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PoP-Net: Pose Over Parts Network for Multi-Person 3D Pose Estimation From a Depth ImageYuliang Guo Zhong Li Zekun Li Xiangyu Du Shuxue Quan Yi XuIEEE Winter Conference on Applications of Computer Vision
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-250 (methods:) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 278.976 536.703
Tm /Ty2 1 Tf [ (methods) -250 (are) -250 (compared) -250 (on) -250 (tw) 10
(o) -250 (e) 15 (xamples) -250 (from) -250 (MP-3DHP) -250 (testing) -250 (set.)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 504.874 Tm /Ty2 1 Tf
[ (on) -297 (a) -297 (tw) 10 (o-stage) -297 (pipeline) -297 (where) -297 (the)
-297 -297 (stage) -297 (detects) -297 (object) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 492.919 Tm /Ty2 1 Tf [ (bounding) -382 (box)
15 (es,) -416 (and) -383 (t) 1 (he) -383 (second) -382 (stage) -383 (estimates)
-382 (the) -383 (pose) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 480.964
Tm /Ty2 1 Tf [ (within) -251 (each) -251 ([21,) -252 (7,) -251 (36].) -314
(T) 80 (w) 10 (o-stage) -251 (methods) -251 (can) -251 (be) -251 (v) 15 (ery)
-252 (ac-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 469.009
Tm /Ty2 1 Tf [ (curate,) -237 (as) -234 (sho) 25 (wn) -234 (in) -234 (Figure)
-233 (2) -234 (\(Y) 110 (olo-A2J\),) -234 (b) 20 (ut) -234 (not) -234 (as)
-234 (ef) 25 (cient) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 457.053
Tm /Ty2 1 Tf [ (when) -287 (more) -287 (human) -287 (beings) -287 (appear)
-287 (in) -287 (an) -287 (image.) -422 (In) -287 (addition,) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 445.098 Tm /Ty2 1 Tf [ (more) -272 (sophisticated)
-272 (design) -272 (is) -272 (required) -272 (to) -272 (solv) 15 (e) -272
(the) -272 (compati-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 433.143
Tm /Ty2 1 Tf [ (bility) -284 (issue) -284 (between) -283 (pose) -284 (estimation)
-284 (and) -284 (bounding) -284 (box) -284 (de-) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 50.112 421.188 Tm /Ty2 1 Tf [ (tection) -219 ([7,) -220
(24].) -300 (The) -219 (third) -220 (idea) -219 (is) -220 (to) -219 (detect)
-220 (human) -219 (poses) -220 (from) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 409.233
Tm /Ty2 1 Tf (part) Tj ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 65.604 412.848
Tm /Ty2 1 Tf (1) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 71.722 409.233
Tm /Ty2 1 Tf [ (detection) -214 (and) -214 (association) -214 ([10,) -214
(18,) -214 (3,) -214 (14,) -215 (16].) -298 (Although) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 397.278 Tm /Ty2 1 Tf [ (part) -282 (detection)
-283 (can) -282 (be) -283 (rather) -282 (ef) 25 (cient,) -291 (s) 1 (o) -1
(l) 1 (ving) -283 (the) -282 (part) -283 (asso-) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 50.112 385.322 Tm /Ty2 1 Tf [ (ciation) -323 (problem)
-322 (is) -323 (usually) -323 (time) -323 (consuming.) -528 (OpenPose) -323
([3]) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 373.367 Tm /Ty2
1 Tf [ (g) 5 (ained) -253 (its) -253 (popularity) -253 (for) -252 (introducing)
-253 (an) -253 (ef) 25 (cient) -253 (solution) -253 (to) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 361.412 Tm /Ty2 1 Tf [ (solv) 15 (e) -220 (the)
-221 (association,) -226 (resulting) -220 (in) -221 (a) -220 (netw) 10 (ork)
-220 (beneting) -221 (from) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 349.457
Tm /Ty2 1 Tf [ (both) -372 (the) -372 (single-shot) -373 (pipeline) -372 (with)
-372 (high) -372 (ef) 25 (cienc) 15 (y) -372 (and) -373 (the) ] TJ ET Q q
1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 337.502 Tm /Ty2 1 Tf [ (part-based)
-296 (dense) -295 (representation) -296 (with) -295 (high) -296 (positional)
-296 (preci-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 325.546
Tm /Ty2 1 Tf [ (sion.) -545 (Ho) 25 (we) 25 (v) 15 (er) 40 (,) -348 (a) -328
(pure) -328 (bottom-up) -329 (method) -328 (does) -328 (not) -328 (ha) 20
(v) 15 (e) -329 (a) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 313.591
Tm /Ty2 1 Tf [ (global) -258 (sense,) -261 (so) -258 (that) -259 (it) -258
(is) -259 (rather) -258 (sensiti) 25 (v) 15 (e) -259 (to) -258 (occlusion,)
-261 (trun-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 301.636
Tm /Ty2 1 Tf [ (cation,) -224 (and) -217 (ambiguities) -217 (in) -217 (symmetric)
-217 (limbs) -217 (\(Figure) -217 (2) -217 (Open-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 289.681 Tm /Ty2 1 Tf [ (Pose+\).) -306 (Moreo)
15 (v) 15 (er) 40 (,) -241 (dependenc) 15 (y) -238 (on) -239 (the) -238 (bipartite)
-238 (matching) -239 (in) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 277.726
Tm /Ty2 1 Tf [ (assembling) -331 (parts) -331 (presents) -332 (the) -331 (part)
-331 (predictions) -331 (from) -332 (dif) 25 (fer) 20 (-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 265.771 Tm /Ty2 1 Tf [ (entiable) -290 (inte)
15 (grati) 1 (on) -290 (with) -290 (global) -289 (reasoning,) -300 (which)
-289 (may) -290 (sys-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 253.815
Tm /Ty2 1 Tf [ (tematically) -250 (block) -250 (a) -250 (solution) -250 (from)
-250 (end-to-end) -250 (training) -250 ([16].) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 62.067 241.86 Tm /Ty2 1 Tf [ (De) 25 (v) 15 (eloping)
-334 (a) -333 (depth) -334 (image-based) -334 (multi-pers) 1 (on) -334 (3D)
-334 (pose) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 229.905
Tm /Ty2 1 Tf [ (estimation) -388 (from) -388 (a) -388 (well-established) -388
(RGB) -388 (image-based) -388 (2D) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 217.95
Tm /Ty2 1 Tf [ (method) -488 ([21,) -488 (26,) -489 (3]) -488 (is) -488 (conceptually)
-488 (simple) -488 (for) -489 (t) 1 (w) 10 (o) -489 (rea-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 205.995 Tm /Ty2 1 Tf [ (sons:) -495 (some)
-342 (schemes) -343 (to) -342 (handle) -343 (multi-person) -342 (detection)
-343 (can) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 194.04 Tm
/Ty2 1 Tf [ (be) -392 (shared;) -463 (3D) -392 (information) -392 (is) -392
(partially) -392 (a) 20 (v) 25 (ailable) -392 (from) -392 (the) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 182.084 Tm /Ty2 1 Tf [ (input)
-363 ([6,) -363 (36].) -648 (As) -363 (a) -363 (result,) -391 (a) -363 (depth)
-363 (image-based) -363 (approach) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 170.129
Tm /Ty2 1 Tf [ (may) -311 (not) -311 (necessarily) -311 (require) -311 (as)
-311 (man) 15 (y) -311 (sophisticated) -311 (designs) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 158.174 Tm /Ty2 1 Tf [ (as) -233 (methods)
-232 (aiming) -233 (to) -232 (estimate) -233 (3D) -232 (poses) -233 (from)
-233 (a) -232 (single) -233 (RGB) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 146.219
Tm /Ty2 1 Tf [ (image) -296 ([17,) -297 (16].) -449 (Ho) 25 (we) 25 (v) 15
(er) 40 (,) -308 (RGB-based) -297 (methods) -296 (and) -297 (depth-) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 134.264 Tm /Ty2 1 Tf [ (based)
-226 (methods) -227 (usually) -226 (focus) -226 (on) -226 (dif) 25 (ferent)
-227 (challenges.) -302 (While) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 122.309
Tm /Ty2 1 Tf [ (some) -308 (RGB-based) -308 (methods) -308 (spend) -308 (more)
-309 (ef) 25 (fort) -308 (in) -308 (dif) 25 (ferenti-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 110.353 Tm /Ty2 1 Tf [ (ating) -345 (people)
-345 (cluttered) -344 (in) -345 (a) -345 (lar) 18 (ge) -345 (scene) -344 ([3,)
-345 (2],) -369 (depth-based) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 98.398
Tm /Ty2 1 Tf [ (methods) -257 ([14,) -257 (36]) -257 (focus) -256 (more) -257
(on) -257 (reco) 15 (v) 15 (ering) -257 (highly) -257 (accurate) ] TJ ET Q
0.398 w q 1 0 0 1 50.112 90.679 cm 0 0 m 94.499 0 l S Q q 1 0 0 1 0 0 cm BT
5.9776 0 0 5.9776 60.971 83.813 Tm /Ty2 1 Tf (1) Tj ET Q q 1 0 0 1 0 0 cm
BT 7.9701 0 0 7.9701 64.458 81 Tm /Ty2 1 Tf [ (The) -250 (denitions) -250
(of) -250 -250 (and) -250 -250 (are) -250 (interchangeable)
-250 (in) -250 (this) -250 (paper) 55 (.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 504.874
Tm /Ty2 1 Tf [ (3D) -351 (poses) -351 (of) -351 (fe) 25 (wer) -351 (people)
-352 (presented) -351 (in) -351 (a) -351 (closer) -351 (range.) -614 (In)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 492.919 Tm /Ty2 1
Tf [ (practice,) -224 (to) -218 (de) 25 (v) 15 (elop) -219 (a) -218 (depth-based)
-218 (method) -218 (that) -218 (rob) 20 (ustly) -218 (pre-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 480.964 Tm /Ty2 1 Tf [ (dicts) -285 (3D) -285
(poses) -285 (in) -285 (a) -285 (multi-person) -285 (scenario) -286 (is) -285
(v) 15 (ery) -285 (challeng-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 469.009
Tm /Ty2 1 Tf [ (ing) -250 (due) -250 (to) -250 (noisy) -250 (depth) -250 (inputs)
-250 (and) -250 (hea) 20 (vy) -250 (occlusions.) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 320.817 456.785 Tm /Ty2 1 Tf [ (In) -205 (this) -206
(paper) 40 (,) -214 (we) -205 (present) -206 (a) -205 (method) -205 (called)
-206 (Pose-o) 15 (v) 15 (er) 20 (-P) 15 (arts) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 444.83 Tm /Ty2 1 Tf [ (Netw) 10 (ork) -343 (\()
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 350.361 444.83 Tm /Ty1 1 Tf
[ (P) 20 (oP-Net) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 385.569 444.83
Tm /Ty2 1 Tf [ (\)) -343 (to) -344 (estimate) -343 (multiple) -344 (3D) -343
(poses) -344 (from) -343 (a) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 432.875
Tm /Ty2 1 Tf [ (depth) -353 (image.) -621 (As) -353 (illustrated) -353 (in)
-354 (Figure) -353 (1,) -379 (the) -354 (main) -353 (idea) -354 (of) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 420.92 Tm /Ty2 1 Tf [ (PoP-Net)
-300 (is) -299 (to) -300 (e) 15 (xplicitly) -299 (fuse) -300 (the) -300 (predicted)
-299 (bottom-up) -300 (parts) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 408.965
Tm /Ty2 1 Tf [ (and) -247 (top-do) 25 (wn) -246 (global) -247 (poses) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 6.9738 0 0 6.9738 415.602 412.58 Tm /Ty2 1 Tf (2)
Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 419.587 408.965 Tm /Ty2 1 Tf
[ (.) -309 (This) -247 (fusion) -246 (process) -247 (is) -247 (enabled) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 397.01 Tm /Ty2 1 Tf
[ (by) -486 (a) -486 (ne) 25 (w) -486 (intermediate) -486 (representation,)
-545 (called) -486 (T) 35 (runcated-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 385.054
Tm /Ty2 1 Tf [ (P) 15 (art-Displacement-Field) -453 (\(TPDF\),) -453 (which)
-453 (is) -453 (a) -454 (v) 15 (ector) -453 ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 373.099 Tm /Ty2 1 Tf [ (that) -304 (records)
-303 (the) -304 (v) 15 (ector) -303 (pointing) -304 (to) -303 (the) -304 (closest)
-303 (part) -304 (location) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 361.144
Tm /Ty2 1 Tf [ (at) -269 (e) 25 (v) 15 (ery) -268 (2D) -269 (position.) -365
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] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 349.189 Tm /Ty2 1
Tf [ (v) 25 (alid) -250 (global) -250 (pose) -250 (to) 25 (w) 10 (ards) -249
(more) -250 (positionally) -250 (precise) -250 (part) -250 (lo-) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 337.234 Tm /Ty2 1 Tf [ (cation)
-313 (so) -313 (that) -313 (the) -314 (adv) 25 (antages) -313 (of) -313 (global)
-313 (pose) -313 (and) -314 (local) -313 (part) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 325.278 Tm /Ty2 1 Tf [ (detection) -250 (can)
-250 (be) -250 (naturally) -250 (unied.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 320.817 313.055
Tm /Ty2 1 Tf [ (At) -442 (the) -443 (same) -442 (time,) -490 (we) -443 (release)
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-224 (Multi-Person) -225 (3D) -225 (Human) -224 (Pose) -225 (Dataset) -225
(\(MP-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 289.145 Tm
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25 (v) 15 (elopment) -398 (of) -398 (3D) -398 (pose) -398 (estima-) ] TJ ET
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-424 (methods) -424 (generalizable) -425 (to) -424 (no) 15 (v) 15 (el) -424
(background) -424 (and) -425 (un-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 265.235
Tm /Ty2 1 Tf [ (observ) 15 (ed) -404 (multi-person) -404 (congurations) -404
(in) -404 (real-w) 10 (orld) -404 (appli-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 253.279
Tm /Ty2 1 Tf [ (cations.) -1099 (Although) -513 (there) -513 (are) -513 (a)
-513 (decent) -513 (amount) -513 (of) -513 (RGB) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 241.324 Tm /Ty2 1 Tf [ (datasets) -295 ([11,)
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-295 (art,) -306 (there) -295 (are) -295 (limited) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 229.369 Tm /Ty2 1 Tf [ (high-quality) -397
(depth) -397 (datasets.) -752 (The) -397 (released) -397 (dataset) -398 (i)
1 (s) -398 (con-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 217.414
Tm /Ty2 1 Tf [ (structed) -216 (to) -216 (co) 15 (v) 15 (er) -217 (most) -216
(of) -216 (the) -216 (essential) -216 (aspects) -216 (of) -217 (visual) -216
(v) 25 (ari-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 205.459
Tm /Ty2 1 Tf [ (ance) -266 (related) -267 (to) -266 (3D) -266 (human) -267
(pose) -266 (estimation,) -270 (and) -267 (particularly) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 193.504 Tm /Ty2 1 Tf [ (to) -250 (promote)
-250 (the) -250 (de) 25 (v) 15 (elopment) -250 (of) -250 (multi-person) -250
(methods.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 320.817 181.28
Tm /Ty2 1 Tf [ (The) -413 (contrib) 20 (ution) -414 (of) -413 (this) -413
(paper) -413 (is) -414 (four) -413 (fold.) -800 (First,) -454 (we) ] TJ ET
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-310 (an) -309 (ef) 25 (cient) -310 (frame) 25 (w) 10 (ork) -309 (that) -310
(predicts) -309 (multiple) -310 (3D) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 157.37
Tm /Ty2 1 Tf [ (poses) -250 (in) -250 (a) -250 (single) -250 (shot.) -310
(Second,) -250 (we) -251 (propose) -250 (a) -250 (ne) 25 (w) -250 (part-le)
25 (v) 15 (el) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 145.415
Tm /Ty2 1 Tf [ (representation) -358 (called) -358 (TPDF) 80 (,) -359 (which)
-358 (enables) -358 (an) -358 (e) 15 (xplicit) -359 (fu-) ] TJ ET Q q 1 0 0 1 0 0
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(global) -324 (poses) -325 (and) -324 (part-le) 25 (v) 15 (el) -324 (representations.)
-534 (Third,) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 121.504
Tm /Ty2 1 Tf [ (we) -372 (introduce) -373 (a) -372 (mode) -373 (selection)
-372 (scheme) -372 (that) -373 (automatically) ] TJ ET Q q 1 0 0 1 0 0 cm
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(the) -331 (conict) -330 (between) -331 (local) -331 (and) -331 (global)
-331 (predictions.) ] TJ ET Q q 1 0 0 1 308.862 100.144 cm 0 0 m 94.499 0
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[ (Poses) -262 (predicted) -262 (from) -262 (a) -262 (single-shot) -262 (netw)
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-250 (with) -250 (split) -250 (and) -250 (mer) 18 (ge.) -310 (PoP-Net) -250
(outputs) -250 (three) -250 (part-le) 25 (v) 15 (el) -250 (maps) -250 (and)
-250 (a) -250 (global) -250 (pose) -250 (map.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 563.162
Tm /Ty2 1 Tf [ (Finally) 65 (,) -554 (we) -493 (release) -493 (a) -493 (comprehensi)
25 (v) 15 (e) -493 (depth) -493 (image-based) ] TJ ET BT 9.9626 0 0 9.9626 50.112 551.207
Tm /Ty2 1 Tf [ (dataset) -451 (to) -451 (f) 10 (acilitate) -450 (the) -451
(de) 25 (v) 15 (elopment) -451 (of) -451 (multi-person) -451 (3D) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 539.252 Tm /Ty2 1 Tf [ (pose) -250 (estimation)
-250 (methods) -250 (to) -250 (tackle) -250 (real-w) 10 (orld) -250 (challenges.)
