.) -465
(Sinkhorn) -283 (autoencoders.) -464 (In) ] TJ ET BT 8.9664 0 0 8.9664 272.419 592.478
Tm /Ty4 1 Tf (Un-) Tj ET BT 8.9664 0 0 8.9664 70.031 581.519 Tm /Ty4 1 Tf
[ (certainty) -250 (in) -250 (Articial) -250 (Intellig) 10 (ence) ] TJ ET
BT 8.9664 0 0 8.9664 189.73 581.519 Tm /Ty2 1 Tf [ (,) -250 (2020.) ] TJ ET
/Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 217.6155 581.519 Tm /Ty2 1 Tf (2) Tj
ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 571.557 Tm /Ty2 1 Tf ([43]) Tj
ET BT 8.9664 0 0 8.9664 70.03534 571.557 Tm /Ty2 1 Tf [ (Matti) 1 (s) -264
(P) 15 (aulin,) -267 (J) ] TJ ET BT 8.9664 0 0 8.9664 126.713 571.601 Tm /Ty2
1 Tf Tj ET BT 8.9664 0 0 8.9664 126.216 571.557 Tm /Ty2 1 Tf (er) Tj ET
BT 8.9664 0 0 8.9664 133.931 571.601 Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 133.183 571.557
Tm /Ty2 1 Tf [ (ome) -263 (Re) 25 (v) 25 (aud,) -267 (Zaid) -264 (Harchaoui,)
-266 (Florent) -264 (Per) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 560.598
Tm /Ty2 1 Tf [ (ronnin,) -219 (and) -212 (Cordelia) -211 (Schmid.) -277 (T)
35 (ransformation) -211 (pursuit) -211 (for) -212 (im-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 549.639
Tm /Ty2 1 Tf [ (age) -250 (classication.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 146.72 549.639
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 169.135 549.639 Tm /Ty2 1 Tf
[ (,) -250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 197.0205 549.639
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 539.676 Tm
/Ty2 1 Tf ([44]) Tj ET BT 8.9664 0 0 8.9664 70.03534 539.676 Tm /Ty2 1 Tf
[ (Jie) -443 (Qin,) -493 (Ji) 1 (emin) -444 (F) 15 (ang,) -492 (Qian) -444
(Zhang,) -492 (W) 80 (en) 15 (yu) -444 (Liu,) -492 (Xing) 5 (ang) ] TJ ET
BT 8.9664 0 0 8.9664 70.031 528.717 Tm /Ty2 1 Tf [ (W) 80 (ang,) -348 (and)
-328 (Xingg) 5 (ang) -329 (W) 80 (ang.) -611 (Resize) 1 (mix:) -467 (Mixing)
-329 (data) -328 (with) ] TJ ET BT 8.9664 0 0 8.9664 70.031 517.758 Tm /Ty2
1 Tf [ (preserv) 15 (ed) -270 (object) -270 (information) -270 (and) -270
(true) -270 (labels.) ] TJ ET BT 8.9664 0 0 8.9664 234.958 517.758 Tm /Ty4
1 Tf [ (arXiv) -270 (pr) 37 (eprint) ] TJ ET BT 8.9664 0 0 8.9664 70.031 506.799
Tm /Ty4 1 Tf (arXiv:2012.11101) Tj ET BT 8.9664 0 0 8.9664 135.53 506.799
Tm /Ty2 1 Tf [ (,) -250 (2020.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 163.4155 506.799
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 496.837 Tm
/Ty2 1 Tf ([45]) Tj ET BT 8.9664 0 0 8.9664 70.03534 496.837 Tm /Ty2 1 Tf
[ (Shaoqing) -372 (Ren,) -403 (Kaiming) -373 (He,) -403 (Ross) -372 (Girshick,)
-403 (and) -373 (Jian) -372 (Sun.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 485.878
Tm /Ty2 1 Tf [ (F) 15 (aster) -262 (r) 20 (-cnn:) -335 (T) 80 (o) 25 (w) 10
(ards) -262 (real-time) -262 (object) -262 (detection) -263 (with) -262 (re)
