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Q 0.14893 G 3446.50000 5006.67000 m 5172.82000 5006.67000 l S 3446.50000 5714.70000 m 5172.82000 5714.70000 l S 3705.45000 5006.67000 m 3705.45000 5023.93000 l S 3705.45000 5714.70000 m 3705.45000 5697.43000 l S 3993.17000 5006.67000 m 3993.17000 5023.93000 l S 3993.17000 5714.70000 m 3993.17000 5697.43000 l S 4280.89000 5006.67000 m 4280.89000 5023.93000 l S 4280.89000 5714.70000 m 4280.89000 5697.43000 l S 4568.61000 5006.67000 m 4568.61000 5023.93000 l S 4568.61000 5714.70000 m 4568.61000 5697.43000 l S 4856.33000 5006.67000 m 4856.33000 5023.93000 l S 4856.33000 5714.70000 m 4856.33000 5697.43000 l S 5144.05000 5006.67000 m 5144.05000 5023.93000 l S 5144.05000 5714.70000 m 5144.05000 5697.43000 l S q 10 0 0 10 0 0 cm BT /R35 5.96655 Tf 1 0 0 1 368.88600 494.08400 Tm [ (5) -3988.15000 (10) -3710.19000 (15) -3710.26000 (20) -3710.19000 (25) -3710.19000 (30) ] TJ /R35 6.76209 Tf 0 1 -1 0 328.69800 504.30300 Tm (Percentage of videos) Tj ET Q 3446.50000 5006.67000 m 3446.50000 5714.70000 l S 5172.82000 5006.67000 m 5172.82000 5714.70000 l S 3446.50000 5006.67000 m 3463.77000 5006.67000 l S 5172.82000 5006.67000 m 5155.56000 5006.67000 l S 3446.50000 5107.82000 m 3463.77000 5107.82000 l S 5172.82000 5107.82000 m 5155.56000 5107.82000 l S 3446.50000 5208.96000 m 3463.77000 5208.96000 l S 5172.82000 5208.96000 m 5155.56000 5208.96000 l S 3446.50000 5310.11000 m 3463.77000 5310.11000 l S 5172.82000 5310.11000 m 5155.56000 5310.11000 l S 3446.50000 5411.25000 m 3463.77000 5411.25000 l S 5172.82000 5411.25000 m 5155.56000 5411.25000 l S 3446.50000 5512.40000 m 3463.77000 5512.40000 l S 5172.82000 5512.40000 m 5155.56000 5512.40000 l S 3446.50000 5613.55000 m 3463.77000 5613.55000 l S 5172.82000 5613.55000 m 5155.56000 5613.55000 l S 3446.50000 5714.70000 m 3463.77000 5714.70000 l S 5172.82000 5714.70000 m 5155.56000 5714.70000 l S q 10 0 0 10 0 0 cm BT /R35 5.96655 Tf 1 0 0 1 334.36700 498.85700 Tm (0\0562) Tj -3.31836 10.11450 Td (0\05625) Tj 3.31836 10.11480 Td (0\0563) Tj -3.31836 10.11450 Td (0\05635) Tj 3.31836 10.11480 Td (0\0564) Tj -3.31836 10.11480 Td (0\05645) Tj 3.31836 10.11480 Td (0\0565) Tj -3.31836 10.11450 Td (0\05655) Tj ET Q 0 0.70508 1 rg 3452.26000 5006.67000 46.03520 688.08200 re f 3509.80000 5006.67000 46.03520 639.61700 re f 3567.34000 5006.67000 46.03520 594.84400 re f 3624.89000 5006.67000 46.03520 565.27700 re f 3682.43000 5006.67000 46.03520 536.77000 re f 3739.98000 5006.67000 46.03520 514.06600 re f 3797.52000 5006.67000 46.03130 492.10500 re f 3855.06000 5006.67000 46.03910 469.71900 re f 3912.61000 5006.67000 46.03520 448.49200 re f 3970.16000 5006.67000 46.03130 428.85500 re f 4027.70000 5006.67000 46.03910 412.48800 re f 4085.24000 5006.67000 46.03130 391.89500 re f 4142.79000 5006.67000 46.03520 375.42200 re f 4200.33000 5006.67000 46.03910 355.46500 re f 4257.88000 5006.67000 46.03130 338.88700 re f 4315.42000 5006.67000 46.03520 321.46500 re f 4372.96000 5006.67000 46.03910 308.58600 re f 4430.51000 5006.67000 46.03130 292.10900 re f 4488.05000 5006.67000 46.03520 275.95700 re f 4545.59000 5006.67000 46.03910 257.26600 re f 4603.14000 5006.67000 46.03520 243.21900 re f 4660.68000 5006.67000 46.03520 226.53500 re f 4718.23000 5006.67000 46.03520 209.64500 re f 4775.77000 5006.67000 46.03520 192.74600 re f 4833.32000 5006.67000 46.03130 175.96100 re f 4890.86000 5006.67000 46.03910 153.88700 re f 4948.40000 5006.67000 46.03520 132.56300 re f 5005.95000 5006.67000 46.03130 113.97700 re f 5063.49000 5006.67000 46.03910 81.55860 re f 5121.04000 5006.67000 46.03130 46.29300 re