] TJ ET BT 11.9552 0 0 11.9552 50.112 512.099 Tm /Ty1 1 Tf [ (2.) -250 (P)
20 (ose-o) 10 (v) 10 (er) 37 (-P) 10 (arts) -250 (Netw) 10 (ork) ] TJ ET BT
9.9626 0 0 9.9626 62.067 492.089 Tm /Ty2 1 Tf [ (In) -191 (this) -192 (paper)
40 (,) -203 (we) -191 (present) -192 (a) -191 (ne) 25 (w) -191 (method,) -203
(called) -192 (Pose-o) 15 (v) 15 (er) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 480.134
Tm /Ty2 1 Tf [ (P) 15 (arts) -237 (Netw) 10 (ork) -236 (\(PoP-Net\),) -239
(for) -237 (multi-person) -237 (3D) -236 (pose) -237 (estima-) ] TJ ET BT
9.9626 0 0 9.9626 50.112 468.179 Tm /Ty2 1 Tf [ (tion) -272 (from) -272 (a)
-272 (depth) -272 (image.) -376 (Our) -272 (method) -273 -272 (uses)
-272 (an) -272 (ef) 25 (cient) ] TJ ET BT 9.9626 0 0 9.9626 50.112 456.224
Tm /Ty2 1 Tf [ (single-shot) -202 (netw) 10 (ork) -202 (to) -202 (predict)
-202 (part-le) 25 (v) 15 (el) -203 (representations) -202 (and) ] TJ ET BT
9.9626 0 0 9.9626 50.112 444.269 Tm /Ty2 1 Tf [ (global) -212 (poses,) -219
(and) -211 (then) -212 (fuses) -211 (the) -212 (positionally) -212 (precise)
-211 (part) -212 (de-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 432.313 Tm /Ty2
1 Tf [ (tection) -194 (and) -194 (structurally) -195 (v) 25 (alid) -194 (global)
-194 (poses) -194 (in) -194 (an) -195 (e) 15 (xplic) 1 (it) -195 (w) 10 (ay)
65 (.) ] TJ ET BT 9.9626 0 0 9.9626 62.067 419.277 Tm /Ty2 1 Tf [ (The) -237
(pipeline) -236 (of) -237 (PoP-Net) -236 (is) -237 (composed) -236 (of) -237
(a) -236 (backbone) -237 (net-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 407.322
Tm /Ty2 1 Tf [ (w) 10 (ork,) -228 (a) -223 (global) -223 (pose) -223 (netw)
10 (ork,) -229 (and) -223 (three) -223 (functional) -223 (branches:) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 395.367 Tm /Ty2 1 Tf [ (heatmap) -297 (branch,)
-309 (depth) -297 (branch,) -309 (and) -297 (TPDF) -298 (branch,) -309 (as)
-297 (illus-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 383.412 Tm /Ty2 1 Tf [ (trated)
-376 (i) 1 (n) -376 (Figure) -376 (3.) -686 (The) -376 (tw) 10 (o-stage) -375
(split-and-mer) 18 (ge) -376 (design) ] TJ ET BT 9.9626 0 0 9.9626 50.112 371.457
Tm /Ty2 1 Tf [ (is) -267 (inspired) -268 (by) -267 (OpenPose) -267 ([3]) -268
(and) -267 (mostly) -267 (follo) 25 (ws) -267 (the) -268 (simpli-) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 359.502 Tm /Ty2 1 Tf [ -347 (v) 15 (ersion)
-348 (applied) -347 (to) -348 (depth) -347 (input) -348 ([14].) -602 (PoP-Net)
-348 (outputs) ] TJ ET BT 9.9626 0 0 9.9626 50.112 347.546 Tm /Ty2 1 Tf [
(three) -283 (sets) -283 (of) -283 (part) -283 (maps) -283 (from) -283 (the)
-283 (second) -283 (stage) -283 (of) -283 (functional) ] TJ ET BT 9.9626 0 0 9.9626 50.112 335.591
Tm /Ty2 1 Tf [ (branches) -405 (and) -405 (an) -405 (anchor) 20 (-based) -405
(global) -405 (pose) -405 (map) -405 (from) -405 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 323.636
Tm /Ty2 1 Tf [ (global) -250 (pose) -250 (netw) 10 (ork.) ] TJ ET BT 9.9626 0 0 9.9626 62.067 310.6
Tm /Ty2 1 Tf [ (Supposing) -426 (a) -427 (human) -426 (body) -426 (includes)
] TJ ET BT 9.9626 0 0 9.9626 210.049 310.6 Tm /Ty7 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 223.47 310.6
Tm /Ty2 1 Tf [ (body) -426 (parts,) -471 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 298.645
Tm /Ty2 1 Tf [ (heatmap) -534 (branch) -534 (outputs) -535 (a) -534 (set)
-534 (of) -534 (part) -534 (condence) -535 (maps) ] TJ ET BT 9.9626 0 0 9.9626 50.112 286.69
Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 55.093 286.69 Tm /Ty7 1 Tf (H)
Tj ET BT 6.9738 0 0 6.9738 63.375 285.195 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 67.573 286.69
Tm /Ty8 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 72.554 290.951 Tm /Ty9 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 79.737 290.951 Tm /Ty10 1 Tf (+1) Tj ET BT 6.9738 0 0 6.9738 72.554 283.913
Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 76.254 283.913 Tm /Ty10 1 Tf (=1)
Tj ET BT 9.9626 0 0 9.9626 90.322 286.69 Tm /Ty2 1 Tf [ (,) -296 (where) -287
(each) ] TJ ET BT 9.9626 0 0 9.9626 144.069 286.69 Tm /Ty7 1 Tf (H) Tj ET
BT 6.9738 0 0 6.9738 152.351 285.195 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 159.407 286.69
Tm /Ty2 1 Tf [ (from) -287 (the) -287 ] TJ ET BT 9.9626 0 0 9.9626 215.024 286.69
Tm /Ty7 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 227.056 286.69 Tm /Ty2 1 Tf [
(maps) -287 (indicates) ] TJ ET BT 9.9626 0 0 9.9626 50.112 274.735 Tm /Ty2
1 Tf [ (the) -272 (condence) -272 (of) -272 (a) -272 (body) -272 (part) -272
(occurring) -273 (at) -272 (each) -272 (discrete) -272 (lo-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 262.779
Tm /Ty2 1 Tf [ (cation,) -350 (and) -330 (the) -331 (last) -330 (indicates)
-330 (background) -330 (condence.) -551 (The) ] TJ ET BT 9.9626 0 0 9.9626 50.112 250.824
Tm /Ty2 1 Tf [ (depth) -344 (branch) -344 (outputs) -344 (a) -344 (set) -343
(of) -344 (maps) ] TJ ET BT 9.9626 0 0 9.9626 197.501 250.824 Tm /Ty8 1 Tf
({) Tj ET BT 9.9626 0 0 9.9626 202.483 250.824 Tm /Ty7 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 210.731 249.33
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 214.929 250.824 Tm /Ty8 1 Tf (})
Tj ET BT 6.9738 0 0 6.9738 219.91 254.44 Tm /Ty9 1 Tf (K) Tj ET BT 6.9738 0 0 6.9738 219.91 248.231
Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 223.61 248.231 Tm /Ty10 1 Tf (=1)
Tj ET BT 9.9626 0 0 9.9626 234.195 250.824 Tm /Ty2 1 Tf [ (,) -367 (where)
-344 (each) ] TJ ET BT 9.9626 0 0 9.9626 50.112 238.869 Tm /Ty7 1 Tf (D) Tj
ET BT 6.9738 0 0 6.9738 58.36 237.375 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 65.049 238.869
Tm /Ty2 1 Tf [ (encodes) -250 (the) -250 (depth) -250 (v) 25 (alues) -250
(associated) -250 (with) -250 (part) ] TJ ET BT 9.9626 0 0 9.9626 248.24 238.869
Tm /Ty7 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 252.913 238.869 Tm /Ty2 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 62.067 225.833 Tm /Ty2 1 Tf [ (The) -343 (core)
-343 (of) -343 (our) -342 (method) -343 (is) -343 (a) -343 (ne) 25 (w) -343
(part-le) 25 (v) 15 (el) -343 (representa-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 213.878
Tm /Ty2 1 Tf [ (tion) -266 (called) -267 (T) 35 (runcated) -266 (P) 15 (art)
-267 (Displacement) -266 (Field) -266 (\(TPDF\).) -267 (F) 15 (or) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 201.923 Tm /Ty2 1 Tf [ (each) -211 (part) -210
(type) ] TJ ET BT 9.9626 0 0 9.9626 107.307 201.923 Tm /Ty7 1 Tf (j) Tj ET
BT 9.9626 0 0 9.9626 111.98 201.923 Tm /Ty2 1 Tf [ (,) -219 (TPDF) -210 (records)
-211 (a) -210 (displacement) -211 (v) 15 (ector) -211 (point-) ] TJ ET BT
9.9626 0 0 9.9626 50.112 189.968 Tm /Ty2 1 Tf [ (ing) -346 (to) -346 (the)
] TJ ET BT 9.9626 0 0 9.9626 93.108 189.968 Tm /Ty5 1 Tf (closest) Tj ET BT
9.9626 0 0 9.9626 123.851 189.968 Tm /Ty2 1 Tf [ (part) -346 (instance) -346
(at) -346 (e) 25 (v) 15 (ery) -346 (2D) -345 (position.) -598 (The) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 178.012 Tm /Ty2 1 Tf [ (TPDF) -289 (branch) -289
(outputs) -290 (TPDFs) -289 (represented) -289 (in) -289 (a) -289 (set) -290
(of) ] TJ ET BT 9.9626 0 0 9.9626 262.542 178.012 Tm /Ty5 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 266.995 178.012 Tm /Ty2 1 Tf (-axis) Tj ET BT 9.9626 0 0 9.9626 50.112 166.057
Tm /Ty2 1 Tf [ (displacement) -351 (maps) ] TJ ET BT 9.9626 0 0 9.9626 130.719 166.057
Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 135.7 166.057 Tm /Ty7 1 Tf (X)
Tj ET BT 6.9738 0 0 6.9738 143.954 164.563 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 148.152 166.057
Tm /Ty8 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 153.133 169.673 Tm /Ty9 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 153.133 163.464 Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 156.833 163.464
Tm /Ty10 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 170.92 166.057 Tm /Ty2 1 Tf
[ (and) -352 (a) -351 (set) -352 (of) ] TJ ET BT 9.9626 0 0 9.9626 223.105 166.057
Tm /Ty5 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 227.528 166.057 Tm /Ty2 1 Tf [
(-axis) -352 (displac) 1 (e-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 152.731
Tm /Ty2 1 Tf [ (ment) -367 (maps) ] TJ ET BT 9.9626 0 0 9.9626 98.372 152.731
Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 103.354 152.731 Tm /Ty7 1 Tf (Y)
Tj ET BT 6.9738 0 0 6.9738 109.138 151.236 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 113.335 152.731
Tm /Ty8 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 118.317 156.346 Tm /Ty9 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 118.317 150.138 Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 122.016 150.138
Tm /Ty10 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 132.602 152.731 Tm /Ty2 1 Tf
[ (.) -660 (The) -366 (no) 15 (v) 15 (elty) -367 (of) -367 (the) -366 (proposed)
-367 (TPDF) ] TJ ET BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty2 1 Tf [ (is)
-381 (tw) 10 (o) -381 (fold:) -571 (\(1\)) -381 (it) -381 (encodes) -381 (the)
-381 (displacement) -381 -381 (in) 40 (v) 20 (olv-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (ing) -388 (multiple) -387 (parts) -388 (of) -388 (the) -387
(same) -388 (type) -388 (in) -387 (a) -388 (single) -388 (map,) -422 (and)
] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865 Tm /Ty2 1 Tf [ (\(2\)) -290 (a)
] TJ ET BT 9.9626 0 0 9.9626 71.928 116.865 Tm /Ty5 1 Tf (truncated) Tj ET
BT 9.9626 0 0 9.9626 113.271 116.865 Tm /Ty2 1 Tf [ (ef) 25 (fecti) 25 (v)
15 (e) -290 (range) -290 (is) -290 (adopted,) -299 (which) -290 (is) -290
(critical) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (for)
-240 (training) -240 (CNN) -240 (models) -240 (that) -240 (are) -240 (able)
-241 (to) -240 (handle) -240 (multi-body) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (scenarios.) -468 (If) -302 (truncated) -303 (range) -302 (is)
-303 (not) -302 (applied) -303 (to) -303 (the) -302 (part) -303 (dis-) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf [ (placement) -246 -245
(in) 40 (v) 20 (olving) -246 (part) -246 (instances) -245 (from) -246 (multiple)
-246 (bod-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 563.162 Tm /Ty2 1 Tf [ (ies,)
-365 (the) -342 (training) -342 (of) -342 (con) 40 (v) 20 (olutional) -342
(k) 10 (ernels) -342 (will) -342 (be) -342 (confused) ] TJ ET BT 9.9626 0 0 9.9626 308.862 551.207
Tm /Ty2 1 Tf [ (by) -259 (image) -259 (patches) -259 (similar) -259 (in) -259
(appearance) -259 (b) 20 (ut) -259 (associated) -259 (with) ] TJ ET BT 9.9626 0 0 9.9626 308.862 539.252
Tm /Ty2 1 Tf [ (highly) -203 (dif) 25 (ferent) -204 (v) 15 (ectors,) -213
(because) -203 (a) -203 (pair) -204 (of) -203 (displacement) -204 (v) 15 (ec-)
] TJ ET BT 9.9626 0 0 9.9626 308.862 527.297 Tm /Ty2 1 Tf [ (tors) -357 (whose)
-357 (origins) -357 (are) -357 (close) -357 (to) -357 (each) -357 (other)
-357 (b) 20 (ut) -357 (pointing) -357 (to) ] TJ ET BT 9.9626 0 0 9.9626 308.862 515.341
Tm /Ty2 1 Tf [ (dif) 25 (ferent) -327 (part) -327 (ins) 1 (tances) -327 (may)
-327 (ha) 20 (v) 15 (e) -327 (lar) 18 (ge) -327 (dif) 25 (ference) -326 (in)
] TJ ET BT 0.0235 Tc 9.9626 0 0 9.9626 524.204 515.341 Tm /Ty7 1 Tf [ (X,)
-144 (Y) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 308.862 503.386 Tm /Ty2 1 Tf [
(v) 25 (alues.) -310 (The) -250 (ef) 25 (fecti) 25 (v) 15 (eness) -250 (of)
-250 (applying) -250 (the) -250 (truncated) -250 (range) -250 (is) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 491.431 Tm /Ty2 1 Tf [ (analyzed) -250 (in) -250
(detail) -250 (in) -250 (Section) -250 (4.3.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 479.476
Tm /Ty2 1 Tf [ (Compared) -257 (with) -257 (pre) 25 (vious) -257 (methods)
-257 (which) -257 (predict) -257 (person-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 467.521
Tm /Ty2 1 Tf [ (wise) -317 (part) -317 (displa) 1 (cements) -317 ([21,) -317
(36],) -333 (TPDF) -317 (operates) -317 (at) -317 (image) ] TJ ET BT 9.9626 0 0 9.9626 308.862 455.566
Tm /Ty2 1 Tf [ (le) 25 (v) 15 (el.) -545 (In) -328 (consequence,) -348 (PoP-Net)
-328 (not) -328 (only) -329 (handl) 1 (es) -329 (multiple) ] TJ ET BT 9.9626 0 0 9.9626 308.862 443.61
Tm /Ty2 1 Tf [ (bodies) -323 (in) -323 (one) -323 (pass) -323 (b) 20 (ut)
-323 (also) -323 (happens) -323 (to) -323 (be) -323 (less) -323 (sensiti)
25 (v) 15 (e) -323 (to) ] TJ ET BT 9.9626 0 0 9.9626 308.862 431.655 Tm /Ty2
1 Tf [ (proposal) -235 (error) 55 (.) -305 (While) -235 (compared) -235 (with)
-235 (the) -236 (P) 15 (art) -235 (Af) 25 (nity) -235 (Field) ] TJ ET BT
9.9626 0 0 9.9626 308.862 419.7 Tm /Ty2 1 Tf [ (introduced) -330 (in) -330
(OpenPose) -329 ([3],) -350 (TPDF) -330 (is) -329 (free) -330 (from) -330
(the) -330 (hea) 20 (vy) ] TJ ET BT 9.9626 0 0 9.9626 308.862 407.745 Tm /Ty2
1 Tf [ (bipartite) -203 (matching) -203 (process,) -212 (and) -204 (uses)
-203 (a) -203 (simple) -203 (fusion) -203 (process) ] TJ ET BT 9.9626 0 0 9.9626 308.862 395.79
Tm /Ty2 1 Tf [ (to) -306 (tak) 10 (e) -305 (adv) 25 (antage) -306 (of) -306
(both) -306 (global) -305 (poses) -306 (and) -306 (bottom-up) -306 (part)
] TJ ET BT 9.9626 0 0 9.9626 308.862 383.834 Tm /Ty2 1 Tf [ (detections.)
-295 (As) -206 (a) -206 (result,) -215 (PoP-Net) -206 (sho) 25 (ws) -206 (increased)
-206 (rob) 20 (ustness) ] TJ ET BT 9.9626 0 0 9.9626 308.862 371.879 Tm /Ty2
1 Tf [ (to) -289 (handling) -289 (truncation,) -298 (occlusion) -289 (and)
-289 (multi-person) -289 (conict) ] TJ ET BT 9.9626 0 0 9.9626 308.862 359.924
Tm /Ty2 1 Tf [ (compared) -250 (with) -250 (OpenPose.) ] TJ ET BT 9.9626 0 0 9.9626 320.817 347.969
Tm /Ty2 1 Tf [ (Finally) 65 (,) -219 (a) -211 (global) -212 (pose) -211 (map)
] TJ ET BT 9.9626 0 0 9.9626 426.244 347.969 Tm /Ty7 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 436.129 347.969
Tm /Ty2 1 Tf [ (is) -211 (re) 15 (gressed) -212 (from) -211 (the) -211 (global)
] TJ ET BT 9.9626 0 0 9.9626 308.862 336.014 Tm /Ty2 1 Tf [ (pose) -213 (netw)
10 (ork.) -298 (The) -213 (global) -213 (pose) -213 (netw) 10 (ork) -213 (is)
-213 (a) -214 (direct) -213 (e) 15 (xtension) ] TJ ET BT 9.9626 0 0 9.9626 308.862 324.059
Tm /Ty2 1 Tf [ (from) -349 (Y) 110 (olo2) -349 ([25],) -375 (where) -349 (both)
-349 (bounding) -349 (box) -349 (attrib) 20 (utes) -350 (and) ] TJ ET BT 9.9626 0 0 9.9626 308.862 312.103
Tm /Ty2 1 Tf [ (additional) -323 (3D) -324 (pose) -323 (attrib) 20 (utes)
-323 (are) -324 (re) 15 (gressed) -323 (with) -323 (respect) -324 (to) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 300.148 Tm /Ty2 1 Tf [ (the) -350 (anchors)
-351 (associated) -350 (with) -350 (each) -351 (grid.) -611 (A) -350 (set)
-350 (of) -351 (predicted) ] TJ ET BT 9.9626 0 0 9.9626 308.862 288.193 Tm
/Ty2 1 Tf [ (global) -260 (poses) -261 (are) -260 (then) -261 (e) 15 (xtracted)
-260 (via) -260 (conducting) -261 (NMS) -260 (on) -261 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 276.238
Tm /Ty2 1 Tf [ (global) -250 (pose) -250 (map) ] TJ ET BT 9.9626 0 0 9.9626 376.657 276.238
Tm /Ty7 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 384.437 276.238 Tm /Ty2 1 Tf (.)
Tj ET BT 10.9589 0 0 10.9589 308.862 256.459 Tm /Ty1 1 Tf [ (2.1.) -250 (T)
74 (raining) ] TJ ET BT 9.9626 0 0 9.9626 320.817 238.527 Tm /Ty2 1 Tf [ (PoP-Net)
-359 (is) -360 (t) 1 (rained) -360 (end-to-end) -359 (via) -359 (minimizing)
-359 (the) -360 (total) ] TJ ET BT 9.9626 0 0 9.9626 308.862 226.572 Tm /Ty2
1 Tf (loss) Tj ET BT 9.9626 0 0 9.9626 326.695 226.572 Tm /Ty11 1 Tf Tj
ET BT 9.9626 0 0 9.9626 336.688 226.572 Tm /Ty2 1 Tf [ (which) -234 (is) -234
(the) -234 (sum) -234 (of) -234 (heatmap) -234 (loss) ] TJ ET BT 9.9626 0 0 9.9626 470.335 226.572
Tm /Ty11 1 Tf Tj ET BT 6.9738 0 0 6.9738 477.997 225.077 Tm /Ty9 1 Tf
(h) Tj ET BT 9.9626 0 0 9.9626 483.159 226.572 Tm /Ty2 1 Tf [ (,) -237 (depth)
-234 (loss) ] TJ ET BT 9.9626 0 0 9.9626 530.314 226.572 Tm /Ty11 1 Tf
Tj ET BT 6.9738 0 0 6.9738 537.976 225.077 Tm /Ty9 1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 542.621 226.572
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 308.862 214.616 Tm /Ty2 1 Tf [
(TPDF) -293 (loss) ] TJ ET BT 9.9626 0 0 9.9626 354.568 214.616 Tm /Ty11 1
Tf Tj ET BT 6.9738 0 0 6.9738 362.23 213.122 Tm /Ty9 1 Tf (t) Tj ET BT
9.9626 0 0 9.9626 365.738 214.616 Tm /Ty2 1 Tf [ (,) -304 (and) -294 (global)
-293 (pose) -294 (los) 1 (s) ] TJ ET BT 9.9626 0 0 9.9626 456.008 214.616
Tm /Ty11 1 Tf Tj ET BT 6.9738 0 0 6.9738 463.67 213.122 Tm /Ty9 1 Tf (p)
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Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 131.571 357.264 Tm /Ty7 1 Tf
(y) Tj ET BT 6.9738 0 0 6.9738 136.456 355.769 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 140.653 357.264
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 147.989 357.264 Tm /Ty2 1 Tf
[ (follo) 25 (wing) -347 (the) -348 (displacement) -347 (v) 15 (ector) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 345.308 Tm /Ty2 1 Tf [ (in) -435 (the) -436
(predicted) -435 (TPDF) -435 (of) -436 (part) ] TJ ET BT 9.9626 0 0 9.9626 181.28 345.308
Tm /Ty7 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 185.953 345.308 Tm /Ty2 1 Tf [
(,) -482 (such) -435 (that) ] TJ ET BT 9.9626 0 0 9.9626 235.757 345.308 Tm
/Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 235.124 345.308 Tm /Ty7 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 240.818 343.814 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 251.203 345.308
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 265.139 345.308 Tm /Ty7 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 270.833 343.814 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 278.613 345.308
Tm /Ty12 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 50.112 333.353 Tm /Ty7 1 Tf (X)
Tj ET BT 6.9738 0 0 6.9738 58.366 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 62.564 333.353
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 66.438 333.353 Tm /Ty7 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 72.132 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 76.33 333.353 Tm /Ty7 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 85.642 331.859
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 89.84 333.353 Tm /Ty12 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 93.714 333.353 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 98.826 333.353
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 98.142 333.353 Tm /Ty7 1 Tf (y)
Tj ET BT 6.9738 0 0 6.9738 103.026 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 112.289 333.353
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 125.102 333.353 Tm /Ty7 1 Tf
(y) Tj ET BT 6.9738 0 0 6.9738 129.986 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 137.317 333.353
Tm /Ty12 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 148.198 333.353 Tm /Ty7 1 Tf
(Y) Tj ET BT 6.9738 0 0 6.9738 153.982 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 158.18 333.353
Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 162.054 333.353 Tm /Ty7 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 167.748 331.859 Tm /Ty9 1 Tf (j) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 171.946 333.353 Tm /Ty7 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 181.258 331.859