15 (gion) ] TJ ET BT 8.9664 0 0 8.9664 70.031 474.919 Tm /Ty2 1 Tf [ (proposal)
-250 (netw) 10 (orks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 151.113 474.919
Tm /Ty4 1 Tf (NIPS) Tj ET BT 8.9664 0 0 8.9664 170.041 474.919 Tm /Ty2 1 Tf
[ (,) -250 (2015.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 197.9265 474.919
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 464.956 Tm
/Ty2 1 Tf ([46]) Tj ET BT 8.9664 0 0 8.9664 70.03534 464.956 Tm /Ty2 1 Tf
[ (Ignacio) -256 (Rocco,) -258 (Relja) -256 (Arandjelo) 15 (vi) ] TJ ET BT
8.9664 0 0 8.9664 191.103 465.001 Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 190.605 464.956
Tm /Ty2 1 Tf [ (c,) -258 (and) -256 (Josef) -256 (Si) 25 (vic.) -381 (End-to-)
] TJ ET BT 8.9664 0 0 8.9664 70.031 453.997 Tm /Ty2 1 Tf [ (end) -241 (weakly-supervised)
-241 (semantic) -242 (alignme) 1 (nt.) -341 (In) ] TJ ET BT 8.9664 0 0 8.9664 239.367 453.997
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 261.783 453.997 Tm /Ty2 1 Tf
[ (,) -241 (2018.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 70.031 443.039
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 433.076 Tm
/Ty2 1 Tf ([47]) Tj ET BT 8.9664 0 0 8.9664 70.03534 433.076 Tm /Ty2 1 Tf
[ (Y) 110 (ossi) -358 (Rubner) 40 (,) -387 (Carlo) -359 (T) 80 (omasi,) -386
(and) -359 (Leonidas) -359 (J) -359 (Guibas.) -708 (The) ] TJ ET BT 8.9664 0 0 8.9664 70.031 422.117
Tm /Ty2 1 Tf [ (earth) -252 (mo) 15 (v) 15 <6572d5> 55 (s) -252 (distance) -251
(as) -252 (a) -252 (metric) -252 (for) -251 (image) -252 (retrie) 25 (v) 25
(al.) ] TJ ET BT 8.9664 0 0 8.9664 265.695 422.117 Tm /Ty4 1 Tf (IJCV) Tj
ET BT 8.9664 0 0 8.9664 284.12 422.117 Tm /Ty2 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 70.031 411.158
Tm /Ty2 1 Tf (2000.) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 93.4333 411.158
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 401.195 Tm
/Ty2 1 Tf ([48]) Tj ET BT 8.9664 0 0 8.9664 70.03534 401.195 Tm /Ty2 1 Tf
[ (Olg) 5 (a) -221 (Russak) 10 (o) 15 (vsk) 15 (y) 65 (,) -228 (Ji) 1 (a)
-222 (Deng,) -227 (Hao) -222 (Su,) -227 (Jonathan) -222 (Krause,) -227 (San-)
] TJ ET BT 8.9664 0 0 8.9664 70.031 390.237 Tm /Ty2 1 Tf [ (jee) 25 (v) -312
(Sathees) 1 (h,) -327 (Sean) -312 (Ma,) -327 (Zhiheng) -311 (Huang,) -327
(Andrej) -312 (Karpath) 5 (y) 65 (,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 379.278
Tm /Ty2 1 Tf [ (Aditya) -426 (Khosla,) -470 (Michael) -426 (Bernstei) 1 (n,)
-470 (et) -426 (al.) -923 (Imagenet) -426 (lar) 18 (ge) ] TJ ET BT 8.9664 0 0 8.9664 70.031 368.319
Tm /Ty2 1 Tf [ (scale) -250 (visual) -250 (recognition) -250 (challenge.)
] TJ ET BT 8.9664 0 0 8.9664 196.769 368.319 Tm /Ty4 1 Tf (IJCV) Tj ET BT
8.9664 0 0 8.9664 215.195 368.319 Tm /Ty2 1 Tf [ (,) -250 (2015.) ] TJ ET
/Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 243.0805 368.319 Tm /Ty2 1 Tf (5) Tj
ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 247.5637 368.319 Tm /Ty2 1 Tf (,) Tj
ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 252.0469 368.319 Tm /Ty2 1 Tf (7)
Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 358.356 Tm /Ty2 1 Tf ([49])
Tj ET BT 8.9664 0 0 8.9664 70.03534 358.356 Tm /Ty2 1 Tf [ (P) 15 (atrice)
-502 (Y) -502 (Simard,) -566 (Y) 100 (ann) -503 (A) -502 (LeCun,) -566 (John)
-502 (S) -503 (Denk) 10 (er) 40 (,) -565 (and) ] TJ ET BT 8.9664 0 0 8.9664 70.031 347.397
Tm /Ty2 1 Tf [ (Bernard) -576 (V) 60 (ictorri.) -1404 (T) 35 (ransformation)
-576 (in) 40 (v) 25 (ariance) -577 (in) -576 (pattern) ] TJ ET BT 8.9664 0 0 8.9664 70.031 336.438
Tm /Ty2 1 Tf [ (recognitiontangent) -354 (distance) -354 (and) -354 (tangent)
-353 (propag) 5 (ation.) -693 (In) ] TJ ET BT 8.9664 0 0 8.9664 70.031 325.479
Tm /Ty4 1 Tf [ (Neur) 15 (al) -250 (networks:) -310 (tric) 20 (ks) -250 (of)
-250 (the) -250 (tr) 15 (ade) ] TJ ET BT 8.9664 0 0 8.9664 198.383 325.479
Tm /Ty2 1 Tf [ (.) -250 (1998.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 226.2685 325.479
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 315.517 Tm
/Ty2 1 Tf ([50]) Tj ET BT 8.9664 0 0 8.9664 70.03534 315.517 Tm /Ty2 1 Tf
[ (Oriane) -310 (Sim) ] TJ ET BT 8.9664 0 0 8.9664 112.159 315.562 Tm /Ty2
1 Tf Tj ET BT 8.9664 0 0 8.9664 111.662 315.517 Tm /Ty2 1 Tf [ (eoni,)
-325 (Y) 100 (annis) -310 (A) 74 (vrithis,) -325 (and) -310 (Ondrej) -310
(Chum.) -552 (Local) ] TJ ET BT 8.9664 0 0 8.9664 70.031 304.558 Tm /Ty2 1
Tf [ (features) -325 (and) -325 (visual) -325 (w) 10 (ords) -325 (emer) 18
(ge) -325 (in) -326 (act) 1 (i) 25 (v) 25 (ations.) -601 (In) ] TJ ET BT 8.9664 0 0 8.9664 261.704 304.558
Tm /Ty4 1 Tf (CVPR) Tj ET BT 8.9664 0 0 8.9664 284.12 304.558 Tm /Ty2 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 70.031 293.599 Tm /Ty2 1 Tf (2019.) Tj ET /Cs2
cs 1 0 0 sc BT 8.9664 0 0 8.9664 93.4333 293.599 Tm /Ty2 1 Tf (2) Tj ET /Cs1
cs 0 sc BT 8.9664 0 0 8.9664 50.112 283.636 Tm /Ty2 1 Tf ([51]) Tj ET BT 8.9664 0 0 8.9664 70.03534 283.636
Tm /Ty2 1 Tf [ (Karen) -275 (Simon) 15 (yan) -275 (and) -276 (Andre) 25 (w)
-275 (Zisserman.) -442 (V) 111 (ery) -275 (deep) -275 (con) 40 (v) 20 (o-)
] TJ ET BT 8.9664 0 0 8.9664 70.031 272.677 Tm /Ty2 1 Tf [ (lutional) -198
(netw) 10 (orks) -198 (for) -199 (lar) 18 (ge-scale) -198 (image) -198 (recognition.)
-248 (In) ] TJ ET BT 8.9664 0 0 8.9664 264.69 272.677 Tm /Ty4 1 Tf (ICLR)
Tj ET BT 8.9664 0 0 8.9664 284.12 272.677 Tm /Ty2 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 70.031 261.719
Tm /Ty2 1 Tf (2015.) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 93.4333 261.719
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 251.756 Tm
/Ty2 1 Tf ([52]) Tj ET BT 8.9664 0 0 8.9664 70.03534 251.756 Tm /Ty2 1 Tf
[ (Cecil) 1 (ia) -276 (Summers) -275 (and) -275 (Michael) -275 (J) -275 (Dinneen.)