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 185.456 333.353 Tm /Ty12 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 189.331 333.353 Tm /Ty2 1 Tf [ (.) -683 (T)
80 (o) -375 (impro) 15 (v) 15 (e) -375 (accura) 1 (c) 14 (y) 65 (,) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 321.398 Tm /Ty2 1 Tf [ (weighted) -356 (aggre)
15 (g) 5 (ation) -356 (is) -356 (later) -356 (applied) -356 (to) -356 (estimate)
-356 (the) -356 ] TJ ET BT 9.9626 0 0 9.9626 50.112 309.443 Tm /Ty2
1 Tf [ (2D) -202 (position) ] TJ ET BT 9.9626 0 0 9.9626 98.413 309.443 Tm
/Ty8 1 Tf ({) Tj ET BT 0.0639 Tc 9.9626 0 0 9.9626 103.395 309.443 Tm /Ty12
1 Tf <28f6> Tj 0 Tc ET BT 9.9626 0 0 9.9626 107.269 309.443 Tm /Ty7 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 112.963 307.948 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 117.161 309.443
Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 122.272 309.443 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 121.589 309.443 Tm /Ty7 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 126.473 307.948
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 130.671 309.443 Tm /Ty12 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 134.545 309.443 Tm /Ty8 1 Tf (}) Tj ET BT
6.9738 0 0 6.9738 139.527 313.058 Tm /Ty9 1 Tf (K) Tj ET BT 6.9738 0 0 6.9738 139.527 306.85
Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 143.226 306.85 Tm /Ty10 1 Tf (=1)
Tj ET BT 9.9626 0 0 9.9626 155.821 309.443 Tm /Ty2 1 Tf [ (and) -202 (depth)
] TJ ET BT 9.9626 0 0 9.9626 196.362 309.443 Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 204.352 311.961
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 201.343 309.443 Tm /Ty7 1 Tf
(Z) Tj ET BT 6.9738 0 0 6.9738 208.144 307.948 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 212.342 309.443
Tm /Ty8 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 217.323 313.058 Tm /Ty9 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 217.323 306.85 Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 221.023 306.85
Tm /Ty10 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 231.608 309.443 Tm /Ty2 1 Tf
[ (,) -211 (as) -202 (illustrated) ] TJ ET BT 9.9626 0 0 9.9626 50.112 297.488
Tm /Ty2 1 Tf [ (in) -266 (Figure) -266 (1.) -359 (Specically) 65 (,) ] TJ
ET BT 9.9626 0 0 9.9626 151.801 297.488 Tm /Ty7 1 Tf (X) Tj ET BT 6.9738 0 0 6.9738 160.055 295.993
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 164.253 297.488 Tm /Ty2 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 169.436 297.488 Tm /Ty7 1 Tf (Y) Tj ET BT 6.9738 0 0 6.9738 175.22 295.993
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 179.418 297.488 Tm /Ty2 1 Tf [
(,) -270 (and) ] TJ ET BT 9.9626 0 0 9.9626 201.639 297.488 Tm /Ty7 1 Tf (D)
Tj ET BT 6.9738 0 0 6.9738 209.887 295.993 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 216.737 297.488
Tm /Ty2 1 Tf [ (within) -266 (a) -266 (mask) ] TJ ET BT 9.9626 0 0 9.9626 275.611 297.488
Tm /Ty7 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 50.112 285.533 Tm /Ty2 1 Tf [
(centered) -300 (at) -301 (the) -300 (updated) -301 (inte) 15 (ger) -300 (position)
] TJ ET BT 9.9626 0 0 9.9626 212.347 285.533 Tm /Ty12 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 216.221 285.533
Tm /Ty15 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 221.282 285.533 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 220.649 285.533 Tm /Ty7 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 226.343 284.038
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 230.541 285.533 Tm /Ty15 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 234.968 285.533 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 239.396 285.533
Tm /Ty15 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 244.508 285.533 Tm /Ty12 1 Tf
Tj ET BT 9.9626 0 0 9.9626 243.824 285.533 Tm /Ty7 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 248.708 284.038
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 252.906 285.533 Tm /Ty15 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 257.334 285.533 Tm /Ty12 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 264.201 285.533 Tm /Ty2 1 Tf [ (is) -300 (a) 20 (v-) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 273.577 Tm /Ty2 1 Tf [ (eraged) -272 (by) -273
(using) ] TJ ET BT 9.9626 0 0 9.9626 116.355 273.577 Tm /Ty7 1 Tf (H) Tj ET
BT 6.9738 0 0 6.9738 124.637 272.083 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 131.548 273.577
Tm /Ty2 1 Tf [ (as) -272 (aggre) 15 (g) 5 (ation) -273 (weights,) -278 (which)
-272 (leads) -273 (to) ] TJ ET BT 9.9626 0 0 9.9626 50.112 261.622 Tm /Ty2
1 Tf [ (the) -250 (follo) 25 (wing) -250 (equations:) ] TJ ET BT 9.9626 0 0 9.9626 80.086 234.218
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 79.453 234.218 Tm /Ty7 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 85.146 232.724 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 92.112 234.218
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 102.628 234.218 Tm /Ty15 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 107.689 234.218 Tm /Ty12 1 Tf Tj ET BT
9.9626 0 0 9.9626 107.056 234.218 Tm /Ty7 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 112.749 232.724
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 116.947 234.218 Tm /Ty15 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 123.589 234.218 Tm /Ty12 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 134.747 250.308 Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 145.263 239.847
Tm /Ty10 1 Tf (\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 148.377 239.847 Tm
/Ty9 1 Tf (u,v) Tj 0 Tc ET BT 6.9738 0 0 6.9738 159.688 239.847 Tm /Ty10 1
Tf (\)) Tj ET BT 6.9738 0 0 6.9738 162.802 239.847 Tm /Ty17 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 168.171 239.847 Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 178.674 242.836
Tm /Ty7 1 Tf (H) Tj ET BT 6.9738 0 0 6.9738 186.956 241.342 Tm /Ty9 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 191.153 242.836 Tm /Ty12 1 Tf (\() Tj ET BT 0.0005
Tc 9.9626 0 0 9.9626 195.028 242.836 Tm /Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 210.345 242.836 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 216.434 242.836
Tm /Ty8 1 Tf Tj ET BT 9.9626 0 0 9.9626 221.415 242.836 Tm /Ty7 1 Tf (X)
Tj ET BT 6.9738 0 0 6.9738 229.669 241.342 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 233.867 242.836
Tm /Ty12 1 Tf (\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 237.741 242.836 Tm
/Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 253.058 242.836
Tm /Ty12 1 Tf (\)) Tj ET 0.398 w q 1 0 0 1 134.747 236.709 cm 0 0 m 122.186
0 l S Q BT 9.9626 0 0 9.9626 156.104 234.856 Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 166.62 224.396
Tm /Ty10 1 Tf (\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 169.733 224.396 Tm
/Ty9 1 Tf (u,v) Tj 0 Tc ET BT 6.9738 0 0 6.9738 181.045 224.396 Tm /Ty10 1
Tf (\)) Tj ET BT 6.9738 0 0 6.9738 184.158 224.396 Tm /Ty17 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 189.527 224.396 Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 200.031 227.384
Tm /Ty7 1 Tf (H) Tj ET BT 6.9738 0 0 6.9738 208.312 225.89 Tm /Ty9 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 212.51 227.384 Tm /Ty12 1 Tf (\() Tj ET BT 0.0005
Tc 9.9626 0 0 9.9626 216.384 227.384 Tm /Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 231.702 227.384 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 274.746 234.218
Tm /Ty2 1 Tf (\(6\)) Tj ET BT 9.9626 0 0 9.9626 80.946 202.577 Tm /Ty12 1
Tf Tj ET BT 9.9626 0 0 9.9626 80.262 202.577 Tm /Ty7 1 Tf (y) Tj ET BT
6.9738 0 0 6.9738 85.146 201.083 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 92.112 202.577
Tm /Ty12 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 102.628 202.577 Tm /Ty15 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 107.739 202.577 Tm /Ty12 1 Tf Tj ET BT
9.9626 0 0 9.9626 107.056 202.577 Tm /Ty7 1 Tf (y) Tj ET BT 6.9738 0 0 6.9738 111.94 201.083
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 116.138 202.577 Tm /Ty15 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 122.78 202.577 Tm /Ty12 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 133.938 218.667
Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 144.454 208.206 Tm /Ty10 1 Tf
(\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 147.567 208.206 Tm /Ty9 1 Tf (u,v)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 158.879 208.206 Tm /Ty10 1 Tf (\)) Tj ET BT
6.9738 0 0 6.9738 161.992 208.206 Tm /Ty17 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 167.361 208.206
Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 177.865 211.195 Tm /Ty7 1 Tf (H)
Tj ET BT 6.9738 0 0 6.9738 186.146 209.701 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 190.344 211.195
Tm /Ty12 1 Tf (\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 194.218 211.195 Tm
/Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 209.536 211.195
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 215.624 211.195 Tm /Ty8 1 Tf
Tj ET BT 9.9626 0 0 9.9626 220.606 211.195 Tm /Ty7 1 Tf (Y) Tj ET BT 6.9738 0 0 6.9738 226.389 209.701
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 230.587 211.195 Tm /Ty12 1 Tf
(\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 234.462 211.195 Tm /Ty7 1 Tf [ (u,)
-167 (v) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 249.779 211.195 Tm /Ty12 1 Tf (\))
Tj ET q 1 0 0 1 133.938 205.068 cm 0 0 m 119.716 0 l S Q BT 9.9626 0 0 9.9626 154.059 203.216
Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 164.575 192.755 Tm /Ty10 1 Tf
(\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 167.689 192.755 Tm /Ty9 1 Tf (u,v)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 179.001 192.755 Tm /Ty10 1 Tf (\)) Tj ET BT
6.9738 0 0 6.9738 182.114 192.755 Tm /Ty17 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 187.483 192.755
Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 197.986 195.743 Tm /Ty7 1 Tf (H)
Tj ET BT 6.9738 0 0 6.9738 206.268 194.249 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 210.466 195.743
Tm /Ty12 1 Tf (\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 214.34 195.743 Tm
/Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 229.658 195.743
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 274.746 202.577 Tm /Ty2 1 Tf
(\(7\)) Tj ET BT 9.9626 0 0 9.9626 80.442 173.455 Tm /Ty12 1 Tf Tj ET
BT 9.9626 0 0 9.9626 78.346 170.936 Tm /Ty7 1 Tf (Z) Tj ET BT 6.9738 0 0 6.9738 85.147 169.442
Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 92.112 170.936 Tm /Ty12 1 Tf (=)
Tj ET BT 9.9626 0 0 9.9626 103.823 187.026 Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 114.339 176.565
Tm /Ty10 1 Tf (\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 117.453 176.565 Tm
/Ty9 1 Tf (u,v) Tj 0 Tc ET BT 6.9738 0 0 6.9738 128.765 176.565 Tm /Ty10 1
Tf (\)) Tj ET BT 6.9738 0 0 6.9738 131.878 176.565 Tm /Ty17 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 137.247 176.565 Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 147.75 179.554
Tm /Ty7 1 Tf (H) Tj ET BT 6.9738 0 0 6.9738 156.032 178.06 Tm /Ty9 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 160.23 179.554 Tm /Ty12 1 Tf (\() Tj ET BT 0.0005
Tc 9.9626 0 0 9.9626 164.104 179.554 Tm /Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 179.422 179.554 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 185.51 179.554
Tm /Ty8 1 Tf Tj ET BT 9.9626 0 0 9.9626 190.491 179.554 Tm /Ty7 1 Tf (D)
Tj ET BT 6.9738 0 0 6.9738 198.739 178.06 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 202.937 179.554
Tm /Ty12 1 Tf (\() Tj ET BT 0.0005 Tc 9.9626 0 0 9.9626 206.812 179.554 Tm
/Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 222.129 179.554
Tm /Ty12 1 Tf (\)) Tj ET q 1 0 0 1 103.823 173.427 cm 0 0 m 122.18 0 l S Q
BT 9.9626 0 0 9.9626 125.177 171.575 Tm /Ty14 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 135.693 161.114
Tm /Ty10 1 Tf (\() Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 138.806 161.114 Tm
/Ty9 1 Tf (u,v) Tj 0 Tc ET BT 6.9738 0 0 6.9738 150.118 161.114 Tm /Ty10 1
Tf (\)) Tj ET BT 6.9738 0 0 6.9738 153.232 161.114 Tm /Ty17 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 158.6 161.114 Tm /Ty9 1 Tf (M) Tj ET BT 9.9626 0 0 9.9626 169.104 164.103
Tm /Ty7 1 Tf (H) Tj ET BT 6.9738 0 0 6.9738 177.385 162.608 Tm /Ty9 1 Tf (j)
Tj ET BT 9.9626 0 0 9.9626 181.583 164.103 Tm /Ty12 1 Tf (\() Tj ET BT 0.0005
Tc 9.9626 0 0 9.9626 185.458 164.103 Tm /Ty7 1 Tf [ (u,) -167 (v) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 200.775 164.103 Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 227.199 170.936
Tm /Ty7 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 274.746 170.936 Tm /Ty2 1 Tf (\(8\))
Tj ET BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty2 1 Tf (Predicted) Tj ET BT
9.9626 0 0 9.9626 89.649 140.776 Tm /Ty8 1 Tf ({) Tj ET BT 0.0639 Tc 9.9626 0 0 9.9626 94.631 140.776
Tm /Ty12 1 Tf <28f6> Tj 0 Tc ET BT 9.9626 0 0 9.9626 98.505 140.776 Tm /Ty7
1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 104.199 139.281 Tm /Ty9 1 Tf (j) Tj ET
BT 9.9626 0 0 9.9626 108.397 140.776 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 113.508 140.776
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 112.825 140.776 Tm /Ty7 1 Tf
(y) Tj ET BT 6.9738 0 0 6.9738 117.709 139.281 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 121.907 140.776
Tm /Ty12 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 125.781 140.776 Tm /Ty8 1 Tf
(}) Tj ET BT 6.9738 0 0 6.9738 130.763 144.391 Tm /Ty9 1 Tf (K) Tj ET BT 6.9738 0 0 6.9738 130.763 138.183
Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 134.462 138.183 Tm /Ty10 1 Tf
(=1) Tj ET BT 9.9626 0 0 9.9626 146.957 140.776 Tm /Ty2 1 Tf (and) Tj ET BT
9.9626 0 0 9.9626 163.252 140.776 Tm /Ty8 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 171.242 143.294
Tm /Ty12 1 Tf Tj ET BT 9.9626 0 0 9.9626 168.233 140.776 Tm /Ty7 1 Tf
(Z) Tj ET BT 6.9738 0 0 6.9738 175.034 139.281 Tm /Ty9 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 179.232 140.776
Tm /Ty8 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 184.213 144.391 Tm /Ty9 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 184.213 138.183 Tm /Ty9 1 Tf (j) Tj ET BT 6.9738 0 0 6.9738 187.913 138.183
Tm /Ty10 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 200.407 140.776 Tm /Ty2 1 Tf
[ (are) -192 (transformed) -191 (to) -192 (3D) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (positions) -323 (gi) 25 (v) 15 (en) -323 (kno) 25 (wn) -323
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(indi) 25 (vidually) -429 (to) -429 (construct) -428 (the) -429 (training)
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Tf [ (the) -338 (remaining) -339 25 (v) 15 (e) -338 (were) -339 (recorded)
-338 (in) -338 (multi-person) -339 (sessions) ] TJ ET BT 9.9626 0 0 9.9626 308.862 570.094
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25 (ferent) -354 (locations) -354 (within) -355 (the) -354 (camera) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 534.228 Tm /Ty2 1 Tf [ (frustum.) -691 (In) -377
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Tm /Ty2 1 Tf [ (10) -409 (predetermined) -410 (actions) -409 (while) -410
(f) 10 (acing) -409 (four) -409 (dif) 25 (ferent) -410 (ori-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 510.318
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Tm /Ty12 1 Tf (360) Tj ET BT 6.9738 0 0 6.9738 402.812 513.933 Tm /Ty17 1
Tf (#) Tj ET BT 9.9626 0 0 9.9626 410.92 510.318 Tm /Ty2 1 Tf [ (and) -354
(an) -354 (additional) -354 (short) -355 (sequence) ] TJ ET BT 9.9626 0 0 9.9626 308.862 498.363
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(h) -1 (um) 1 (an) -288 (se) 15 (gments) ] TJ ET BT 9.9626 0 0 9.9626 308.862 474.452
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(to) -623 (enable) ] TJ ET BT 9.9626 0 0 9.9626 308.862 152.731 Tm /Ty2 1
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Tm /Ty1 1 Tf [ (Competing) -424 (methods:) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 147.223 344.014
Tm /Ty2 1 Tf [ (A) -424 (fe) 25 (w) -423 (prototypical) -424 (methods) -424
(ha) 20 (v) 15 (e) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 332.058
Tm /Ty2 1 Tf [ (been) -439 (compared) -439 (with) -439 (our) -438 (method:)
-688 (\(a\)) -439 (Y) 110 (olo-Pose+) -439 (repre-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 320.103 Tm /Ty2 1 Tf [ (sents) -348 (a) -348
(typical) -348 (top-do) 25 (wn) -349 (met) 1 (ho) -1 (d,) -372 (which) -348
(is) -348 (a) -349 (pose) -348 (estima-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 308.148
Tm /Ty2 1 Tf [ (tion) -273 (netw) 10 (ork) -272 (e) 15 (xtended) -273 (from)
-273 (yolo-v2) -272 ([25]) -273 (and) -273 (implemented) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 296.193 Tm /Ty2 1 Tf [ (by) -317 (us;) -351
(\(b\)) -318 (Open-Pose+) -317 (is) -317 (a) -317 (pure) -318 (bottom-up)
-317 (method) -317 (that) -318 (is) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 284.238
Tm /Ty2 1 Tf [ (an) -253 (e) 15 (xtension) -252 (from) -253 (RPM) -252 ([14],)
-253 (a) -253 (simplied) -253 (v) 15 (ersion) -252 (of) -253 (Open-) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 272.283 Tm /Ty2 1 Tf [ (Pose)
-334 ([3]\)) -335 (that) -334 (we) -335 (e) 15 (xtended) -334 (with) -335
(a) -334 (depth) -335 (branch) -334 (to) -335 (predict) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 260.327 Tm /Ty2 1 Tf [ (3D) -316 (poses;) -350
(\(c\)) -316 (A2J) -316 ([36]) -317 (represents) -316 (the) -316 (state-of-the-art)
-317 (tw) 10 (o-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 248.372
Tm /Ty2 1 Tf [ (stage) -378 (pose) -377 (estimation) -378 (from) -377 (a)
-378 (depth) -378 (image.) -692 (T) 80 (o) -378 (conduct) -378 (a) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 236.417 Tm /Ty2 1 Tf [ (f)
10 (air) -201 (comparison,) -212 (Y) 110 (olo-Pose+,) -211 (Open-Pose+,) -211
(and) -201 (PoP-Net) -202 (are) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 224.462
Tm /Ty2 1 Tf [ (implemented) -299 (using) -298 (as) -299 (man) 15 (y) -299
(identical) -298 (modules) -299 (as) -299 (possible.) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 212.507 Tm /Ty2 1 Tf [ (Specically) 65 (,)
-287 (Y) 110 (olo-Pose+) -280 (is) -280 (composed) -280 (of) -280 (the) -280
(backbone) -280 (net-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 200.552
Tm /Ty2 1 Tf [ (w) 10 (ork,) -356 (the) -335 (global) -334 (pose) -335 (netw)
10 (ork) -335 (used) -334 (for) -335 (PoP-Net,) -356 (and) -335 25 (v)
15 (e) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 188.596 Tm /Ty2
1 Tf [ (additional) -203 (intermediate) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 143.804 188.596
Tm /Ty12 1 Tf (3) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 149.254 188.596
Tm /Ty15 1 Tf (%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 157.473 188.596
Tm /Ty12 1 Tf (3) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 164.474 188.596
Tm /Ty2 1 Tf [ (con) 40 (v) 20 (olutional) -203 (layers) -202 (with) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 266.233 188.596 Tm /Ty12 1 Tf (256)
Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 281.177 188.596 Tm /Ty7 1 Tf
(d) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 176.641 Tm /Ty2 1
Tf [ (features) -256 (in) -256 (between.) -329 (Open-Pose+) -256 (inte) 15
(grates) -256 (the) -257 (same) -256 (back-) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 50.112 164.686 Tm /Ty2 1 Tf [ (bone) -347 (netw) 10 (ork,)
-372 (heatmap) -347 (branch,) -371 (depth) -347 (branch) -348 (as) -347 (PoP-Net,)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 152.731 Tm /Ty2 1 Tf
[ (and) -217 (an) -217 (additional) -217 (P) 15 (art) -217 (Af) 25 (nity)
-217 (Field) -218 (\(P) 92 (AF\)) -217 (branch) -217 (proposed) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 140.776 Tm /Ty2 1 Tf [ (in) -321
([3].) -524 (The) -322 (post) -321 (process) -321 (of) -322 (Open-Pose+) -321
(follo) 25 (ws) -321 (the) -322 (origi-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 128.82
Tm /Ty2 1 Tf [ (nal) -344 (w) 10 (ork) -344 (to) -344 (use) -343 (b) -1 (i)
1 (partite) -344 (matching) -344 (upon) -344 (P) 92 (AF) -344 (to) -344 (assemble)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 116.865 Tm /Ty2 1 Tf
[ (detected) -273 (parts) -274 (into) -273 (human) -274 (bodies,) -279 (and)
-273 (in) -274 (addition) -273 (reads) -274 (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 [ (depth) -369 (branch)
-369 (output) -369 (to) -370 (produce) -369 (3D) -369 (poses.) -667 (F) 15
(or) -370 (A2J) -369 ([36],) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (we) -340 (use) -340 (the) -341 (identical) -340 (netw) 10
(ork) -340 (presented) -340 (in) -340 (the) -341 (original) -340 (pa-) ] 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 [ (per)
-361 (to) -362 (reproduce) -361 (the) -361 (results.) -644 (Because) -362
(A2J) -361 (needs) -361 (to) -362 (w) 10 (ork) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 517.429 Tm /Ty2 1 Tf [ (with) -379 (gi) 25 (v)
15 (en) -380 (bounding-box) 15 (es) -379 (for) -380 (the) -379 (multi-person)
-380 (case,) -412 (we) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 505.474
Tm /Ty2 1 Tf [ (pro) 15 (vide) -320 (the) -319 (predicted) -320 (bounding)
-319 (box) 15 (es) -320 (from) -319 (Y) 110 (olo-Pose+) -320 (to) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 493.519 Tm /Ty2 1 Tf [ (A2J)
-308 (so) -308 (that) -308 (the) -307 (bounding-box) -308 (quality) -308 (is)
-308 (comparable) -308 (to) -308 (the) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 481.563
Tm /Ty2 1 Tf [ (other) -250 (methods.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 320.817 468.933
Tm /Ty2 1 Tf [ (It) -453 (is) -454 (w) 10 (orth) -453 (mentioning) -454 (that)
-453 (Asure) -453 (Kinect) -454 (is) -453 (not) -454 (con-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 456.978 Tm /Ty2 1 Tf [ (sidered) -409 (in)
-409 (comparison) -409 (because) -409 (it) -409 (is) -409 (impossible) -409
(to) -409 (retrain) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 445.023
Tm /Ty2 1 Tf [ (the) -539 (algorithm) -539 (for) -538 (a) -539 (f) 10 (air)
-539 (comparison.) -1176 (It) -539 (is) -539 (also) -539 (w) 10 (orth) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 433.068 Tm /Ty2 1 Tf [
(noting) -477 (that) -478 (recent) -477 (methods) -478 (inte) 15 (grated)
-477 (with) -477 (the) -478 (attention) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 421.112
Tm /Ty2 1 Tf [ (scheme) -597 ([4,) -596 (29,) -597 (33]) -597 (are) -597 (not)
-596 (considered) -597 (in) -597 (comparison) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 409.157 Tm /Ty2 1 Tf [ (because) -300 (the) 15 (y)
-300 (lack) -300 (core) -300 (designs) -300 (tailored) -301 (to) -300 (the)
-300 (depth-image) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 397.202
Tm /Ty2 1 Tf [ (problem) -250 (to) 25 (w) 10 (ard) -250 (high) -250 (3D) -250
(precision.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 372.617
Tm /Ty1 1 Tf [ (Implementation) -370 (details:) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 417.105 372.617 Tm /Ty2 1 Tf [ (The) -370 (input) -371
(depth) -370 (images) -370 (are) -371 (re-) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 360.661 Tm /Ty2 1 Tf [ (sized) -275 (to) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 342.567 360.661 Tm /Ty12 1 Tf (224)
Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 359.911 360.661 Tm /Ty15 1 Tf
(%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 370.059 360.661 Tm /Ty12
1 Tf (224) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 387.743 360.661 Tm
/Ty2 1 Tf [ (for) -275 (Y) 110 (olo-Pose+,) -282 (Open-P) 1 (o) -1 (s) 1 (e+,)
-282 (and) -275 (PoP-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 348.706
Tm /Ty2 1 Tf [ (Net.) -794 (The) -412 (images) -411 (are) -412 (cropped) -411
(and) -411 (resized) -412 (to) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 500.665 348.706
Tm /Ty12 1 Tf (288) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 519.014 348.706
Tm /Ty15 1 Tf (%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 530.168 348.706
Tm /Ty12 1 Tf (288) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 336.751
Tm /Ty2 1 Tf [ (for) -507 (A2J.) -507 (Y) 110 (olo-Pose+,) -572 (Open-Pose+,)
-571 (PoP-Net) -508 (are) -507 (trained) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 324.796
Tm /Ty2 1 Tf [ (via) -340 (s) 1 (tandard) -340 (SGD) -339 (optimizer) -340
(for) -339 (100) -340 (epochs,) -362 (while) -339 (A2J) -340 (is) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 312.841 Tm /Ty2 1 Tf [ (trained)
-404 (via) -403 (Adam) -404 (optimizer) -403 (follo) 25 (wing) -404 (the)
-403 (original) -404 (paper) 55 (.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 300.886
Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+,) -504 (Open-Pose+,) -504 (and) -453 (PoP-Net)
-453 (use) -453 (tw) 10 (o) -453 (anchors) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 288.93
Tm /Ty2 1 Tf [ (with) -386 (size) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 349.759 288.93
Tm /Ty12 1 Tf (6) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 357.958 288.93
Tm /Ty15 1 Tf (%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 368.924 288.93
Tm /Ty12 1 Tf (12) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 382.733 288.93
Tm /Ty2 1 Tf (and) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 400.965 288.93
Tm /Ty12 1 Tf (3) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 409.164 288.93
Tm /Ty15 1 Tf (%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 420.13 288.93
Tm /Ty12 1 Tf (6) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 425.111 288.93
Tm /Ty2 1 Tf [ (,) -420 (respecti) 25 (v) 15 (ely) 65 (.) -718 (F) 15 (ollo)
25 (wing) -386 (the) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 276.975
Tm /Ty2 1 Tf [ (study) -377 (pro) 15 (vided) -377 (in) -377 ([3],) -409 (all)
-377 (the) -377 (functional) -377 (branches) -378 (both) -377 (in) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 265.02 Tm /Ty2 1 Tf [ (PoP-Net)
-291 (and) -291 (Open-Pose+) -291 (use) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 431.228 265.02
Tm /Ty7 1 Tf (S) Tj ET Q q 1 0 0 1 0 0 cm BT 0.3548 Tc 9.9626 0 0 9.9626 441.438 265.02
Tm /Ty12 1 Tf (=2) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 460.595 265.02
Tm /Ty2 1 Tf [ (stages) -291 (for) -291 (an) -291 (optimal) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 253.065 Tm /Ty2 1 Tf [ (balance) -246 (in)
-247 (ef) 25 (cienc) 15 (y) -246 (and) -247 (accurac) 15 (y) 65 (.) -308
(PoP-Net) -247 (uses) -246 (the) -247 (TPDF) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 241.11 Tm /Ty2 1 Tf [ (truncated) -277 (range) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 373.575 241.11 Tm /Ty7 1 Tf
(r) Tj ET Q q 1 0 0 1 0 0 cm BT 0.3278 Tc 9.9626 0 0 9.9626 381.609 241.11
Tm /Ty12 1 Tf (=2) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 400.359 241.11
Tm /Ty2 1 Tf [ (in) -277 (training,) -283 (an) -277 (optimal) -277 (setting)
-277 (found) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 229.155
Tm /Ty2 1 Tf [ (in) -369 (ablation) -369 (study) 65 (.) -666 (At) -369 (inference,)
-399 (the) -369 (aggre) 15 (g) 5 (ation) -369 (mask) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 534.361 229.155 Tm /Ty7 1 Tf (M) Tj ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 217.199 Tm /Ty2 1 Tf [ (used) -297 (in) -296
(fusion) -297 (is) -297 (practically) -296 (dened) -297 (as) -297 (a) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 474.176 217.199 Tm /Ty12 1 Tf (5)
Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 481.716 217.199 Tm /Ty15 1 Tf
(%) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 492.023 217.199 Tm /Ty12
1 Tf (5) Tj ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 499.961 217.199 Tm
/Ty2 1 Tf [ (square.) -450 (An) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 205.244
Tm /Ty2 1 Tf [ (identical) -298 (data) -298 (augmentation) -298 (process)
-298 (is) -298 (applied) -298 (to) -298 (the) -298 (train-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 193.289 Tm /Ty2 1 Tf [ (ing) -324 (of) -324
(each) -325 (method.) -532 (The) -324 (basic) -324 (data) -325 (augmentation)
-324 (process) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 181.334
Tm /Ty2 1 Tf [ (is) -233 (applied) -232 (to) -233 (both) -233 (MP-3DHP) -233
(and) -232 (IT) 18 (OP) 111 (,) -233 (which) -233 (includes) -233 (ran-) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 169.379 Tm /Ty2 1 Tf
[ (dom) -303 (rotation,) -317 (ipping,) -316 (cropping,) -317 (and) -303
(a) -303 (specic) -303 (depth) -304 (aug-) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 157.424 Tm /Ty2 1 Tf [ (mentation) -209 (described)
-210 (in) -209 (Appendix) -210 (B.) -209 (While) -209 (the) -210 (multi-person)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 145.468 Tm /Ty2 1
Tf [ (augmentation) -250 (is) -250 (only) -250 (applied) -250 (on) -250 (MP-3DHP)
111 (.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 10.9589 0 0 10.9589 308.862 123.518
Tm /Ty1 1 Tf [ (4.2.) -250 (MP-3DHP) -250 (dataset) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 320.817 104.91 Tm /Ty2 1 Tf [ (On) -431 (M) 1 (P-3DHP)
-431 (dataset,) -475 (each) -431 (method) -430 (is) -431 (trained) -430 (on)
-431 (the) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 92.955
Tm /Ty2 1 Tf [ (training) -249 (set) -249 (with) -249 (multi-person) -249
(augmentation) -249 (on) -250 (t) 1 (op) -250 (of) -249 (basic) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 81 Tm /Ty2 1 Tf [ (data) -369
(augmentation.) -665 (Gi) 25 (v) 15 (en) -369 (the) -369 (pro) 15 (vided)
-368 (human) -369 (se) 15 (gments,) ] TJ ET Q Q
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[ (background) -388 (augmentation) -388 (can) -388 (be) -388 (applied) -389
(by) -388 (superimpos-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 698.082 Tm /Ty2
1 Tf [ (ing) -368 (the) -367 (human) -368 (mask) -367 (re) 15 (gion) -368
(from) -367 (a) -368 (training) -368 (image) -367 (onto) -368 (a) ] TJ ET
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9.9626 0 0 9.9626 50.112 674.172 Tm /Ty2 1 Tf [ (person) -261 (augmentation)
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-382 (human) -382 (se) 15 (gments) -382 (onto) -382 (a) -383 (random) -382
(background) ] TJ ET BT 9.9626 0 0 9.9626 50.112 650.261 Tm /Ty2 1 Tf [ (scene)
-362 (follo) 25 (wing) ] TJ ET BT 9.9626 0 0 9.9626 117.956 650.261 Tm /Ty5
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(uf) 25 (fer) -363 (rul) 1 (e,) -391 (which) -363 (is) -362 (described) -362
(in) -363 (more) ] TJ ET BT 9.9626 0 0 9.9626 50.112 638.306 Tm /Ty2 1 Tf
[ (detail) -319 (in) -319 (Appendix) -320 (C.) -319 (In) -319 (testing,) -337
(a) -319 (method) -319 (is) -319 (e) 25 (v) 25 (aluated) -320 (on) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 626.351 Tm /Ty2 1 Tf [ (four) -283 (dif) 25 (ferent)
-282 (datasets) -283 (representing) -282 (dif) 25 (ferent) -283 (le) 25 (v)
15 (els) -282 (of) -283 (chal-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 614.396
Tm /Ty2 1 Tf [ (lenges:) -391 (\(1\)) -291 (the) -291 (v) 25 (alidation) -291
(set) -290 (\() ] TJ ET BT 9.9626 0 0 9.9626 171.599 614.396 Tm /Ty1 1 Tf
(Simple) Tj ET BT 9.9626 0 0 9.9626 200.939 614.396 Tm /Ty2 1 Tf [ (\),) -301
(\(2\)) -291 (the) -290 (background) ] TJ ET BT 9.9626 0 0 9.9626 50.112 602.441
Tm /Ty2 1 Tf [ (augmented) -311 (\() ] TJ ET BT 9.9626 0 0 9.9626 100.241 602.441
Tm /Ty1 1 Tf [ (BG) -311 (A) 50 (ug) ] TJ ET BT 9.9626 0 0 9.9626 134.947 602.441
Tm /Ty2 1 Tf [ (\)) -311 (set) -310 (constructed) -311 (from) -311 (v) 25
(alidation) -311 (set) -310 (,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 590.486
Tm /Ty2 1 Tf [ (\(3\)) -308 (the) -308 (multi-person) -308 (augmented) -308
(\() ] TJ ET BT 9.9626 0 0 9.9626 184.133 590.486 Tm /Ty1 1 Tf [ (MP) -308
(A) 50 (ug) ] TJ ET BT 9.9626 0 0 9.9626 219.909 590.486 Tm /Ty2 1 Tf [ (\))
-308 (set) -308 (constructed) ] TJ ET BT 9.9626 0 0 9.9626 50.112 578.53 Tm
/Ty2 1 Tf [ (from) -202 (v) 25 (alidation) -202 (set,) -211 (and) -202 (\(4\))
-202 (the) -202 (real) -202 (multi-person) -202 (\() ] TJ ET BT 9.9626 0 0 9.9626 246.174 578.53
Tm /Ty1 1 Tf [ (MP) -202 (Real) ] TJ ET BT 9.9626 0 0 9.9626 283.044 578.53
Tm /Ty2 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 50.112 566.575 Tm /Ty2 1 Tf [
(testing) -250 (set) -250 (including) -250 (challenging) -250 (real-w) 10
(orld) -250 (recordings.) ] TJ ET BT 9.9626 0 0 9.9626 62.067 553.852 Tm /Ty2
1 Tf [ (Ev) 25 (aluation) -348 (results) -348 (on) -348 (MP-3DHP) -348 (are)
-348 (sho) 25 (wn) -348 (in) -349 (T) 80 (able) -348 (2.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 541.897
Tm /Ty2 1 Tf [ (As) -230 (observ) 15 (ed) -231 (that) -230 (all) -231 (the)
-230 (methods) -231 (performance) -230 (drop) -231 (signi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 529.942
Tm /Ty2 1 Tf [ (cantly) -235 (from) -235 (BG) -235 (Aug) -235 (to) -235 (MP)
-235 (Aug,) -239 (which) -235 (indicates) -235 (the) -235 (multi-) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 517.987 Tm /Ty2 1 Tf [ (person) -378 (occlusion)
-378 (is) -378 (a) -378 (major) -378 (challenge.) -695 (Meanwhile,) -410 (PoP-)
] TJ ET BT 9.9626 0 0 9.9626 50.112 506.031 Tm /Ty2 1 Tf [ (Net) -228 (achie)
25 (v) 15 (es) -229 (the) -228 (state-of-the-art) -228 (almost) -229 (on)
-228 (e) 25 (v) 15 (ery) -228 (testing) -229 (set,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 494.076
Tm /Ty2 1 Tf [ (and) -380 (signicantly) -380 (surpasses) -380 (other) -380
(methods) -380 (under) -380 (the) -380 (most) ] TJ ET BT 9.9626 0 0 9.9626 50.112 482.121
Tm /Ty2 1 Tf [ (challenging) -327 (metric:) -465 (3D) -328 (mAP) -327 (on)
-327 (the) -328 (MP) -327 (Real) -327 (test.) -543 (Open-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 470.166
Tm /Ty2 1 Tf [ (Pose+) -409 (sho) 25 (ws) -410 (mar) 18 (ginal) -409 (adv)
25 (antages) -410 (in) -409 (2D) -410 (mAP) -409 (in) -410 (certain) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 458.211 Tm /Ty2 1 Tf [ (cases) -298 (because)
-297 (it) -298 (could) -298 (benet) -298 (from) -297 (higher) -298 (recall)
-298 (by) -298 (reco) 15 (v-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 446.256
Tm /Ty2 1 Tf [ (ering) -276 (isolated) -276 (parts) -276 (without) -276 (seeing)
-276 (a) -276 (whole) -276 (body) 65 (.) -388 (Ho) 25 (we) 25 (v) 15 (er)
] TJ ET BT 9.9626 0 0 9.9626 50.112 434.3 Tm /Ty2 1 Tf [ (Open-Pose+) -395
(is) -395 (more) -395 (erroneous) -395 (in) -395 (depth) -395 (prediction)
-395 (under) ] TJ ET BT 9.9626 0 0 9.9626 50.112 422.345 Tm /Ty2 1 Tf [ (occlusion)
-309 (due) -310 (to) -309 (its) -309 (pure) -310 (bottom-up) -309 (pipeline,)
-324 (hence) -309 (its) -310 (3D) ] TJ ET BT 9.9626 0 0 9.9626 50.112 410.39
Tm /Ty2 1 Tf [ (mAP) -390 (drops) -391 (signicantly) 65 (.) -731 (A2J,) -390
(on) -390 (the) -391 (other) -390 (hand,) -426 (sho) 25 (ws) ] TJ ET BT 9.9626 0 0 9.9626 50.112 398.435
Tm /Ty2 1 Tf [ (mar) 18 (ginal) -314 (adv) 25 (antage) -314 (in) -315 (3D)
-314 (PCK) -314 (in) -314 (certain) -314 (tests,) -330 (which) -315 (can)
] TJ ET BT 9.9626 0 0 9.9626 50.112 386.48 Tm /Ty2 1 Tf [ (be) -224 (interpreted)
-224 (as) -225 (that) -224 (the) -224 (global) -224 (weighted) -224 (aggre)
15 (g) 5 (ation) -225 (could) ] TJ ET BT 9.9626 0 0 9.9626 50.112 374.524
Tm /Ty2 1 Tf [ (le) 25 (v) 15 (erage) -246 (the) -245 (full) -246 (conte)
15 (xt) -245 (within) -246 (R) 40 (OI) -246 (to) -245 (infer) -246 (the) -245
(depth) -246 (of) -246 (an) ] TJ ET BT 9.9626 0 0 9.9626 50.112 362.569 Tm
/Ty2 1 Tf [ (occluded) -274 (part.) -383 (Ho) 25 (we) 25 (v) 15 (er) 40 (,)
-281 (A2J) -274 (appears) -275 (to) -274 (be) -274 (rather) -275 (sensiti)
25 (v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 50.112 350.614 Tm /Ty2 1 Tf [ (to)
-294 (the) -294 (quality) -294 (of) -293 (predicted) -294 (R) 40 (OIs;) -316
(therefore) -294 (its) -294 (mAP) -294 (perfor) 20 (-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 338.659
Tm /Ty2 1 Tf [ (mance) -250 (is) -250 (not) -250 (optimal.) ] TJ ET BT 9.9626 0 0 9.9626 62.067 325.936
Tm /Ty2 1 Tf [ (V) 60 (isual) -305 (results) -304 (of) -305 (PoP-Net) -304
(are) -305 (sho) 25 (wn) -304 (in) -305 (Figure) -305 (5) -304 (for) -305
(the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 313.981 Tm /Ty2 1 Tf [ (real) -247
(testing) -246 (set,) -248 (while) -247 (additional) -246 (qualitati) 25 (v)
15 (e) -247 (comparisons) -247 (on) ] TJ ET BT 9.9626 0 0 9.9626 50.112 302.025
Tm /Ty2 1 Tf [ (the) -250 (most) -250 (challenging) -250 (cases) -250 (are)
-250 (pro) 15 (vided) -250 (in) -250 (Appendix) -250 (G.) ] TJ ET BT 10.9589 0 0 10.9589 50.112 279.796
Tm /Ty1 1 Tf [ (4.3.) -250 (Ablation) -250 (study) ] TJ ET BT 9.9626 0 0 9.9626 62.067 261.095
Tm /Ty2 1 Tf [ (An) -471 (ablation) -470 (study) -471 (has) -470 (been) -471
(conducted) -470 (on) -471 (MP-3DHP) ] TJ ET BT 9.9626 0 0 9.9626 50.112 249.14
Tm /Ty2 1 Tf [ (to) -429 (analyze) -430 (the) -429 (ef) 25 (fecti) 25 (v)
15 (eness) -430 (of) -429 (PoP-Net) -429 (components) -430 (and) ] TJ ET BT
9.9626 0 0 9.9626 50.112 237.185 Tm /Ty2 1 Tf [ (the) -558 (specic) -558
(data) -558 (augm) 1 (entation) -558 (methods.) -1234 (Because) -558 (our)
] TJ ET BT 9.9626 0 0 9.9626 50.112 225.23 Tm /Ty2 1 Tf [ (moti) 25 (v) 25
(ation) -267 (is) -267 (to) -267 (solv) 15 (e) -267 (multi-person) -267 (3D)
-267 (pose) -267 (estimati) 1 (on) -1 (,) -271 (we) ] TJ ET BT 9.9626 0 0 9.9626 50.112 213.275
Tm /Ty2 1 Tf [ (only) -243 (conduct) -243 (the) -243 (ablation) -243 (study)
-243 (on) -243 (MP-3DHP) 111 (,) -243 (which) -243 (to) -243 (our) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 201.319 Tm /Ty2 1 Tf [ (kno) 25 (wledge) -386
(is) -385 (the) -386 (only) -386 (dataset) -385 (pro) 15 (viding) -386 (multi-person)
-386 (3D) ] TJ ET BT 9.9626 0 0 9.9626 50.112 189.364 Tm /Ty2 1 Tf [ (pose)