-441 (Impro) 15 (v) 15 (ed) -275 (mix) 15 (ed-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 240.797
Tm /Ty2 1 Tf [ (e) 15 (xample) -250 (data) -250 (augmentation.) -360 (In)
] TJ ET BT 8.9664 0 0 8.9664 183.688 240.797 Tm /Ty4 1 Tf [ (W) 60 (A) 30
(CV) ] TJ ET BT 8.9664 0 0 8.9664 207.287 240.797 Tm /Ty2 1 Tf [ (,) -250
(2019.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 235.1725 240.797 Tm
/Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 230.834 Tm /Ty2
1 Tf ([53]) Tj ET BT 8.9664 0 0 8.9664 70.03534 230.834 Tm /Ty2 1 Tf [ (Christ)
1 (ian) -303 (Sze) 15 (gedy) 65 (,) -316 (W) 80 (oj) 1 (ciech) -303 (Zaremba,)
-315 (Ilya) -303 (Sutsk) 10 (e) 25 (v) 15 (er) 40 (,) -315 (Joan) ] TJ ET
BT 8.9664 0 0 8.9664 70.031 219.875 Tm /Ty2 1 Tf [ (Bruna,) -236 (Dumitru)
-233 (Erhan,) -236 (Ian) -232 (Goodfello) 25 (w) 65 (,) -236 (and) -233 (Rob)
-233 (Fer) 18 (gus.) -322 (In-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 208.917
Tm /Ty2 1 Tf [ (triguing) -250 (properties) -250 (of) -250 (neural) -250 (netw)
10 (orks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 221.086 208.917 Tm /Ty4
1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 240.516 208.917 Tm /Ty2 1 Tf [ (,)
-250 (2014.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 268.4015 208.917
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 198.954 Tm
/Ty2 1 Tf ([54]) Tj ET BT 8.9664 0 0 8.9664 70.03534 198.954 Tm /Ty2 1 Tf
[ (Ryo) -211 (T) 80 (akahas) 1 (hi,) -219 (T) 80 (akashi) -211 (Matsubara,)
-219 (and) -211 (K) 15 (uniaki) -211 (Uehara.) -275 (Ri-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 187.995
Tm /Ty2 1 Tf [ (cap:) -432 (Random) -311 (image) -311 (cropping) -311 (and)
-311 (patching) -311 (data) -311 (augmenta-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 177.036
Tm /Ty2 1 Tf [ (tion) -250 (for) -250 (deep) -250 (cnns.) -360 (In) ] TJ ET
BT 8.9664 0 0 8.9664 149.706 177.036 Tm /Ty4 1 Tf [ (A) 30 (CML) ] TJ ET BT
8.9664 0 0 8.9664 173.35 177.036 Tm /Ty2 1 Tf [ (,) -250 (2018.) ] TJ ET /Cs2
cs 1 0 0 sc BT 8.9664 0 0 8.9664 201.2355 177.036 Tm /Ty2 1 Tf (2) Tj ET /Cs1
cs 0 sc BT 8.9664 0 0 8.9664 50.112 167.073 Tm /Ty2 1 Tf ([55]) Tj ET BT 8.9664 0 0 8.9664 70.03534 167.073
Tm /Ty2 1 Tf [ (Sunil) -255 (Thulasidasan,) -257 (Gopinath) -256 (Chennupati,)
-257 (Jef) 25 (f) -256 (Bilmes,) -257 (T) 80 (an-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 156.115
Tm /Ty2 1 Tf [ (mo) 10 (y) -386 (Bhattacharya,) -419 (and) -386 (Sara) 1 (h)
-386 (Michalak.) -794 (On) -385 (mixup) -386 (train-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 145.156
Tm /Ty2 1 Tf [ (ing:) -285 (Impro) 15 (v) 15 (ed) -199 (calibration) -199
(and) -199 (predicti) 25 (v) 15 (e) -199 (uncertainty) -200 (for) -199 (deep)
] TJ ET BT 8.9664 0 0 8.9664 70.031 134.197 Tm /Ty2 1 Tf [ (neural) -250 (netw)
10 (orks.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 142.64 134.197 Tm /Ty4 1
Tf (NeurIPS) Tj ET BT 8.9664 0 0 8.9664 173.52 134.197 Tm /Ty2 1 Tf [ (,)
-250 (2019.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 201.4055 134.197
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 124.234 Tm
/Ty2 1 Tf ([56]) Tj ET BT 8.9664 0 0 8.9664 70.03534 124.234 Tm /Ty2 1 Tf
[ (Y) 111 (uji) -522 (T) 80 (ok) 10 (ozume,) -591 (Y) 110 (oshitaka) -522
(Ushiku,) -591 (and) -523 (T) 80 (atsuya) -522 (Harada.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 113.275
Tm /Ty2 1 Tf [ (Learning) -626 (from) -627 (between-class) -626 (e) 15 (xamples)
-627 (for) -626 (deep) -627 (sound) ] TJ ET BT 8.9664 0 0 8.9664 70.031 102.316
Tm /Ty2 1 Tf [ (recognition.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 126.053 102.316
Tm /Ty4 1 Tf (ICLR) Tj ET BT 8.9664 0 0 8.9664 145.483 102.316 Tm /Ty2 1 Tf
[ (,) -250 (2018.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 173.3685 102.316
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 50.112 92.354 Tm
/Ty2 1 Tf ([57]) Tj ET BT 8.9664 0 0 8.9664 70.03534 92.354 Tm /Ty2 1 Tf [
(A) -299 (F) -299 (M) -299 (Uddin,) -311 (Mst.) -299 (Monira,) -312 (Wheemyung)
-299 (Shin,) -311 (T) 80 (aeChoong) ] TJ ET BT 8.9664 0 0 8.9664 70.031 81.395
Tm /Ty2 1 Tf [ (Chung,) -292 (and) -283 (Sung-Ho) -284 (Bae.) -467 (Salienc)