-375 (labels.) -684 (In) -375 (this) -375 (section,) -406 (we) -375 (analyze)
-375 (the) -375 (ef) 25 (fecti) 25 (v) 15 (eness) ] TJ ET BT 9.9626 0 0 9.9626 50.112 177.409
Tm /Ty2 1 Tf [ (of) -530 (fusing) -530 (pose) -530 (and) -530 (parts,) -600
(the) -531 (ef) 25 (fecti) 25 (v) 15 (eness) -530 (of) -530 (PoP-Net) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 165.454 Tm /Ty2 1 Tf [ (components.) -400 (Additional)
-279 (analysis) -280 (on) -280 (the) -280 (data) -280 (augmentation) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 153.499 Tm /Ty2 1 Tf [ (can) -250 (be) -250
(found) -250 (in) -250 (Appendix) -250 (D.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 128.82
Tm /Ty1 1 Tf [ (Effecti) 10 (v) 10 (eness) -270 (of) -270 (fusing) -269 (pose)
-270 (and) -270 (parts:) ] TJ ET BT 9.9626 0 0 9.9626 216.825 128.82 Tm /Ty2
1 Tf [ (The) -270 (ef) 25 (fecti) 25 (v) 15 (eness) ] TJ ET BT 9.9626 0 0 9.9626 50.112 116.865
Tm /Ty2 1 Tf [ (of) -423 (fusing) -423 (part) -423 (representations) -423
(and) -423 (global) -424 (pose) 1 (s) -424 (has) -423 (been) ] TJ ET BT 9.9626 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (studied.) -386 (As) -276 (sho) 25 (wn) -275 (in) -276 (T)
80 (able) -275 (3,) -282 (e) 25 (v) 25 (aluation) -275 (has) -276 (been) -275
(done) -276 (on) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf [
(four) -372 (dif) 25 (ferent) -372 (testing) -372 (sets) -372 (from) -372
(MP-3DHP) 111 (,) -372 (and) -372 (separately) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (on:) -369 (\(1\)) -279 (the) -280 (2D) -279 (global) -280
(poses) -279 (predicted) -279 (from) -280 (the) -279 (global) -280 (pose)
] TJ ET 0.398 w q 1 0 0 1 308.862 719.801 cm 0 0 m 249.562 0 l S Q q 1 0 0 1 309.061 707.646
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 711.233 Tm /Ty2 1 Tf
[ (T) 70 (est) ] TJ ET q 1 0 0 1 348.592 707.646 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 350.784 711.233 Tm /Ty2 1 Tf (Method) Tj ET q 1 0 0 1 402.311 707.646
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 711.233 Tm /Ty2 1 Tf
[ (2D) -250 (PCK) ] TJ ET q 1 0 0 1 440.736 707.646 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 711.233 Tm /Ty2 1 Tf [ (3D) -250 (PCK) ] TJ
ET q 1 0 0 1 479.162 707.646 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 711.233
Tm /Ty2 1 Tf [ (2D) -250 (mAP) ] TJ ET q 1 0 0 1 518.693 707.646 cm 0 0 m
0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 711.233 Tm /Ty2 1 Tf [ (3D) -250
(mAP) ] TJ ET q 1 0 0 1 558.225 707.646 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 308.862 707.447
cm 0 0 m 249.562 0 l S Q q 1 0 0 1 309.061 695.293 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 311.253 680.946 Tm /Ty2 1 Tf (Simple) Tj ET q 1 0 0 1 348.592 695.293
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 698.879 Tm /Ty2 1 Tf
[ (Y) 110 (olo-Pose+) ] TJ ET q 1 0 0 1 402.311 695.293 cm 0 0 m 0 11.955
l S Q BT 9.9626 0 0 9.9626 404.502 698.879 Tm /Ty2 1 Tf (0.957) Tj ET q 1 0 0 1 440.736 695.293
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 442.928 698.879 Tm /Ty2 1 Tf
(0.910) Tj ET q 1 0 0 1 479.162 695.293 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 698.879
Tm /Ty2 1 Tf (0.926) Tj ET q 1 0 0 1 518.693 695.293 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 520.885 698.879 Tm /Ty2 1 Tf (0.847) Tj ET q 1 0 0 1 558.225 695.293
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 695.093 cm 0 0 m 209.633 0 l S Q
q 1 0 0 1 309.061 683.337 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 683.337
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 686.924 Tm /Ty2 1 Tf
(Open-Pose+) Tj ET q 1 0 0 1 402.311 683.337 cm 0 0 m 0 11.955 l S Q /Cs1
cs 0 0 1 sc BT 9.9626 0 0 9.9626 404.502 686.924 Tm /Ty2 1 Tf (0.967) Tj ET
q 1 0 0 1 440.736 683.337 cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 442.928 686.924
Tm /Ty2 1 Tf (0.915) Tj ET q 1 0 0 1 479.162 683.337 cm 0 0 m 0 11.955 l S
Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 481.354 686.924 Tm /Ty2 1 Tf (0.967)
Tj ET q 1 0 0 1 518.693 683.337 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 686.924
Tm /Ty2 1 Tf (0.893) Tj ET q 1 0 0 1 558.225 683.337 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 348.792 683.138 cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 671.382
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 671.382 cm 0 0 m 0 11.955 l S Q
/Cs2 cs 0 sc BT 9.9626 0 0 9.9626 350.784 674.969 Tm /Ty2 1 Tf [ (Y) 110 (olo-A2J)
] TJ ET q 1 0 0 1 402.311 671.382 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 674.969
Tm /Ty2 1 Tf (0.959) Tj ET q 1 0 0 1 440.736 671.382 cm 0 0 m 0 11.955 l S
Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 442.928 674.969 Tm /Ty2 1 Tf (0.924)
Tj ET q 1 0 0 1 479.162 671.382 cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 481.354 674.969
Tm /Ty2 1 Tf (0.936) Tj ET q 1 0 0 1 518.693 671.382 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 520.885 674.969 Tm /Ty2 1 Tf (0.868) Tj ET q 1 0 0 1 558.225 671.382
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 671.183 cm 0 0 m 209.633 0 l S Q
q 1 0 0 1 309.061 659.427 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 659.427
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 663.014 Tm /Ty2 1 Tf
(PoP-Net) Tj ET q 1 0 0 1 402.311 659.427 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 663.014
Tm /Ty1 1 Tf (0.978) Tj ET q 1 0 0 1 440.736 659.427 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 663.014 Tm /Ty1 1 Tf (0.947) Tj ET q 1 0 0 1 479.162 659.427
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 663.014 Tm /Ty1 1 Tf
(0.974) Tj ET q 1 0 0 1 518.693 659.427 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 663.014
Tm /Ty1 1 Tf (0.926) Tj ET q 1 0 0 1 558.225 659.427 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 308.862 659.228 cm 0 0 m 249.562 0 l S Q q 1 0 0 1 309.061 647.073
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 632.727 Tm /Ty2 1 Tf
[ (BG) -250 (Aug) ] TJ ET q 1 0 0 1 348.592 647.073 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 350.784 650.66 Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+) ]
TJ ET q 1 0 0 1 402.311 647.073 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 650.66
Tm /Ty2 1 Tf (0.956) Tj ET q 1 0 0 1 440.736 647.073 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 650.66 Tm /Ty2 1 Tf (0.904) Tj ET q 1 0 0 1 479.162 647.073
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 650.66 Tm /Ty2 1 Tf (0.923)
Tj ET q 1 0 0 1 518.693 647.073 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 650.66
Tm /Ty2 1 Tf (0.834) Tj ET q 1 0 0 1 558.225 647.073 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 348.792 646.874 cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 635.118
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 635.118 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 350.784 638.705 Tm /Ty2 1 Tf (Open-Pose+) Tj ET q 1 0 0 1 402.311 635.118
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 638.705 Tm /Ty2 1 Tf
(0.911) Tj ET q 1 0 0 1 440.736 635.118 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 442.928 638.705
Tm /Ty2 1 Tf (0.916) Tj ET q 1 0 0 1 479.162 635.118 cm 0 0 m 0 11.955 l S
Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 481.354 638.705 Tm /Ty2 1 Tf (0.969)
Tj ET q 1 0 0 1 518.693 635.118 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 638.705
Tm /Ty2 1 Tf (0.885) Tj ET q 1 0 0 1 558.225 635.118 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 348.792 634.919 cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 623.163
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 623.163 cm 0 0 m 0 11.955 l S Q
/Cs2 cs 0 sc BT 9.9626 0 0 9.9626 350.784 626.75 Tm /Ty2 1 Tf [ (Y) 110 (olo-A2J)
] TJ ET q 1 0 0 1 402.311 623.163 cm 0 0 m 0 11.955 l S Q /Cs1 cs 0 0 1 sc
BT 9.9626 0 0 9.9626 404.502 626.75 Tm /Ty2 1 Tf (0.964) Tj ET q 1 0 0 1 440.736 623.163
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 442.928 626.75 Tm /Ty2 1 Tf (0.927)
Tj ET q 1 0 0 1 479.162 623.163 cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 481.354 626.75
Tm /Ty2 1 Tf (0.941) Tj ET q 1 0 0 1 518.693 623.163 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 520.885 626.75 Tm /Ty2 1 Tf (0.871) Tj ET q 1 0 0 1 558.225 623.163
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 622.964 cm 0 0 m 209.633 0 l S Q
q 1 0 0 1 309.061 611.208 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 611.208
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 614.795 Tm /Ty2 1 Tf
(PoP-Net) Tj ET q 1 0 0 1 402.311 611.208 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 614.795
Tm /Ty1 1 Tf (0.982) Tj ET q 1 0 0 1 440.736 611.208 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 614.795 Tm /Ty1 1 Tf (0.947) Tj ET q 1 0 0 1 479.162 611.208
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 614.795 Tm /Ty1 1 Tf
(0.977) Tj ET q 1 0 0 1 518.693 611.208 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 614.795
Tm /Ty1 1 Tf (0.924) Tj ET q 1 0 0 1 558.225 611.208 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 308.862 611.009 cm 0 0 m 249.562 0 l S Q q 1 0 0 1 309.061 598.854
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 584.508 Tm /Ty2 1 Tf
[ (MP) -250 (Aug) ] TJ ET q 1 0 0 1 348.592 598.854 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 350.784 602.441 Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+)
] TJ ET q 1 0 0 1 402.311 598.854 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 602.441
Tm /Ty2 1 Tf (0.872) Tj ET q 1 0 0 1 440.736 598.854 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 602.441 Tm /Ty2 1 Tf (0.777) Tj ET q 1 0 0 1 479.162 598.854
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 602.441 Tm /Ty2 1 Tf
(0.799) Tj ET q 1 0 0 1 518.693 598.854 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 602.441
Tm /Ty2 1 Tf (0.651) Tj ET q 1 0 0 1 558.225 598.854 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 348.792 598.655 cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 586.899
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 586.899 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 350.784 590.486 Tm /Ty2 1 Tf (Open-Pose+) Tj ET q 1 0 0 1 402.311 586.899
cm 0 0 m 0 11.955 l S Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 404.502 590.486
Tm /Ty2 1 Tf (0.887) Tj ET q 1 0 0 1 440.736 586.899 cm 0 0 m 0 11.955 l S
Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 442.928 590.486 Tm /Ty2 1 Tf (0.765) Tj
ET q 1 0 0 1 479.162 586.899 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 590.486
Tm /Ty1 1 Tf (0.870) Tj ET q 1 0 0 1 518.693 586.899 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 520.885 590.486 Tm /Ty2 1 Tf (0.667) Tj ET q 1 0 0 1 558.225 586.899
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 586.7 cm 0 0 m 209.633 0 l S Q q
1 0 0 1 309.061 574.944 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 574.944
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 578.531 Tm /Ty2 1 Tf
[ (Y) 110 (olo-A2J) ] TJ ET q 1 0 0 1 402.311 574.944 cm 0 0 m 0 11.955 l
S Q BT 9.9626 0 0 9.9626 404.502 578.531 Tm /Ty2 1 Tf (0.876) Tj ET q 1 0 0 1 440.736 574.944
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 442.928 578.531 Tm /Ty1 1 Tf
(0.819) Tj ET q 1 0 0 1 479.162 574.944 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 578.531
Tm /Ty2 1 Tf (0.803) Tj ET q 1 0 0 1 518.693 574.944 cm 0 0 m 0 11.955 l S
Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 520.885 578.531 Tm /Ty2 1 Tf (0.707)
Tj ET q 1 0 0 1 558.225 574.944 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 574.745
cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 562.989 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 348.592 562.989 cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 350.784 566.575
Tm /Ty2 1 Tf (PoP-Net) Tj ET q 1 0 0 1 402.311 562.989 cm 0 0 m 0 11.955 l
S Q BT 9.9626 0 0 9.9626 404.502 566.575 Tm /Ty1 1 Tf (0.906) Tj ET q 1 0 0 1 440.736 562.989
cm 0 0 m 0 11.955 l S Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 442.928 566.575
Tm /Ty2 1 Tf (0.808) Tj ET q 1 0 0 1 479.162 562.989 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 481.354 566.575 Tm /Ty2 1 Tf (0.863) Tj ET q 1 0 0 1 518.693 562.989
cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 520.885 566.575
Tm /Ty1 1 Tf (0.708) Tj ET q 1 0 0 1 558.225 562.989 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 308.862 562.79 cm 0 0 m 249.562 0 l S Q q 1 0 0 1 309.061 550.635
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 536.289 Tm /Ty2 1 Tf
[ (MP) -250 (Real) ] TJ ET q 1 0 0 1 348.592 550.635 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 350.784 554.222 Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+)
] TJ ET q 1 0 0 1 402.311 550.635 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 554.222
Tm /Ty2 1 Tf (0.734) Tj ET q 1 0 0 1 440.736 550.635 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 442.928 554.222 Tm /Ty2 1 Tf (0.607) Tj ET q 1 0 0 1 479.162 550.635
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 554.222 Tm /Ty2 1 Tf
(0.616) Tj ET q 1 0 0 1 518.693 550.635 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 554.222
Tm /Ty2 1 Tf (0.449) Tj ET q 1 0 0 1 558.225 550.635 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 348.792 550.436 cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 538.68
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.592 538.68 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 350.784 542.267 Tm /Ty2 1 Tf (Open-Pose+) Tj ET q 1 0 0 1 402.311 538.68
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 404.502 542.267 Tm /Ty2 1 Tf
(0.805) Tj ET q 1 0 0 1 440.736 538.68 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 442.928 542.267
Tm /Ty2 1 Tf (0.641) Tj ET q 1 0 0 1 479.162 538.68 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 481.354 542.267 Tm /Ty1 1 Tf (0.802) Tj ET q 1 0 0 1 518.693 538.68
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 520.885 542.267 Tm /Ty2 1 Tf
(0.558) Tj ET q 1 0 0 1 558.225 538.68 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 538.481
cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 526.725 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 348.592 526.725 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 350.784 530.311
Tm /Ty2 1 Tf [ (Y) 110 (olo-A2J) ] TJ ET q 1 0 0 1 402.311 526.725 cm 0 0
m 0 11.955 l S Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 404.502 530.311 Tm
/Ty2 1 Tf (0.837) Tj ET q 1 0 0 1 440.736 526.725 cm 0 0 m 0 11.955 l S Q
/Cs2 cs 0 sc BT 9.9626 0 0 9.9626 442.928 530.311 Tm /Ty1 1 Tf (0.724) Tj
ET q 1 0 0 1 479.162 526.725 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 481.354 530.311
Tm /Ty2 1 Tf (0.744) Tj ET q 1 0 0 1 518.693 526.725 cm 0 0 m 0 11.955 l S
Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 520.885 530.311 Tm /Ty2 1 Tf (0.574)
Tj ET q 1 0 0 1 558.225 526.725 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 348.792 526.526
cm 0 0 m 209.633 0 l S Q q 1 0 0 1 309.061 514.77 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 348.592 514.77 cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 350.784 518.356
Tm /Ty2 1 Tf (PoP-Net) Tj ET q 1 0 0 1 402.311 514.77 cm 0 0 m 0 11.955 l
S Q BT 9.9626 0 0 9.9626 404.502 518.356 Tm /Ty1 1 Tf (0.839) Tj ET q 1 0 0 1 440.736 514.77
cm 0 0 m 0 11.955 l S Q /Cs1 cs 0 0 1 sc BT 9.9626 0 0 9.9626 442.928 518.356
Tm /Ty2 1 Tf (0.708) Tj ET q 1 0 0 1 479.162 514.77 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 481.354 518.356 Tm /Ty2 1 Tf (0.799) Tj ET q 1 0 0 1 518.693 514.77
cm 0 0 m 0 11.955 l S Q /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 520.885 518.356
Tm /Ty1 1 Tf (0.606) Tj ET q 1 0 0 1 558.225 514.77 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 308.862 514.57 cm 0 0 m 249.562 0 l S Q BT 8.9664 0 0 8.9664 308.862 507.197
Tm /Ty2 1 Tf [ (T) 80 (able) -256 (2.) ] TJ ET BT 8.9664 0 0 8.9664 339.869 507.197
Tm /Ty1 1 Tf [ (Ev) 10 (aluation) -256 (on) -255 (MP-3DHP) 110 (.) ] TJ ET
BT 8.9664 0 0 8.9664 439.572 507.197 Tm /Ty2 1 Tf [ (Competing) -256 (methods)
-255 (are) -256 (e) 25 (v) 25 (al-) ] TJ ET BT 8.9664 0 0 8.9664 308.862 496.238
Tm /Ty2 1 Tf [ (uated) -205 (on) -206 (four) -205 (testing) -206 (sets.) -295
(The) -206 (best) -205 (method) -206 (i) 1 (s) -206 (mark) 10 (ed) -205 (in)
-206 (bold) -205 (black) ] TJ ET BT 8.9664 0 0 8.9664 308.862 485.279 Tm /Ty2
1 Tf [ (while) -250 (the) -250 (second) -250 (best) -250 (is) -250 (mark)
10 (ed) -250 (in) -250 (blue.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 453.593
Tm /Ty2 1 Tf [ (netw) 10 (ork) -318 (\() ] TJ ET BT 9.9626 0 0 9.9626 347.898 453.593
Tm /Ty1 1 Tf [ (2D) -318 (Glb) ] TJ ET BT 9.9626 0 0 9.9626 379.302 453.593
Tm /Ty2 1 Tf [ (\),) -335 (\(2\)) -319 (the) -318 -318 (2D) -318 (poses)
-319 (after) -318 (fusion) -318 (\() ] TJ ET BT 9.9626 0 0 9.9626 532.938 453.593
Tm /Ty1 1 Tf (2D) Tj ET BT 9.9626 0 0 9.9626 308.862 441.638 Tm /Ty1 1 Tf
(Fuse) Tj ET BT 9.9626 0 0 9.9626 328.787 441.638 Tm /Ty2 1 Tf [ (\),) -407
(\(3\)) -376 (the) -375 (3D) -376 (global) -375 (poses) -376 (predicted) -376
(from) -375 (the) -376 (global) ] TJ ET BT 9.9626 0 0 9.9626 308.862 429.683
Tm /Ty2 1 Tf [ (pose) -401 (netw) 10 (ork) -400 (\() ] TJ ET BT 9.9626 0 0 9.9626 370.973 429.683
Tm /Ty1 1 Tf [ (3D) -401 (Glb) ] TJ ET BT 9.9626 0 0 9.9626 403.197 429.683
Tm /Ty2 1 Tf [ (\),) -438 (and) -401 (\(4\)) -401 (the) -401 (3D) -400 (poses)
-401 (computed) ] TJ ET BT 9.9626 0 0 9.9626 308.862 417.728 Tm /Ty2 1 Tf
[ (from) -493 (2D) -494 (fused) -493 (poses) -494 (and) -493 (predicted) -493
(depth) -494 (of) -493 (parts) -494 (\() ] TJ ET BT 9.9626 0 0 9.9626 532.938 417.728
Tm /Ty1 1 Tf (3D) Tj ET BT 9.9626 0 0 9.9626 308.862 405.772 Tm /Ty1 1 Tf
(Fuse) Tj ET BT 9.9626 0 0 9.9626 328.787 405.772 Tm /Ty2 1 Tf [ (\).) -374
(In) -271 (addition,) -277 (the) -271 (upper) -271 (bound) -272 (of) -271
(3D) -271 (poses) -272 (computed) ] TJ ET BT 9.9626 0 0 9.9626 308.862 393.817
Tm /Ty2 1 Tf [ (from) -270 (ground-truth) -271 (2D) -270 (poses) -270 (and)
-271 (predicated) -270 (depth) -270 (\() ] TJ ET BT 9.9626 0 0 9.9626 513.089 393.817
Tm /Ty1 1 Tf [ (3D) -270 (UB) ] TJ ET BT 9.9626 0 0 9.9626 541.794 393.817
Tm /Ty2 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 308.862 381.862 Tm /Ty2 1 Tf
[ (has) -513 (been) -514 (reported) -513 (to) -513 (illustrate) -514 (the)
-513 (importance) -513 (of) -514 (depth) ] TJ ET BT 9.9626 0 0 9.9626 308.862 369.907
Tm /Ty2 1 Tf [ (prediction.) -881 (As) -440 (observ) 15 (ed,) -488 (2D) -440
(and) -441 (3D) -440 (poses) -440 (after) -441 (fusion) ] TJ ET BT 9.9626 0 0 9.9626 308.862 357.952
Tm /Ty2 1 Tf [ (constantly) -456 (impro) 15 (v) 15 (e) -456 (upon) -455 (the)
-456 (direct) -456 (predictions) -456 (from) -456 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 345.997
Tm /Ty2 1 Tf [ (global) -452 (pose) -451 (netw) 10 (ork,) -502 (and) -452
(the) -451 (mar) 18 (gin) -452 (increases) -451 (on) -452 (more) ] TJ ET BT
9.9626 0 0 9.9626 308.862 334.041 Tm /Ty2 1 Tf [ (challenging) -476 (sets.)
-988 (Meanwhile,) -533 (the) -476 (accurac) 15 (y) -476 (of) -476 (3D) -476
(pose) ] TJ ET BT 9.9626 0 0 9.9626 308.862 322.086 Tm /Ty2 1 Tf [ (prediction)
-582 (drops) -583 (more) -582 (signicantly) -582 (compared) -582 (with) -583
(2D) ] TJ ET BT 9.9626 0 0 9.9626 308.862 310.131 Tm /Ty2 1 Tf [ (pose) -300
(prediction) -300 (on) -300 (more) -300 (challenging) -300 (sets,) -313 (where)
-300 (the) -300 (upper) ] TJ ET BT 9.9626 0 0 9.9626 308.862 298.176 Tm /Ty2
1 Tf [ (bound) -299 (is) -299 (f) 10 (ar) -298 (from) -299 (ideal.) -456 (Impro)
15 (ving) -299 (depth) -299 (prediction) -299 (under) ] TJ ET BT 9.9626 0 0 9.9626 308.862 286.221
Tm /Ty2 1 Tf [ (multi-person) -208 (occlusion) -208 (is) -208 (e) 15 (xpected)
-207 (a) -208 (main) -208 (task) -208 (in) -208 (the) -208 (future.) ] TJ
ET q 1 0 0 1 308.862 260.439 cm 0 0 m 247.48 0 l S Q q 1 0 0 1 309.061 248.284
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 251.871 Tm /Ty2 1 Tf
(Metric) Tj ET q 1 0 0 1 340.005 248.284 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 251.871
Tm /Ty2 1 Tf [ (T) 70 (est) ] TJ ET q 1 0 0 1 379.536 248.284 cm 0 0 m 0 11.955
l S Q BT 9.9626 0 0 9.9626 381.728 251.871 Tm /Ty2 1 Tf [ (2D) -250 (Glb)
] TJ ET q 1 0 0 1 413.528 248.284 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 251.871
Tm /Ty2 1 Tf [ (2D) -250 (Fuse) ] TJ ET q 1 0 0 1 451.396 248.284 cm 0 0 m
0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 251.871 Tm /Ty2 1 Tf [ (3D) -250
(Glb) ] TJ ET q 1 0 0 1 485.388 248.284 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 251.871
Tm /Ty2 1 Tf [ (3D) -250 (Fuse) ] TJ ET q 1 0 0 1 523.256 248.284 cm 0 0 m
0 11.955 l S Q BT 9.9626 0 0 9.9626 525.448 251.871 Tm /Ty2 1 Tf [ (3D) -250
(UB) ] TJ ET q 1 0 0 1 556.143 248.284 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 308.862 248.085
cm 0 0 m 247.48 0 l S Q q 1 0 0 1 309.061 235.93 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 311.253 221.584 Tm /Ty2 1 Tf (PCK) Tj ET q 1 0 0 1 340.005 235.93
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 239.517 Tm /Ty2 1 Tf
(Simple) Tj ET q 1 0 0 1 379.536 235.93 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 381.728 239.517
Tm /Ty2 1 Tf (0.968) Tj ET q 1 0 0 1 413.528 235.93 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 415.72 239.517 Tm /Ty2 1 Tf (0.978) Tj ET q 1 0 0 1 451.396 235.93
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 239.517 Tm /Ty2 1 Tf
(0.939) Tj ET q 1 0 0 1 485.388 235.93 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 239.517
Tm /Ty2 1 Tf (0.947) Tj ET q 1 0 0 1 523.256 235.93 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 525.448 239.517 Tm /Ty2 1 Tf (0.956) Tj ET q 1 0 0 1 556.143 235.93
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.204 235.731 cm 0 0 m 216.138 0 l S Q
q 1 0 0 1 309.061 223.975 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.005 223.975
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 227.562 Tm /Ty2 1 Tf
[ (BG) -250 (Aug) ] TJ ET q 1 0 0 1 379.536 223.975 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 381.728 227.562 Tm /Ty2 1 Tf (0.970) Tj ET q 1 0 0 1 413.528 223.975
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 227.562 Tm /Ty2 1 Tf (0.982)
Tj ET q 1 0 0 1 451.396 223.975 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 227.562
Tm /Ty2 1 Tf (0.938) Tj ET q 1 0 0 1 485.388 223.975 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 487.58 227.562 Tm /Ty2 1 Tf (0.947) Tj ET q 1 0 0 1 523.256 223.975
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 525.448 227.562 Tm /Ty2 1 Tf
(0.953) Tj ET q 1 0 0 1 556.143 223.975 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.204 223.776
cm 0 0 m 216.138 0 l S Q q 1 0 0 1 309.061 212.02 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 340.005 212.02 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 215.607
Tm /Ty2 1 Tf [ (MP) -250 (Aug) ] TJ ET q 1 0 0 1 379.536 212.02 cm 0 0 m 0
11.955 l S Q BT 9.9626 0 0 9.9626 381.728 215.607 Tm /Ty2 1 Tf (0.898) Tj
ET q 1 0 0 1 413.528 212.02 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 215.607
Tm /Ty2 1 Tf (0.906) Tj ET q 1 0 0 1 451.396 212.02 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 453.588 215.607 Tm /Ty2 1 Tf (0.794) Tj ET q 1 0 0 1 485.388 212.02
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 215.607 Tm /Ty2 1 Tf (0.808)
Tj ET q 1 0 0 1 523.256 212.02 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 525.448 215.607
Tm /Ty2 1 Tf (0.846) Tj ET q 1 0 0 1 556.143 212.02 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 340.204 211.821 cm 0 0 m 216.138 0 l S Q q 1 0 0 1 309.061 200.065
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.005 200.065 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 342.196 203.651 Tm /Ty2 1 Tf [ (MP) -250 (Real) ] TJ
ET q 1 0 0 1 379.536 200.065 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 381.728 203.651
Tm /Ty2 1 Tf (0.798) Tj ET q 1 0 0 1 413.528 200.065 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 415.72 203.651 Tm /Ty2 1 Tf (0.839) Tj ET q 1 0 0 1 451.396 200.065
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 203.651 Tm /Ty2 1 Tf
(0.681) Tj ET q 1 0 0 1 485.388 200.065 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 203.651
Tm /Ty2 1 Tf (0.708) Tj ET q 1 0 0 1 523.256 200.065 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 525.448 203.651 Tm /Ty2 1 Tf (0.756) Tj ET q 1 0 0 1 556.143 200.065
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 308.862 199.866 cm 0 0 m 247.48 0 l S Q
q 1 0 0 1 309.061 187.711 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 311.253 173.365
Tm /Ty2 1 Tf (mAP) Tj ET q 1 0 0 1 340.005 187.711 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 342.196 191.298 Tm /Ty2 1 Tf (Simple) Tj ET q 1 0 0 1 379.536 187.711
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 381.728 191.298 Tm /Ty2 1 Tf
(0.963) Tj ET q 1 0 0 1 413.528 187.711 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 191.298
Tm /Ty2 1 Tf (0.974) Tj ET q 1 0 0 1 451.396 187.711 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 453.588 191.298 Tm /Ty2 1 Tf (0.917) Tj ET q 1 0 0 1 485.388 187.711
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 191.298 Tm /Ty2 1 Tf (0.926)
Tj ET q 1 0 0 1 523.256 187.711 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 525.448 191.298
Tm /Ty2 1 Tf (0.931) Tj ET q 1 0 0 1 556.143 187.711 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 340.204 187.512 cm 0 0 m 216.138 0 l S Q q 1 0 0 1 309.061 175.756
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.005 175.756 cm 0 0 m 0 11.955 l S Q
BT 9.9626 0 0 9.9626 342.196 179.343 Tm /Ty2 1 Tf [ (BG) -250 (Aug) ] TJ ET
q 1 0 0 1 379.536 175.756 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 381.728 179.343
Tm /Ty2 1 Tf (0.965) Tj ET q 1 0 0 1 413.528 175.756 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 415.72 179.343 Tm /Ty2 1 Tf (0.977) Tj ET q 1 0 0 1 451.396 175.756
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 179.343 Tm /Ty2 1 Tf
(0.915) Tj ET q 1 0 0 1 485.388 175.756 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 179.343
Tm /Ty2 1 Tf (0.924) Tj ET q 1 0 0 1 523.256 175.756 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 525.448 179.343 Tm /Ty2 1 Tf (0.927) Tj ET q 1 0 0 1 556.143 175.756
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.204 175.557 cm 0 0 m 216.138 0 l S Q
q 1 0 0 1 309.061 163.801 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.005 163.801
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 167.387 Tm /Ty2 1 Tf
[ (MP) -250 (Aug) ] TJ ET q 1 0 0 1 379.536 163.801 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 381.728 167.387 Tm /Ty2 1 Tf (0.849) Tj ET q 1 0 0 1 413.528 163.801
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 167.387 Tm /Ty2 1 Tf (0.863)
Tj ET q 1 0 0 1 451.396 163.801 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 453.588 167.387
Tm /Ty2 1 Tf (0.701) Tj ET q 1 0 0 1 485.388 163.801 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 487.58 167.387 Tm /Ty2 1 Tf (0.708) Tj ET q 1 0 0 1 523.256 163.801
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 525.448 167.387 Tm /Ty2 1 Tf
(0.735) Tj ET q 1 0 0 1 556.143 163.801 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 340.204 163.602
cm 0 0 m 216.138 0 l S Q q 1 0 0 1 309.061 151.846 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 340.005 151.846 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 342.196 155.432
Tm /Ty2 1 Tf [ (MP) -250 (Real) ] TJ ET q 1 0 0 1 379.536 151.846 cm 0 0 m
0 11.955 l S Q BT 9.9626 0 0 9.9626 381.728 155.432 Tm /Ty2 1 Tf (0.755) Tj
ET q 1 0 0 1 413.528 151.846 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 415.72 155.432
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cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 487.58 155.432 Tm /Ty2 1 Tf (0.606)
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Tm /Ty2 1 Tf (0.622) Tj ET q 1 0 0 1 556.143 151.846 cm 0 0 m 0 11.955 l S
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Tm /Ty2 1 Tf [ (T) 80 (able) -250 (3.) ] TJ ET BT 8.9664 0 0 8.9664 365.339 144.273
Tm /Ty1 1 Tf [ (Ablation) -250 (study) -250 (on) -250 (fusing) -250 (pose)
-250 (and) -250 (parts.) ] TJ ET BT 9.9626 0 0 9.9626 308.862 116.866 Tm /Ty1
1 Tf [ (Effecti) 10 (v) 10 (eness) -246 (of) -245 (P) 20 (oP-Net) -246 (components:)
] TJ ET BT 9.9626 0 0 9.9626 472.146 116.866 Tm /Ty2 1 Tf [ (T) 80 (o) -246
-245 (an) -246 (optimal) ] TJ ET BT 9.9626 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (conguration) -246 (of) -246 (the) -247 (pipeline,) -247 (we)
-246 (analyzed) -246 (the) -246 (ef) 25 (fects) -246 (of) -247 (the) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 92.955 Tm /Ty2 1 Tf [ (truncated) -293 (range)
] TJ ET BT 9.9626 0 0 9.9626 373.895 92.955 Tm /Ty7 1 Tf (r) Tj ET BT 9.9626 0 0 9.9626 381.584 92.955
Tm /Ty2 1 Tf [ (on) -293 (TPDF) 80 (,) -293 (the) -293 (ef) 25 (fecti) 25
(v) 15 (eness) -292 (of) -293 (depth) -293 (pre-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 81
Tm /Ty2 1 Tf [ (diction) -239 (\() ] TJ ET BT 9.9626 0 0 9.9626 342.237 81
Tm /Ty1 1 Tf [ (D) -239 (Pr) 18 (ed) ] TJ ET BT 9.9626 0 0 9.9626 372.106 81
Tm /Ty2 1 Tf [ (\)) -239 (and) -239 (the) -239 (conict) -239 (resolving)
-239 (scheme) -239 (\() ] TJ ET BT 9.9626 0 0 9.9626 516.439 81 Tm /Ty1 1
Tf [ (Sol) -239 (C) ] TJ ET BT 9.9626 0 0 9.9626 539.304 81 Tm /Ty2 1 Tf (\),)
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Tm /Ty2 1 Tf (0.797) Tj ET q 1 0 0 1 255.201 682.939 cm 0 0 m 0 11.955 l S
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cm 0 0 m 0 11.955 l S Q q 1 0 0 1 50.112 682.74 cm 0 0 m 244.82 0 l S Q q
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Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 77.12 670.585 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 79.312 674.172 Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 109.449 670.585
cm 0 0 m 0 11.955 l S Q BT 0.25 Tc 9.9626 0 0 9.9626 111.641 674.172 Tm /Ty2
1 Tf (r=1) Tj 0 Tc ET q 1 0 0 1 138.819 670.585 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 141.01 674.172 Tm /Ty2 1 Tf (0.827) Tj ET q 1 0 0 1 177.244 670.585
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 179.436 674.172 Tm /Ty2 1 Tf
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Tm /Ty2 1 Tf (0.782) Tj ET q 1 0 0 1 255.201 670.585 cm 0 0 m 0 11.955 l S
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Tm /Ty1 1 Tf (w) Tj ET q 1 0 0 1 77.12 658.232 cm 0 0 m 0 11.955 l S Q BT
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cm 0 0 m 0 11.955 l S Q BT 0.25 Tc 9.9626 0 0 9.9626 111.641 661.818 Tm /Ty1
1 Tf (r=2) Tj 0 Tc ET q 1 0 0 1 138.819 658.232 cm 0 0 m 0 11.955 l S Q BT
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cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 179.436 661.818 Tm /Ty1 1 Tf
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Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 77.12 645.878 cm 0 0 m 0 11.955 l S Q BT
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cm 0 0 m 0 11.955 l S Q BT 0.25 Tc 9.9626 0 0 9.9626 111.641 649.465 Tm /Ty2
1 Tf (r=3) Tj 0 Tc ET q 1 0 0 1 138.819 645.878 cm 0 0 m 0 11.955 l S Q BT
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Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 77.12 633.524 cm 0 0 m 0 11.955 l S Q BT
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1 Tf (r=5) Tj 0 Tc ET q 1 0 0 1 138.819 633.524 cm 0 0 m 0 11.955 l S Q BT
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cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 179.436 637.111 Tm /Ty2 1 Tf
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Tm /Ty2 1 Tf (0.780) Tj ET q 1 0 0 1 255.201 633.524 cm 0 0 m 0 11.955 l S
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Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 77.12 621.171 cm 0 0 m 0 11.955 l S Q BT
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cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 111.641 624.757 Tm /Ty2 1 Tf
[ (r) -250 (=) -250 (10) ] TJ ET q 1 0 0 1 138.819 621.171 cm 0 0 m 0 11.955
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Tm /Ty2 1 Tf (0.755) Tj ET q 1 0 0 1 255.201 621.171 cm 0 0 m 0 11.955 l S
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Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 77.12 608.817 cm 0 0 m 0 11.955 l S Q BT
9.9626 0 0 9.9626 79.312 612.404 Tm /Ty2 1 Tf (w) Tj ET q 1 0 0 1 109.449 608.817
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 111.641 612.404 Tm /Ty2 1 Tf
[ (r) -250 (=) -250 (inf) ] TJ ET q 1 0 0 1 138.819 608.817 cm 0 0 m 0 11.955
l S Q BT 9.9626 0 0 9.9626 141.01 612.404 Tm /Ty2 1 Tf (0.647) Tj ET q 1 0 0 1 177.244 608.817
cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 179.436 612.404 Tm /Ty2 1 Tf
(0.549) Tj ET q 1 0 0 1 215.67 608.817 cm 0 0 m 0 11.955 l S Q BT 9.9626 0 0 9.9626 217.862 612.404
Tm /Ty2 1 Tf (0.581) Tj ET q 1 0 0 1 255.201 608.817 cm 0 0 m 0 11.955 l S
Q BT 9.9626 0 0 9.9626 257.393 612.404 Tm /Ty2 1 Tf (0.443) Tj ET q 1 0 0 1 294.733 608.817
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8.9664 0 0 8.9664 76.534 601.244 Tm /Ty2 1 Tf [ (T) 80 (able) -250 (4.) ]
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(study) -250 (on) -250 (P) 20 (oP-Net) -250 (components.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 569.482
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TJ ET BT 9.9626 0 0 9.9626 50.112 557.527 Tm /Ty2 1 Tf [ (be) -297 (dra) 15
(wn) -298 (from) -297 (the) -297 (results.) -452 (First,) -310 (depth) -297
(prediction) -297 (plays) -298 (an) ] TJ ET BT 9.9626 0 0 9.9626 50.112 545.572
Tm /Ty2 1 Tf [ (important) -256 (role) -257 (in) -257 (reco) 15 (v) 15 (ering)
-256 (reliable) -257 (3D) -256 (poses,) -258 (which) -257 (leads) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 533.616 Tm /Ty2 1 Tf [ (to) -315 (about) -316
(30%) -315 (impro) 15 (v) 15 (ements) -316 (in) -315 (3D) -316 (metrics) -315
(compared) -316 (with) ] TJ ET BT 9.9626 0 0 9.9626 50.112 521.661 Tm /Ty2
1 Tf [ (using) -333 (the) -333 (ra) 15 (w) -332 (depth) -333 (directly) 65
(.) -559 (Second,) -353 (the) -333 (introduced) -333 (con-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 509.706
Tm /Ty2 1 Tf [ -194 (resolving) -194 (scheme) -194 (leads) -194 (to)
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] TJ ET BT 9.9626 0 0 9.9626 50.112 497.751 Tm /Ty2 1 Tf [ (metrics.) -515
(Third,) -335 (applying) -318 (an) -318 (appropriate) -318 (truncated) -319
(range) -318 (is) ] TJ ET BT 9.9626 0 0 9.9626 50.112 485.796 Tm /Ty2 1 Tf
[ (critical) -284 (in) -284 (learning) -285 (reliable) -284 (models) -284
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Tm /Ty2 1 Tf [ (ment) -334 (v) 15 (ectors) -334 (in) -334 (multi-person) -333
(scenarios.) -562 (On) -334 (the) -334 (one) -334 (hand,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 461.885
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-393 (in) ] TJ ET BT 9.9626 0 0 9.9626 50.112 449.93 Tm /Ty2 1 Tf [ (the)
-274 (ef) 25 (fecti) 25 (v) 15 (e) -274 (range) -274 (of) -274 (TPDF) -274
(so) -274 (that) -274 (the) -274 (positional) -274 (accurac) 15 (y) ] TJ ET
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-398 (a) -368 (displacement) ] TJ ET BT 9.9626 0 0 9.9626 50.112 426.02 Tm
/Ty2 1 Tf [ -202 (without) -202 (truncation) -202 (\(r=inf\)) -202
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-257 (7,) -260 (near) ] TJ ET BT 9.9626 0 0 9.9626 50.112 402.109 Tm /Ty2
1 Tf [ (those) -280 (sharp) -280 (boundaries,) -287 (similar) -280 (image)
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9.9626 0 0 9.9626 50.112 378.199 Tm /Ty2 1 Tf [ (to) -250 (a) -250 (de) 15
(generate) -250 (re) 15 (gression) -250 (problem.) ] TJ ET q 64.3552 0 0 64.3552 102.639 299.684
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cm BT 8.9664 0 0 8.9664 50.112 223.375 Tm /Ty2 1 Tf [ (Figure) -365 (7.) ]
TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 92.656 223.375 Tm /Ty1 1 Tf
[ (PDF) -365 (vs.) -654 (TPDF) 110 (.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 157.373 223.375
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Tm /Ty2 1 Tf [ (compared) -281 (with) -280 (the) -281 (TPDF) -280 (\(bottom\))
-281 (with) -281 (truncate) 1 (d) -281 (range) ] TJ ET Q q 1 0 0 1 0 0 cm
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(h) Tj ET Q 0.379 w q 1 0 0 1 51.307 203.699 cm 0 0 m 4.338 0 l S Q q 1 0 0 1 0 0
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cm 0 0 m 5.5 0 l S Q q 1 0 0 1 0 0 cm BT 5.9776 0 0 5.9776 71.131 198.415
Tm /Ty21 1 Tf (8) Tj ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 79.741 201.457
Tm /Ty2 1 Tf [ (feature) -316 (resolution.) -510 (Fields) -316 (associated)
-317 (with) -316 (the) -317 (right) -316 (ankle) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 8.9664 0 0 8.9664 50.112 190.499 Tm /Ty2 1 Tf [ (and) -250 (right) -250
(w) 10 (aist) -250 (channels) -250 (are) -250 (visualized) -250 (in) -250
(columns.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 10.9589 0 0 10.9589 50.112 158.734
Tm /Ty1 1 Tf [ (4.4.) -250 (IT) 18 (OP) -250 (dataset) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 62.067 140.776 Tm /Ty2 1 Tf [ (PoP-Net) -275 (is)
-274 (compared) -275 (with) -274 (competing) -275 (methods) -274 (on) -275
(IT) 18 (OP) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (dataset.) -609 (Because) -350 (IT) 18 (OP) -349 (dataset)
-350 (is) -349 (limited) -350 (to) -350 (single-person) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 50.112 116.866 Tm /Ty2 1 Tf [ (and) -395 (clean) -395
(background,) -432 (PCK) -395 (and) -395 (mAP) -395 (measurements) -395 (are)
] 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
[ (mostly) -366 (identical.) -658 (Therefore,) -395 (we) -367 (only) -366
(report) -366 (PCK) -366 (metrics) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (on) -237 (IT) 18 (OP) -236 (dataset.) -305 (T) 80 (o) -237
(conduct) -237 (a) -236 (f) 10 (air) -237 (compar) 1 (ison,) -240 (a) -236
(method) -237 (is) ] 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 [ (trained) -218 (and) -218 (tested) -218 (under) -218 (tw) 10
(o) -218 (setups) -218 (separately) 65 (.) -300 (One) -218 (is) -218 (based)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 710.037 Tm /Ty2 1
Tf [ (on) -274 (pro) 15 (vided) -274 (ground-truth) -274 (bounding) -273 (box)
15 (es) -274 (and) -274 (the) -274 (other) -274 (di-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (rectly) -435 (uses)
-436 (the) -435 (full) -436 (image,) -481 (as) -436 (sho) 25 (wn) -435 (in)
-436 (T) 80 (able) -435 (5.) -866 (It) -436 (can) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 686.127 Tm /Ty2 1 Tf [ (be) -353 (observ)
15 (ed) -354 (that) -353 (PoP-Net) -354 (consistently) -353 (outperforms)
-354 (Open-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (Pose+) -304 (and) -305 (Y) 110 (olo-Pose+) -304 (by) -304
(a) -305 (s) 1 (ignicant) -305 (mar) 18 (gin.) -473 (Compared) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 662.217 Tm /Ty2 1 Tf [ (with)