15 (yMix:) -377 (A) -283 (salienc) 15 (y) -284 (guided) ] TJ ET BT 8.9664 0 0 8.9664 328.781 710.037
Tm /Ty2 1 Tf [ (data) -517 (augmentation) -517 (strate) 15 (gy) -518 (for)
-517 (better) -517 (re) 15 (gularization.) -1215 (In) ] TJ ET BT 8.9664 0 0 8.9664 328.781 699.078
Tm /Ty4 1 Tf (ICML) Tj ET BT 8.9664 0 0 8.9664 350.202 699.078 Tm /Ty2 1 Tf
[ (,) -250 (2021.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 378.0875 699.078
Tm /Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 382.5707 699.078
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 387.0539 699.078
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 391.5371 699.078
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 396.0203 699.078
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 400.5035 699.078
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 404.9867 699.078
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 409.4699 699.078
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 413.9531 699.078
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 418.4363 699.078
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 422.9195 699.078
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 689.116 Tm
/Ty2 1 Tf ([58]) Tj ET BT 8.9664 0 0 8.9664 328.7853 689.116 Tm /Ty2 1 Tf
[ (V) 60 (ikas) -298 (V) 111 (erma,) -310 (Ale) 15 (x) -298 (Lamb,) -310 (Christopher)
-298 (Beckham,) -310 (Amir) -298 (Na-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 678.157
Tm /Ty2 1 Tf [ <6a61de2c> -268 (Ioannis) -264 (Mitliagkas,) -267 (Da) 20 (vid)
-264 (Lopez-P) 15 (az,) -268 (and) -264 (Y) 110 (oshua) -264 (Ben-) ] TJ ET
BT 8.9664 0 0 8.9664 328.781 667.198 Tm /Ty2 1 Tf [ (gio.) -283 (Manifold)
-215 (mixup:) -292 (Better) -215 (representations) -214 (by) -215 (interpolating)
] TJ ET BT 8.9664 0 0 8.9664 328.781 656.239 Tm /Ty2 1 Tf [ (hidden) -250
(states.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 390.532 656.239 Tm /Ty4 1
Tf (ICML) Tj ET BT 8.9664 0 0 8.9664 411.952 656.239 Tm /Ty2 1 Tf [ (,) -250
(2019.) ] TJ ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 439.8375 656.239 Tm
/Ty2 1 Tf (1) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 444.3207 656.239 Tm
/Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 448.8039 656.239
Tm /Ty2 1 Tf (2) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 453.2871 656.239
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 457.7703 656.239
Tm /Ty2 1 Tf (3) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 462.2535 656.239
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 466.7367 656.239
Tm /Ty2 1 Tf (5) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 471.2199 656.239
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 475.7031 656.239
Tm /Ty2 1 Tf (6) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 480.1863 656.239
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 484.6695 656.239
Tm /Ty2 1 Tf (7) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 489.1527 656.239
Tm /Ty2 1 Tf (,) Tj ET /Cs2 cs 1 0 0 sc BT 8.9664 0 0 8.9664 493.6359 656.239
Tm /Ty2 1 Tf (8) Tj ET /Cs1 cs 0 sc BT 8.9664 0 0 8.9664 308.862 646.276 Tm
/Ty2 1 Tf ([59]) Tj ET BT 8.9664 0 0 8.9664 328.7853 646.276 Tm /Ty2 1 Tf
(C) Tj ET BT 8.9664 0 0 8.9664 335.259 646.321 Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 334.762 646.276
Tm /Ty2 1 Tf [ (edric) -337 (V) 60 (illani.) ] TJ ET BT 8.9664 0 0 8.9664 388.035 646.276
Tm /Ty4 1 Tf [ (Optimal) -337 (tr) 15 (ansport:) -483 (old) -337 (and) -337
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(W) 80 (einzaepfel,) -294 (Jerome) -285 (Re) 25 (v) 25 (aud,) -293 (Zaid)
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(Aude) -268 (Oli) 25 (v) 25 (a,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 539.676
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(database:) -740 (Lar) 18 (ge-scale) -465 (scene) ] TJ ET BT 8.9664 0 0 8.9664 328.781 528.717
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(zoo.) -360 (In) ] TJ ET BT 8.9664 0 0 8.9664 452.4 528.717 Tm /Ty4 1 Tf (CVPR)
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(Lsun:) -507 (Construction) -348 (of) -348 (a) ] TJ ET BT 8.9664 0 0 8.9664 328.781 464.956
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