-243 (A2J,) -242 (PoP-Net) -243 (is) -242 (slightly) -243 (w) 10 (orse) -243
(in) -242 (3D) -243 (and) -242 (better) -243 (in) -243 (2D,) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 650.261 Tm /Ty2 1 Tf [ (which) -326 (is) -327
(consistent) -326 (with) -326 (the) -327 (PCK) -326 (results) -326 (reported)
-326 (on) -327 (MP-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 638.306
Tm /Ty2 1 Tf [ (3DHP) 111 (.) ] TJ ET Q 0.398 w q 1 0 0 1 321.648 627.604
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q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 328.024 619.036 Tm /Ty2 1 Tf [ (Exp)
-250 (Setup) ] TJ ET Q q 1 0 0 1 377.647 615.45 cm 0 0 m 0 11.955 l S Q q
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Tj ET Q q 1 0 0 1 439.335 615.45 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
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Tm /Ty2 1 Tf [ (3D) -250 (PCK) ] TJ ET Q q 1 0 0 1 532.127 615.45 cm 0 0 m
0 11.955 l S Q q 1 0 0 1 321.648 615.251 cm 0 0 m 210.679 0 l S Q q 1 0 0 1 321.847 603.096
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Tm /Ty2 1 Tf [ (GT) -250 (Bbox) ] TJ ET Q q 1 0 0 1 377.647 603.096 cm 0 0
m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 606.683 Tm
/Ty2 1 Tf (A2J) Tj ET Q q 1 0 0 1 439.335 603.096 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 445.512 606.683 Tm /Ty2 1 Tf (0.905)
Tj ET Q q 1 0 0 1 485.731 603.096 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 491.908 606.683 Tm /Ty1 1 Tf (0.891) Tj ET Q q 1 0 0 1 532.127 603.096
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cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 594.728
Tm /Ty2 1 Tf (PoP-Net) Tj ET Q q 1 0 0 1 439.335 591.141 cm 0 0 m 0 11.955
l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 445.512 594.728 Tm /Ty1 1 Tf (0.914)
Tj ET Q q 1 0 0 1 485.731 591.141 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 491.908 594.728 Tm /Ty2 1 Tf (0.882) Tj ET Q q 1 0 0 1 532.127 591.141
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 321.648 590.942 cm 0 0 m 210.679 0 l S Q
q 1 0 0 1 321.847 578.787 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 328.024 564.441
Tm /Ty2 1 Tf [ (Full) -250 (Image) ] TJ ET Q q 1 0 0 1 377.647 578.787 cm
0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 582.374
Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+) ] TJ ET Q q 1 0 0 1 439.335 578.787 cm
0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 445.512 582.374
Tm /Ty2 1 Tf (0.833) Tj ET Q q 1 0 0 1 485.731 578.787 cm 0 0 m 0 11.955 l
S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 491.908 582.374 Tm /Ty2 1 Tf (0.787)
Tj ET Q q 1 0 0 1 532.127 578.787 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 377.846 578.588
cm 0 0 m 154.48 0 l S Q q 1 0 0 1 321.847 566.832 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 377.647 566.832 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 570.419
Tm /Ty2 1 Tf (Open-Pose+) Tj ET Q q 1 0 0 1 439.335 566.832 cm 0 0 m 0 11.955
l S Q /Cs1 cs 0 0 1 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 445.512 570.419
Tm /Ty2 1 Tf (0.876) Tj ET Q q 1 0 0 1 485.731 566.832 cm 0 0 m 0 11.955 l
S Q /Cs2 cs 0 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 491.908 570.419 Tm
/Ty2 1 Tf (0.778) Tj ET Q q 1 0 0 1 532.127 566.832 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 377.846 566.633 cm 0 0 m 154.48 0 l S Q q 1 0 0 1 321.847 554.877
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 377.647 554.877 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 558.464 Tm /Ty2 1 Tf [ (Y) 110
(olo-A2J) ] TJ ET Q q 1 0 0 1 439.335 554.877 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 445.512 558.464 Tm /Ty2 1 Tf (0.873) Tj ET Q q 1 0 0 1 485.731 554.877
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 491.908 558.464
Tm /Ty1 1 Tf (0.854) Tj ET Q q 1 0 0 1 532.127 554.877 cm 0 0 m 0 11.955 l
S Q q 1 0 0 1 377.846 554.678 cm 0 0 m 154.48 0 l S Q q 1 0 0 1 321.847 542.922
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 377.647 542.922 cm 0 0 m 0 11.955 l S Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 383.824 546.508 Tm /Ty2 1 Tf (PoP-Net)
Tj ET Q q 1 0 0 1 439.335 542.922 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 445.512 546.508 Tm /Ty1 1 Tf (0.890) Tj ET Q q 1 0 0 1 485.731 542.922
cm 0 0 m 0 11.955 l S Q /Cs1 cs 0 0 1 sc q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 491.908 546.508
Tm /Ty2 1 Tf (0.843) Tj ET Q q 1 0 0 1 532.127 542.922 cm 0 0 m 0 11.955 l
S Q q 1 0 0 1 321.648 542.723 cm 0 0 m 210.679 0 l S Q /Cs2 cs 0 sc q 1 0 0 1 0 0
cm BT 8.9664 0 0 8.9664 308.862 535.349 Tm /Ty2 1 Tf [ (T) 80 (able) -258
(5.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 339.919 535.349 Tm /Ty1
1 Tf [ (Ev) 10 (aluation) -258 (on) -259 (IT) 18 (OP) -258 (dataset) -258
(\(fr) 18 (ont-view\).) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 500.466 535.349
Tm /Ty2 1 Tf [ (Methods) -258 (are) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 308.862 524.39
Tm /Ty2 1 Tf [ (e) 25 (v) 25 (aluated) -250 (on) -250 (IT) 18 (OP) -250 (dataset)
-250 (with) -250 (and) -250 (without) -250 (GT) -250 (bounding) -250 (box)
15 (es.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 10.9589 0 0 10.9589 308.862 493.891
Tm /Ty1 1 Tf [ (4.5.) -250 (Running) -250 (speed) -250 (analysis) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 320.817 475.959 Tm /Ty2 1 Tf [ (The)
-383 (ef) 25 (cienc) 15 (y) -383 (of) -383 (each) -383 (m) 1 (ethod) -383
(is) -383 (measured) -383 (in) -383 (FPS) -383 (on) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 464.003 Tm /Ty2 1 Tf [ (multi-person) -307
(test) -308 (\(2-3) -307 (people\).) -483 (The) -307 (calculation) -308 (of)
-307 (the) -308 (run-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 452.048
Tm /Ty2 1 Tf [ (ning) -321 (speed) -321 (considers) -321 (necessary) -321
(post-processing) -321 (to) -321 (achie) 25 (v) 15 (e) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 440.093 Tm /Ty2 1 Tf [ (the) -222 -221
(set) -222 (of) -221 (multiple) -222 (3D) -222 (poses) -221 (and) -222 (the)
-221 (bounding) -222 (box) -222 (pre-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 428.138
Tm /Ty2 1 Tf [ (diction) -286 (time) -287 (for) -286 (a) -287 (tw) 10 (o-stage)
-286 (method.) -420 (As) -286 (sho) 25 (wn) -287 (in) -286 (T) 80 (able) -287
(6,) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 416.183 Tm /Ty2
1 Tf [ (the) -314 (running) -314 (speed) -314 (of) -314 (PoP-Net) -314 (almost)
-314 (triples) -315 (A2J) -314 (and) -314 (dou-) ] TJ ET Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 308.862 404.227 Tm /Ty2 1 Tf [ (bles) -249 (Open-Pose+)
-249 (on) -249 (a) -248 (single) -249 (R) 60 (TX) -249 (2080T) 35 (i) -249
(GPU.) -249 (The) -249 (obser) 20 (-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 392.272
Tm /Ty2 1 Tf [ (v) 25 (ation) -311 (is) -311 (as) -312 (e) 15 (xpected) -311
(because) -311 (OpenPose+) -311 (in) 40 (v) 20 (olv) 15 (es) -312 (hea) 20
(vier) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 380.317 Tm
/Ty2 1 Tf [ (post) -344 (process) -344 (and) -344 <41324ad5> 55 (s) -343 (cost)
-344 (scales) -344 (up) -344 (with) -344 (the) -344 (number) -344 (of) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 368.362 Tm /Ty2 1 Tf [
(humans.) -677 (More) -372 (detailed) -373 (ef) 26 (cienc) 15 (y) -373 (analysis)
-372 (is) -372 (pro) 15 (vided) -373 (in) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 356.407
Tm /Ty2 1 Tf [ (Appendix) -250 (E.) ] TJ ET Q q 1 0 0 1 314.729 343.687 cm
0 0 m 224.516 0 l S Q q 1 0 0 1 314.928 331.533 cm 0 0 m 0 11.955 l S Q q
1 0 0 1 343.899 331.533 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 350.076 335.119
Tm /Ty2 1 Tf [ (Y) 110 (olo-Pose+) ] TJ ET Q q 1 0 0 1 402.838 331.533 cm
0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 409.014 335.119
Tm /Ty2 1 Tf (Open-Pose+) Tj ET Q q 1 0 0 1 464.526 331.533 cm 0 0 m 0 11.955
l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 470.703 335.119 Tm /Ty2 1 Tf (A2J)
Tj ET Q q 1 0 0 1 492.929 331.533 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 499.106 335.119 Tm /Ty2 1 Tf (PoP-Net) Tj ET Q q 1 0 0 1 539.046 331.533
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 314.729 331.334 cm 0 0 m 224.516 0 l S Q
q 1 0 0 1 314.928 319.179 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 321.105 322.766
Tm /Ty2 1 Tf (FPS) Tj ET Q q 1 0 0 1 343.899 319.179 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 350.076 322.766 Tm /Ty2 1 Tf (223)
Tj ET Q q 1 0 0 1 402.838 319.179 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm
BT 9.9626 0 0 9.9626 409.014 322.766 Tm /Ty2 1 Tf (48) Tj ET Q q 1 0 0 1 464.526 319.179
cm 0 0 m 0 11.955 l S Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 470.703 322.766
Tm /Ty2 1 Tf (32) Tj ET Q q 1 0 0 1 492.929 319.179 cm 0 0 m 0 11.955 l S
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 499.106 322.766 Tm /Ty2 1 Tf (91)
Tj ET Q q 1 0 0 1 539.046 319.179 cm 0 0 m 0 11.955 l S Q q 1 0 0 1 314.729 318.98
cm 0 0 m 224.516 0 l S Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 340.664 311.607
Tm /Ty2 1 Tf [ (T) 80 (able) -250 (6.) ] TJ ET Q q 1 0 0 1 0 0 cm BT 8.9664 0 0 8.9664 371.571 311.607
Tm /Ty1 1 Tf [ (Running) -250 (speed) -250 (on) -250 (multi-person) -250 (data.)
] TJ ET Q q 1 0 0 1 0 0 cm BT 11.9552 0 0 11.9552 308.862 279.257 Tm /Ty1
1 Tf [ (5.) -250 (Conclusion) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 320.817 260.328
Tm /Ty2 1 Tf [ (In) -449 (this) -450 (paper) 40 (,) -499 (we) -450 (introduce)
-449 (PoP-Net) -449 (for) -450 (multi-person) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 248.372 Tm /Ty2 1 Tf [ (3D) -307 (pose) -308 (es)
1 (timation) -308 (from) -307 (a) -307 (depth) -308 (image.) -481 (PoP-Net)
-308 (predicts) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 236.417
Tm /Ty2 1 Tf [ (part) -334 (maps) -334 (and) -335 (global) -334 (poses) -334
(in) -334 (a) -334 (single) -334 (pass) -335 (and) -334 (e) 15 (xplicitly)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 224.462 Tm /Ty2 1
Tf [ (fuses) -360 (them) -359 (via) -360 (utilizing) -360 (the) -360 (proposed)
-359 (T) 35 (runcated) -360 (P) 15 (art) -360 (Dis-) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 212.507 Tm /Ty2 1 Tf [ (placement) -313 (Field)
-314 (\(TPDF\).) -313 (Conicting) -314 (cases) -313 (are) -314 (ef) 25 (fortlessly)
] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 200.552 Tm /Ty2 1
Tf [ (resolv) 15 (ed) -402 (in) -402 (a) -402 (rule-based) -402 (process)
-402 (gi) 25 (v) 15 (en) -403 (part) -402 (visibility) -402 (and) ] TJ ET
Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 188.596 Tm /Ty2 1 Tf [ (condence)
-331 (out) -332 (of) -331 (the) -331 (netw) 10 (ork.) -555 (Meanwhile,) -351
(a) -332 (comprehen-) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 176.641
Tm /Ty2 1 Tf [ (si) 25 (v) 15 (e) -324 (3D) -324 (human) -324 (depth) -323
(dataset) -324 (called) -324 (MP-3DHP) -324 (is) -324 (released) ] TJ ET Q
q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 164.686 Tm /Ty2 1 Tf [ (to)
-508 (f) 10 (acilitate) -508 (the) -508 (de) 25 (v) 15 (elopment) -508 (of)
-508 (methods) -508 (for) -508 (real-w) 10 (orld) ] TJ ET Q q 1 0 0 1 0 0
cm BT 9.9626 0 0 9.9626 308.862 152.731 Tm /Ty2 1 Tf [ (multi-person) -260
(challenges.) -341 (In) -260 (e) 15 (xperiments,) -263 (PoP-Net) -260 (achie)
25 (v) 15 (es) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 140.776
Tm /Ty2 1 Tf [ (state-of-the-art) -511 (results) -512 (on) -512 (MP-3DHP)
-511 (and) -511 (IT) 18 (OP) -512 (datasets) ] TJ ET Q q 1 0 0 1 0 0 cm BT
9.9626 0 0 9.9626 308.862 128.821 Tm /Ty2 1 Tf [ (with) -356 (signicant)
-357 (adv) 25 (antage) -356 (in) -357 (3D) -356 (mAP) -357 (and) -356 (running)
-357 (speed) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 116.865
Tm /Ty2 1 Tf [ (in) -250 (processing) -250 (multi-person) -250 (data.) ] TJ
ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 92.955 Tm /Ty1 1 Tf [ (Ackno)
10 (wledgements) ] TJ ET Q q 1 0 0 1 0 0 cm BT 9.9626 0 0 9.9626 308.862 81
Tm /Ty2 1 Tf [ (This) -250 (w) 10 (ork) -250 (w) 10 (as) -250 (supported)
-250 (by) -250 (OPPO) -250 (US) -250 (Research) -250 (Center) 55 (.) ] TJ
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(V) 129 (.) -415 (Gehler) 40 (,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 680.449
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Tm /Ty2 1 Tf [ (mark) -335 (and) -334 (state) -335 (of) -334 (the) -335 (art)
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Tm /Ty2 1 Tf [ (36863693,) -250 (2014.) ] TJ ET BT 8.9664 0 0 8.9664 54.595 634.92
Tm /Ty2 1 Tf ([2]) Tj ET BT 8.9664 0 0 8.9664 70.03514 634.92 Tm /Ty2 1 Tf
[ (Abdallah) -728 (Benzine,) -847 (Florian) -728 (Chabot,) -847 (Bertrand)
-728 (Luvison,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 623.961 Tm /Ty2 1 Tf [
(Quoc) -570 (Cuong) -570 (Pham,) -649 (and) -570 (Catherine) -570 (Achard.)
-1383 (P) 15 (andanet:) ] TJ ET BT 8.9664 0 0 8.9664 70.031 613.002 Tm /Ty2
1 Tf [ (Anchor) 20 (-based) -358 (single-shot) -357 (multi-person) -358 (3d)
-357 (pose) -358 (estimation.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 602.043
Tm /Ty2 1 Tf (In) Tj ET BT 8.9664 0 0 8.9664 79.477 602.043 Tm /Ty5 1 Tf [
(2020) -221 (IEEE/CVF) -220 (Confer) 37 (ence) -220 (on) -221 (Computer) -220
(V) 74 (ision) -221 (and) -220 (P) 80 (at-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 591.084
Tm /Ty5 1 Tf [ (tern) -193 (Reco) 10 (gnition,) -204 (CVPR) -193 (2020,) -205
(Seattle) 10 (,) -204 (W) 60 (A,) -193 (USA,) -193 (J) 35 (une) -193 (13-19,)
] TJ ET BT 8.9664 0 0 8.9664 70.031 580.125 Tm /Ty5 1 Tf (2020) Tj ET BT 8.9664 0 0 8.9664 87.964 580.125
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (68556864.) -250 (IEEE,) -250 (2020.)
] TJ ET BT 8.9664 0 0 8.9664 54.595 567.473 Tm /Ty2 1 Tf ([3]) Tj ET BT 8.9664 0 0 8.9664 70.03514 567.473
Tm /Ty2 1 Tf [ (Zhe) -408 (Cao,) -449 (T) 80 (omas) -408 (Simon,) -449 (Shih-En)
-409 (W) 80 (ei,) -448 (and) -409 (Y) 100 (aser) -408 (Sheikh.) ] TJ ET BT
8.9664 0 0 8.9664 70.031 556.514 Tm /Ty2 1 Tf [ (Realtime) -260 (multi-person)
-260 (2d) -260 (pose) -259 (estimation) -260 (using) -260 (part) -260 (af)
25 (nity) ] TJ ET BT 8.9664 0 0 8.9664 70.031 545.555 Tm /Ty2 1 Tf [ (elds.)
-400 (In) ] TJ ET BT 8.9664 0 0 8.9664 105.107 545.555 Tm /Ty5 1 Tf [ (IEEE)
-262 (Confer) 37 (ence) -263 (on) -262 (Computer) -262 (V) 74 (ision) -263
(and) -262 (P) 80 (attern) ] TJ ET BT 8.9664 0 0 8.9664 70.031 534.596 Tm
/Ty5 1 Tf [ (Reco) 10 (gnition) -250 (\(CVPR\)) ] TJ ET BT 8.9664 0 0 8.9664 143.904 534.596
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (13021310,) -250 (2017.) ] TJ ET BT
8.9664 0 0 8.9664 54.595 521.944 Tm /Ty2 1 Tf ([4]) Tj ET BT 8.9664 0 0 8.9664 70.03514 521.944
Tm /Ty2 1 Tf [ (Xiao) -383 (Chu,) -417 (W) 80 (ei) -383 (Y) 100 (ang,) -417
(W) 80 (anli) -384 (Ouyang,) -417 (Cheng) -383 (Ma,) -417 (Alan) -383 (L.)
] TJ ET BT 8.9664 0 0 8.9664 70.031 510.985 Tm /Ty2 1 Tf [ (Y) 111 (uille,)
-284 (and) -278 (Xiaog) 5 (ang) -277 (W) 80 (ang.) -448 (Multi-conte) 15 (xt)
-277 (attention) -277 (for) -278 (hu-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 500.026
Tm /Ty2 1 Tf [ (man) -437 (pose) -438 (estimation.) -959 (In) ] TJ ET BT 8.9664 0 0 8.9664 169.345 500.026
Tm /Ty5 1 Tf [ (IEEE) -437 (Confer) 37 (ence) -437 (on) -438 (Computer) ]
TJ ET BT 8.9664 0 0 8.9664 70.031 489.067 Tm /Ty5 1 Tf [ (V) 74 (ision) -326
(and) -327 (P) 80 (attern) -326 (Reco) 10 (gnition) -327 (\(CVPR\)) ] TJ ET
BT 8.9664 0 0 8.9664 215.259 489.067 Tm /Ty2 1 Tf [ (,) -326 (pages) -327
(56695678,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 478.108 Tm /Ty2 1 Tf (2017.)
Tj ET BT 8.9664 0 0 8.9664 54.595 465.456 Tm /Ty2 1 Tf ([5]) Tj ET BT 8.9664 0 0 8.9664 70.03514 465.456
Tm /Ty2 1 Tf [ (Ahmed) -401 (El) 1 (hayek,) -439 (Edilson) -401 (de) -401
(Aguiar) 40 (,) -439 (Arjun) -401 (Jain,) -438 (Jonathan) ] TJ ET BT 8.9664 0 0 8.9664 70.031 454.497
Tm /Ty2 1 Tf [ (T) 80 (ompson,) -1210 (Leonid) -1018 (Pishchulin,) -1211 (Mykhaylo)
-1018 (Andriluka,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 443.538 Tm /Ty2 1 Tf
[ (Christoph) -428 (Bre) 15 (gler) 40 (,) -472 (Bernt) -428 (Schiele,) -472
(and) -428 (Christian) -428 (Theobalt.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 432.579
Tm /Ty2 1 Tf [ (Marconi) -580 (-) -580 (con) 40 (vnet-based) -580 (mark) 10
(er) 20 (-less) -580 (motion) -580 (capture) -580 (in) ] TJ ET BT 8.9664 0 0 8.9664 70.031 421.62
Tm /Ty2 1 Tf [ (outdoor) -222 (and) -221 (indoor) -222 (scenes.) ] TJ ET BT
8.9664 0 0 8.9664 168.566 421.62 Tm /Ty5 1 Tf [ (IEEE) -222 (T) 55 (r) 15
(ans.) -221 (P) 80 (attern) -222 (Anal.) -222 (Mac) 15 (h.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 410.662
Tm /Ty5 1 Tf (Intell.) Tj ET BT 8.9664 0 0 8.9664 91.2 410.662 Tm /Ty2 1 Tf
[ (,) -250 (39\(3\):501514,) -250 (2017.) ] TJ ET BT 8.9664 0 0 8.9664 54.595 398.009
Tm /Ty2 1 Tf ([6]) Tj ET BT 8.9664 0 0 8.9664 70.03514 398.009 Tm /Ty2 1 Tf
[ (Albert) -235 (Haque,) -239 (Bo) 10 (ya) -236 (Peng,) -239 (Zelun) -236
(Luo,) -239 (Ale) 15 (xandre) -236 (Alahi,) -238 (Ser) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 387.05
Tm /Ty2 1 Tf [ (ena) -297 (Y) 100 (eung,) -309 (and) -297 (Fei-Fei) -297 (Li.)
-511 (T) 80 (o) 25 (w) 10 (ards) -297 (vie) 25 (wpoint) -297 (in) 40 (v) 25
(ariant) -297 (3d) ] TJ ET BT 8.9664 0 0 8.9664 70.031 376.092 Tm /Ty2 1 Tf
[ (human) -249 (pose) -249 (estim) 1 (ation.) -358 (In) ] TJ ET BT 8.9664 0 0 8.9664 167.842 376.092
Tm /Ty5 1 Tf [ (14th) -249 (Eur) 45 (opean) -249 (Confer) 37 (e) 1 (nce) -249
(Com-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 365.133 Tm /Ty5 1 Tf [ (puter)
-250 (V) 74 (ision) -250 (\(ECCV\)) ] TJ ET BT 8.9664 0 0 8.9664 144.586 365.133
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (160177,) -250 (2016.) ] TJ ET BT 8.9664 0 0 8.9664 54.595 352.48
Tm /Ty2 1 Tf ([7]) Tj ET BT 8.9664 0 0 8.9664 70.03514 352.48 Tm /Ty2 1 Tf
[ (Kaiming) -385 (He,) -420 (Geor) 18 (gia) -385 (Gkioxari,) -420 (Piotr)
-386 (Doll) ] TJ ET BT 8.9664 0 0 8.9664 228.723 352.525 Tm /Ty2 1 Tf
Tj ET BT 8.9664 0 0 8.9664 228.225 352.48 Tm /Ty2 1 Tf [ (ar) 40 (,) -420
(and) -385 (Ross) -386 (B.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 341.521 Tm
/Ty2 1 Tf [ (Girshick.) -446 (Mask) -277 (R-CNN.) -446 (In) ] TJ ET BT 8.9664 0 0 8.9664 173.648 341.521
Tm /Ty5 1 Tf [ (IEEE) -277 (International) -277 (Confer) 37 (ence) ] TJ ET
BT 8.9664 0 0 8.9664 70.031 330.563 Tm /Ty5 1 Tf [ (on) -250 (Computer) -250
(V) 74 (ision) -250 (\(ICCV\)) ] TJ ET BT 8.9664 0 0 8.9664 170.238 330.563
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (29802988,) -250 (2017.) ] TJ ET BT
8.9664 0 0 8.9664 54.595 317.91 Tm /Ty2 1 Tf ([8]) Tj ET BT 8.9664 0 0 8.9664 70.03514 317.91
Tm /Ty2 1 Tf [ (Kaiming) -302 (He,) -316 (Xiangyu) -303 (Zhang,) -316 (Shaoqing)
-303 (Ren,) -316 (and) -303 (Jian) -302 (Sun.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 306.951
Tm /Ty2 1 Tf [ (Deep) -500 (residual) -500 (learning) -500 (for) -500 (image)
-500 (recognition.) -1160 (In) ] TJ ET BT 8.9664 0 0 8.9664 266.941 306.951
Tm /Ty5 1 Tf (IEEE) Tj ET BT 8.9664 0 0 8.9664 70.031 295.993 Tm /Ty5 1 Tf
[ (Confer) 37 (ence) -471 (on) -472 (Computer) -471 (V) 74 (ision) -472 (and)
-471 (P) 80 (attern) -472 (Reco) 10 (gnition) ] TJ ET BT 8.9664 0 0 8.9664 70.031 285.034
Tm /Ty5 1 Tf (\(CVPR\)) Tj ET BT 8.9664 0 0 8.9664 98.418 285.034 Tm /Ty2
1 Tf [ (,) -250 (pages) -250 (770778,) -250 (2016.) ] TJ ET BT 8.9664 0 0 8.9664 54.595 272.381
Tm /Ty2 1 Tf ([9]) Tj ET BT 8.9664 0 0 8.9664 70.03514 272.381 Tm /Ty2 1 Tf
[ (Catali) 1 (n) -390 (Ionescu,) -424 (Dragos) -389 (P) 15 (apa) 20 (v) 25
(a,) -425 (Vlad) -389 (Olaru,) -424 (and) -389 (Cristian) ] TJ ET BT 8.9664 0 0 8.9664 70.031 261.422
Tm /Ty2 1 Tf [ (Sminchisescu.) -263 (Human3.6m:) -288 (Lar) 18 (ge) -205 (scale)
-205 (datasets) -206 (and) -205 (predic-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 250.464
Tm /Ty2 1 Tf [ (ti) 25 (v) 15 (e) -273 (methods) -272 (for) -273 (3d) -272
(human) -273 (sensing) -273 (in) -272 (natural) -273 (en) 40 (vironments.)
] TJ ET BT 8.9664 0 0 8.9664 70.031 239.505 Tm /Ty5 1 Tf [ (IEEE) -341 (T)
55 (r) 15 (ans.) -342 (P) 80 (attern) -341 (Anal.) -341 (Mac) 15 (h.) -342
(Intell.) ] TJ ET BT 8.9664 0 0 8.9664 216.351 239.505 Tm /Ty2 1 Tf [ (,)
-364 (36\(7\):13251339,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 228.546 Tm /Ty2
1 Tf (2014.) Tj ET BT 8.9664 0 0 8.9664 50.112 215.894 Tm /Ty2 1 Tf ([10])
Tj ET BT 8.9664 0 0 8.9664 70.03534 215.894 Tm /Ty2 1 Tf [ (Umar) -272 (Iqbal)
-272 (and) -272 (Juer) 18 (gen) -273 (Gall.) -431 (Multi-person) -272 (pose)
-272 (estimation) ] TJ ET BT 8.9664 0 0 8.9664 70.031 204.935 Tm /Ty2 1 Tf
[ (with) -242 (local) -243 (joint-to-person) -242 (associations.) -343 (In)
] TJ ET BT 8.9664 0 0 8.9664 221.514 204.935 Tm /Ty5 1 Tf [ (Eur) 45 (opean)
-242 (Confer) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 193.976 Tm /Ty5 1
Tf [ (ence) -250 (on) -250 (Computer) -250 (V) 74 (ision) -250 (W) 92 (orkshops)
] TJ ET BT 8.9664 0 0 8.9664 201.531 193.976 Tm /Ty2 1 Tf [ (,) -250 (pages)
-250 (627642,) -250 (2016.) ] TJ ET BT 8.9664 0 0 8.9664 50.112 181.324 Tm
/Ty2 1 Tf ([11]) Tj ET BT 8.9664 0 0 8.9664 70.03534 181.324 Tm /Ty2 1 Tf
[ (Tsung-Y) 55 (i) -487 (Lin,) -547 (Michael) -488 (Maire,) -547 (Ser) 18
(ge) -488 (J.) -487 (Belongie,) -547 (James) ] TJ ET BT 8.9664 0 0 8.9664 70.031 170.365
Tm /Ty2 1 Tf [ (Hays,) -627 (Pietro) -552 (Perona,) -628 (De) 25 (v) 25 (a)
-551 (Ramanan,) -628 (Piotr) -552 (Doll) ] TJ ET BT 8.9664 0 0 8.9664 259.437 170.409
Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 258.939 170.365 Tm /Ty2 1 Tf [
(ar) 40 (,) -627 (and) ] TJ ET BT 8.9664 0 0 8.9664 70.031 159.406 Tm /Ty2
1 Tf [ (C.) -269 (La) 15 (wrence) -269 (Zitnick.) -420 (Microsoft) -269 (COCO:)
-268 (common) -269 (objects) -269 (in) ] TJ ET BT 8.9664 0 0 8.9664 70.031 148.447
Tm /Ty2 1 Tf [ (conte) 15 (xt.) -542 (In) ] TJ ET BT 8.9664 0 0 8.9664 113.614 148.447
Tm /Ty5 1 Tf [ (13th) -307 (Eur) 45 (opean) -307 (Confer) 37 (ence) -307 (on)
-306 (Computer) -307 (V) 74 (ision) ] TJ ET BT 8.9664 0 0 8.9664 70.031 137.488
Tm /Ty5 1 Tf (\(ECCV\)) Tj ET BT 8.9664 0 0 8.9664 98.92 137.488 Tm /Ty2 1
Tf [ (,) -250 (pages) -250 (740755,) -250 (2014.) ] TJ ET BT 8.9664 0 0 8.9664 50.112 124.836
Tm /Ty2 1 Tf ([12]) Tj ET BT 8.9664 0 0 8.9664 70.03534 124.836 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 70.031 113.877
Tm /Ty2 1 Tf [ (Sze) 15 (gedy) 65 (,) -324 (Scott) -310 (E.) -309 (Reed,)
-324 (Cheng-Y) 100 (ang) -310 (Fu,) -324 (and) -309 (Ale) 15 (xander) -310
(C.) ] TJ ET BT 8.9664 0 0 8.9664 70.031 102.918 Tm /Ty2 1 Tf [ (Ber) 18 (g.)
-782 (SSD:) -382 (single) -382 (shot) -382 (multibox) -382 (detector) 55 (.)
-782 (In) ] TJ ET BT 8.9664 0 0 8.9664 246.48 102.918 Tm /Ty5 1 Tf [ (14th)
-382 (Eur) 45 (o-) ] TJ ET BT 8.9664 0 0 8.9664 70.031 91.959 Tm /Ty5 1 Tf
[ (pean) -233 (Confer) 37 (ence) -232 (on) -233 (Computer) -233 (V) 74 (ision)
-232 (\(ECCV\)) ] TJ ET BT 8.9664 0 0 8.9664 234.873 91.959 Tm /Ty2 1 Tf [
(,) -233 (pages) -232 (2137,) ] TJ ET BT 8.9664 0 0 8.9664 70.031 81 Tm /Ty2
1 Tf (2016.) Tj ET BT 8.9664 0 0 8.9664 308.862 710.037 Tm /Ty2 1 Tf ([13])
Tj ET BT 8.9664 0 0 8.9664 328.7853 710.037 Tm /Ty2 1 Tf [ (Juli) 1 (eta)
-705 (Martinez,) -818 (Rayat) -704 (Hossain,) -818 (Ja) 20 (vier) -704 (Romero,)
-818 (and) ] TJ ET BT 8.9664 0 0 8.9664 328.781 699.079 Tm /Ty2 1 Tf [ (James)
-348 (J.) -348 (Little.) -674 (A) -348 (simple) -348 (yet) -348 (ef) 25 (fecti)
25 (v) 15 (e) -349 (basel) 1 (ine) -349 (for) -348 (3d) -348 (hu-) ] TJ ET
BT 8.9664 0 0 8.9664 328.781 688.12 Tm /Ty2 1 Tf [ (man) -298 (pose) -299
(estimation.) -515 (In) ] TJ ET BT 8.9664 0 0 8.9664 420.372 688.12 Tm /Ty5
1 Tf [ (IEEE) -298 (International) -299 (Confer) 37 (ence) -298 (on) ] TJ
ET BT 8.9664 0 0 8.9664 328.781 677.161 Tm /Ty5 1 Tf [ (Computer) -250 (V)
74 (ision) -250 (\(ICCV\)) ] TJ ET BT 8.9664 0 0 8.9664 417.78 677.161 Tm
/Ty2 1 Tf [ (,) -250 (pages) -250 (26592668,) -250 (2017.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 664.668
Tm /Ty2 1 Tf ([14]) Tj ET BT 8.9664 0 0 8.9664 330.525 666.623 Tm /Ty2 1 Tf
Tj ET BT 8.9664 0 0 8.9664 328.781 664.668 Tm /Ty2 1 Tf [ (Angel) -739
(Mart) ] TJ ET BT 8.9664 0 0 8.9664 374.508 664.713 Tm /Ty2 1 Tf Tj ET
BT 8.9664 0 0 8.9664 374.754 664.668 Tm /Ty2 1 Tf (nez-Gonz) Tj ET BT 8.9664 0 0 8.9664 412.597 664.713
Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 412.099 664.668 Tm /Ty2 1 Tf [
(alez,) -862 (Michael) -739 (V) 60 (illamizar) 40 (,) -862 (Oli) 25 (vier)
] TJ ET BT 8.9664 0 0 8.9664 328.781 653.709 Tm /Ty2 1 Tf (Can) Tj ET BT 8.9664 0 0 8.9664 343.723 653.754
Tm /Ty2 1 Tf Tj ET BT 8.9664 0 0 8.9664 343.226 653.709 Tm /Ty2 1 Tf [
(ev) 15 (et,) -392 (and) -364 (Jean-Marc) -363 (Odobez.) -724 (Real-time)
-364 (con) 40 (v) 20 (olutional) ] TJ ET BT 8.9664 0 0 8.9664 328.781 642.75
Tm /Ty2 1 Tf [ (netw) 10 (orks) -623 (for) -623 (depth-based) -623 (human)
-623 (pose) -623 (estimati) 1 (on.) -1554 (In) ] TJ ET BT 8.9664 0 0 8.9664 328.781 631.791
Tm /Ty5 1 Tf [ (IEEE/RSJ) -479 (International) -480 (Confer) 37 (ence) -480
(on) -479 (Intellig) 10 (ent) -480 (Robots) ] TJ ET BT 8.9664 0 0 8.9664 328.781 620.832
Tm /Ty5 1 Tf [ (and) -250 (Systems) -250 (\(IR) 40 (OS\)) ] TJ ET BT 8.9664 0 0 8.9664 400.135 620.832
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (4147,) -250 (2018.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 608.34
Tm /Ty2 1 Tf ([15]) Tj ET BT 8.9664 0 0 8.9664 328.7853 608.34 Tm /Ty2 1 Tf
[ (Dush) 5 (yant) -786 (Mehta,) -921 (Helge) -786 (Rhodin,) -921 (Dan) -787
(Casas,) -920 (P) 15 (ascal) ] TJ ET BT 8.9664 0 0 8.9664 328.781 597.381
Tm /Ty2 1 Tf [ (Fua,) -474 (Ole) 1 (ksandr) -429 (Sotn) 15 (ychenk) 10 (o,)
-474 (W) 80 (eipeng) -429 (Xu,) -473 (and) -429 (Christian) ] TJ ET BT 8.9664 0 0 8.9664 328.781 586.422
Tm /Ty2 1 Tf [ (Theobalt.) -462 (Monocular) -281 (3d) -282 (human) -282 (pose)
-282 (estimation) -281 (in) -282 (the) -282 (wild) ] TJ ET BT 8.9664 0 0 8.9664 328.781 575.463
Tm /Ty2 1 Tf [ (using) -295 (impro) 15 (v) 15 (ed) -296 (CNN) -295 (supervision.)
-506 (In) ] TJ ET BT 8.9664 0 0 8.9664 467.423 575.463 Tm /Ty5 1 Tf [ (International)
-295 (Confer) 20 (-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 564.504 Tm /Ty5
1 Tf [ (ence) -250 (on) -250 (3D) -250 (V) 74 (ision) -250 (\(3D) 40 (V\))
] TJ ET BT 8.9664 0 0 8.9664 418.399 564.504 Tm /Ty2 1 Tf [ (,) -250 (pages)
-250 (506516,) -250 (2017.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 552.011
Tm /Ty2 1 Tf ([16]) Tj ET BT 8.9664 0 0 8.9664 328.7853 552.011 Tm /Ty2 1
Tf [ (Dush) 5 (yant) -927 (Mehta,) -1097 (Oleksandr) -928 (Sotn) 15 (ychenk)
10 (o,) -1096 (Franziska) ] TJ ET BT 8.9664 0 0 8.9664 328.781 541.052 Tm
/Ty2 1 Tf [ (Mueller) 40 (,) -659 (W) 80 (eipeng) -578 (Xu,) -659 (Mohamed)
-577 (Elgharib,) -660 (P) 15 (asc) 1 (al) -578 (Fua,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 530.093
Tm /Ty2 1 Tf [ (Hans-Peter) -422 (Sei) 1 (del,) -465 (Helge) -421 (Rhodin,)
-465 (Gerard) -421 (Pons-Moll,) -465 (and) ] TJ ET BT 8.9664 0 0 8.9664 328.781 519.135
Tm /Ty2 1 Tf [ (Christian) -215 (Theobalt.) -283 (Xnect:) -292 (real-time)
-215 (multi-person) -214 (3d) -215 (motion) ] TJ ET BT 8.9664 0 0 8.9664 328.781 508.176
Tm /Ty2 1 Tf [ (capture) -405 (with) -405 (a) -404 (single) -405 (RGB) -405
(camera.) ] TJ ET BT 8.9664 0 0 8.9664 468.893 508.176 Tm /Ty5 1 Tf [ (A)
30 (CM) -405 (T) 55 (r) 15 (ans.) -405 (Gr) 15 (aph.) ] TJ ET BT 8.9664 0 0 8.9664 542.87 508.176
Tm /Ty2 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 328.781 497.217 Tm /Ty2 1 Tf [
(39\(4\):82,) -250 (2020.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 484.724 Tm
/Ty2 1 Tf ([17]) Tj ET BT 8.9664 0 0 8.9664 328.7853 484.724 Tm /Ty2 1 Tf
[ (Dush) 5 (yant) -367 (Mehta,) -396 (Srinath) -367 (Sridhar) 40 (,) -396
(Oleksandr) -367 (Sotn) 15 (ychenk) 10 (o,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 473.765
Tm /Ty2 1 Tf [ (Helge) -657 (Rhodin,) -759 (Mohammad) -658 (Shaei,) -759
(Hans-Peter) -657 (Seidel,) ] TJ ET BT 8.9664 0 0 8.9664 328.781 462.806 Tm
/Ty2 1 Tf [ (W) 80 (eipeng) -398 (Xu,) -435 (Dan) -397 (Casas,) -435 (and)
-398 (Christian) -398 (Theobalt.) -833 (Vnect:) ] TJ ET BT 8.9664 0 0 8.9664 328.781 451.847
Tm /Ty2 1 Tf [ (real-time) -237 (3d) -236 (human) -237 (pose) -236 (estimation)
-237 (with) -236 (a) -237 (single) -236 (RGB) -237 (cam-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 440.888
Tm /Ty2 1 Tf (era.) Tj ET BT 8.9664 0 0 8.9664 345.198 440.888 Tm /Ty5 1 Tf
[ (A) 30 (CM) -250 (T) 55 (r) 15 (ans.) -250 (Gr) 15 (aph.) ] TJ ET BT 8.9664 0 0 8.9664 416.4 440.888
Tm /Ty2 1 Tf [ (,) -250 (36\(4\):44:144:14,) -250 (2017.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 428.396
Tm /Ty2 1 Tf ([18]) Tj ET BT 8.9664 0 0 8.9664 328.7853 428.396 Tm /Ty2 1
Tf [ (Alej) 1 (andro) -399 (Ne) 25 (wel) 1 (l,) -436 (Zhiao) -398 (Huang,)
-435 (and) -398 (Jia) -398 (Deng.) -833 (Associa-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 417.437
Tm /Ty2 1 Tf [ (ti) 25 (v) 15 (e) -281 (embedding:) -372 (End-to-end) -281
(learning) -282 (for) -281 (joint) -281 (detection) -281 (and) ] TJ ET BT
8.9664 0 0 8.9664 328.781 406.478 Tm /Ty2 1 Tf [ (grouping.) -865 (In) -408
(Isabelle) -408 (Guyon,) -448 (Ulrik) 10 (e) -408 (v) 20 (on) -407 (Luxb)
20 (ur) 18 (g,) -448 (Samy) ] TJ ET BT 8.9664 0 0 8.9664 328.781 395.519 Tm
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-350 (and) -330 (Roman) -330 (Ga) 1 (rnett,) -350 (editors,) ] TJ ET BT 8.9664 0 0 8.9664 475.248 384.56
Tm /Ty5 1 Tf [ (Annual) -330 (Confer) 37 (ence) ] TJ ET BT 8.9664 0 0 8.9664 328.781 373.601
Tm /Ty5 1 Tf [ (on) -489 (Neur) 15 (al) -489 (Information) -489 (Pr) 45 (ocessing)
-489 (Systems) ] TJ ET BT 8.9664 0 0 8.9664 490.732 373.601 Tm /Ty2 1 Tf [
(,) -549 (pages) -489 (2277) ] TJ ET BT 8.9664 0 0 8.9664 328.781 362.642
Tm /Ty2 1 Tf [ (2287,) -250 (2017.) ] TJ ET BT 8.9664 0 0 8.9664 308.862 350.149
Tm /Ty2 1 Tf ([19]) Tj ET BT 8.9664 0 0 8.9664 328.7853 350.149 Tm /Ty2 1
Tf [ (Alej) 1 (andro) -236 (Ne) 25 (well,) -238 (Kaiyu) -236 (Y) 100 (ang,)
-238 (and) -235 (Jia) -236 (Deng.) -328 (Stack) 10 (ed) -235 (hour) 20 (-)
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10 (orks) -235 (for) -235 (human) -235 (pose) -235 (estimation.) -328 (In)
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(Max) -256 (W) 80 (elling,) -257 (editors,) ] TJ ET BT 8.9664 0 0 8.9664 506.359 328.232
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Tm /Ty5 1 Tf [ (pean) -340 (Confer) 37 (ence) -340 (on) -340 (Computer) -339
(V) 74 (ision) -340 (\(ECCV\)) ] TJ ET BT 8.9664 0 0 8.9664 498.426 317.273
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Tm /Ty2 1 Tf ([20]) Tj ET BT 8.9664 0 0 8.9664 328.7853 293.821 Tm /Ty2 1
Tf [ (Geor) 18 (ge) -341 (P) 15 (apandreou,) -363 (T) 79 (yl) 1 (er) -342
(Zhu,) -363 (Liang-Chieh) -342 (Chen,) -363 (Sp) 10 (yros) ] TJ ET BT 8.9664 0 0 8.9664 328.781 282.862
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1 Tf [ (bottom-up,) -236 (part-based,) -236 (geometric) -232 (embedding) -233
(model.) -321 (In) ] TJ ET BT 8.9664 0 0 8.9664 529.17 260.944 Tm /Ty5 1 Tf
(15th) Tj ET BT 8.9664 0 0 8.9664 328.781 249.985 Tm /Ty5 1 Tf [ (Eur) 45
(opean) -287 (Confer) 37 (ence) -287 (on) -286 (Computer) -287 (V) 74 (ision)
-287 (\(ECCV\)) ] TJ ET BT 8.9664 0 0 8.9664 513.579 249.985 Tm /Ty2 1 Tf
[ (,) -287 (v) 20 (olume) ] TJ ET BT 8.9664 0 0 8.9664 328.781 239.026 Tm
/Ty2 1 Tf [ (11218,) -250 (pages) -250 (282299,) -250 (2018.) ] TJ ET BT
8.9664 0 0 8.9664 308.862 226.534 Tm /Ty2 1 Tf ([21]) Tj ET BT 8.9664 0 0 8.9664 328.7853 226.534
Tm /Ty2 1 Tf [ (Geor) 18 (ge) -313 (P) 15 (apandreou,) -329 (T) 80 (yler)
-313 (Zhu,) -329 (Nori) -313 (Kanaza) 15 (w) 10 (a,) -329 (Ale) 15 (xander)
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-333 (esti) 1 (mation) -333 (in) -333 (the) ] TJ ET BT 8.9664 0 0 8.9664 328.781 193.657
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Tm /Ty5 1 Tf [ (IEEE) -300 (Confer) 37 (ence) -301 (on) -300 (Computer) -301
(V) 74 (ision) -300 (and) -301 (P) 80 (attern) ] TJ ET BT 8.9664 0 0 8.9664 328.781 182.698
Tm /Ty5 1 Tf [ (Reco) 10 (gnition) -250 (\(CVPR\)) ] TJ ET BT 8.9664 0 0 8.9664 402.654 182.698
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(supervision) -265 (for) -266 (3d) -265 (human) -266 (pose) -265 (estimation.)
-410 (In) ] TJ ET BT 8.9664 0 0 8.9664 328.781 148.287 Tm /Ty5 1 Tf [ (IEEE)
-269 (Confer) 37 (ence) -270 (on) -269 (Computer) -270 (V) 74 (ision) -269
(and) -270 (P) 80 (att) 1 (ern) -270 (Reco) 10 (gni-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 137.329
Tm /Ty5 1 Tf [ (tion) -250 (\(CVPR\)) ] TJ ET BT 8.9664 0 0 8.9664 373.361 137.329
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (73077316,) -250 (2018.) ] TJ ET BT
8.9664 0 0 8.9664 308.862 124.836 Tm /Ty2 1 Tf ([23]) Tj ET BT 8.9664 0 0 8.9664 328.7853 124.836
Tm /Ty2 1 Tf [ (Geor) 18 (gios) -318 (P) 15 (a) 20 (vlak) 10 (os,) -337 (Xiao)
25 (wei) -318 (Zhou,) -337 (K) 35 (onstantinos) -319 (G) 1 (.) -319 (Derpa-)
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-237 (K) 35 (ostas) -237 (Daniilidis.) -331 (Coarse-to-ne) -237 (v) 20 (olumetric)
-237 (predic-) ] TJ ET BT 8.9664 0 0 8.9664 328.781 102.918 Tm /Ty2 1 Tf [
(tion) -324 (for) -323 (single-image) -324 (3d) -324 (human) -324 (pose.)
-596 (In) ] TJ ET BT 8.9664 0 0 8.9664 481.786 102.918 Tm /Ty5 1 Tf [ (IEEE)
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1 Tf [ (on) -244 (Computer) -244 (V) 74 (ision) -244 (and) -245 (P) 80 (attern)
-244 (Reco) 10 (gnition) -244 (\(CVPR\)) ] TJ ET BT 8.9664 0 0 8.9664 520.265 91.959
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Tm /Ty5 1 Tf [ (14th) -257 (Eur) 45 (opean) -258 (Confer) 37 (ence) -257 (on)
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