f 1 G 3452.26000 5006.67000 m 3452.26000 5694.75000 l 3498.29000 5694.75000 l 3498.29000 5006.67000 l 3452.26000 5006.67000 l S 3509.80000 5006.67000 m 3509.80000 5646.29000 l 3555.84000 5646.29000 l 3555.84000 5006.67000 l 3509.80000 5006.67000 l S 3567.34000 5006.67000 m 3567.34000 5601.51000 l 3613.38000 5601.51000 l 3613.38000 5006.67000 l 3567.34000 5006.67000 l S 3624.89000 5006.67000 m 3624.89000 5571.95000 l 3670.93000 5571.95000 l 3670.93000 5006.67000 l 3624.89000 5006.67000 l S 3682.43000 5006.67000 m 3682.43000 5543.44000 l 3728.47000 5543.44000 l 3728.47000 5006.67000 l 3682.43000 5006.67000 l S 3739.98000 5006.67000 m 3739.98000 5520.73000 l 3786.01000 5520.73000 l 3786.01000 5006.67000 l 3739.98000 5006.67000 l S 3797.52000 5006.67000 m 3797.52000 5498.77000 l 3843.55000 5498.77000 l 3843.55000 5006.67000 l 3797.52000 5006.67000 l S 3855.06000 5006.67000 m 3855.06000 5476.39000 l 3901.10000 5476.39000 l 3901.10000 5006.67000 l 3855.06000 5006.67000 l S 3912.61000 5006.67000 m 3912.61000 5455.16000 l 3958.64000 5455.16000 l 3958.64000 5006.67000 l 3912.61000 5006.67000 l S 3970.16000 5006.67000 m 3970.16000 5435.52000 l 4016.19000 5435.52000 l 4016.19000 5006.67000 l 3970.16000 5006.67000 l S 4027.70000 5006.67000 m 4027.70000 5419.16000 l 4073.73000 5419.16000 l 4073.73000 5006.67000 l 4027.70000 5006.67000 l S 4085.24000 5006.67000 m 4085.24000 5398.56000 l 4131.28000 5398.56000 l 4131.28000 5006.67000 l 4085.24000 5006.67000 l S 4142.79000 5006.67000 m 4142.79000 5382.09000 l 4188.82000 5382.09000 l 4188.82000 5006.67000 l 4142.79000 5006.67000 l S 4200.33000 5006.67000 m 4200.33000 5362.13000 l 4246.37000 5362.13000 l 4246.37000 5006.67000 l 4200.33000 5006.67000 l S 4257.88000 5006.67000 m 4257.88000 5345.55000 l 4303.91000 5345.55000 l 4303.91000 5006.67000 l 4257.88000 5006.67000 l S 4315.42000 5006.67000 m 4315.42000 5328.13000 l 4361.45000 5328.13000 l 4361.45000 5006.67000 l 4315.42000 5006.67000 l S 4372.96000 5006.67000 m 4372.96000 5315.25000 l 4419 5315.25000 l 4419 5006.67000 l 4372.96000 5006.67000 l S 4430.51000 5006.67000 m 4430.51000 5298.78000 l 4476.54000 5298.78000 l 4476.54000 5006.67000 l 4430.51000 5006.67000 l S 4488.05000 5006.67000 m 4488.05000 5282.63000 l 4534.09000 5282.63000 l 4534.09000 5006.67000 l 4488.05000 5006.67000 l S 4545.59000 5006.67000 m 4545.59000 5263.93000 l 4591.63000 5263.93000 l 4591.63000 5006.67000 l 4545.59000 5006.67000 l S 4603.14000 5006.67000 m 4603.14000 5249.89000 l 4649.17000 5249.89000 l 4649.17000 5006.67000 l 4603.14000 5006.67000 l S 4660.68000 5006.67000 m 4660.68000 5233.21000 l 4706.72000 5233.21000 l 4706.72000 5006.67000 l 4660.68000 5006.67000 l S 4718.23000 5006.67000 m 4718.23000 5216.31000 l 4764.26000 5216.31000 l 4764.26000 5006.67000 l 4718.23000 5006.67000 l S 4775.77000 5006.67000 m 4775.77000 5199.41000 l 4821.80000 5199.41000 l 4821.80000 5006.67000 l 4775.77000 5006.67000 l S 4833.32000 5006.67000 m 4833.32000 5182.63000 l 4879.35000 5182.63000 l 4879.35000 5006.67000 l 4833.32000 5006.67000 l S 4890.86000 5006.67000 m 4890.86000 5160.55000 l 4936.89000 5160.55000 l 4936.89000 5006.67000 l 4890.86000 5006.67000 l S 4948.40000 5006.67000 m 4948.40000 5139.23000 l 4994.44000 5139.23000 l 4994.44000 5006.67000 l 4948.40000 5006.67000 l S 5005.95000 5006.67000 m 5005.95000 5120.64000 l 5051.98000 5120.64000 l 5051.98000 5006.67000 l 5005.95000 5006.67000 l S 5063.49000 5006.67000 m 5063.49000 5088.23000 l 5109.53000 5088.23000 l 5109.53000 5006.67000 l 5063.49000 5006.67000 l S 5121.04000 5006.67000 m 5121.04000 5052.96000 l 5167.07000 5052.96000 l 5167.07000 5006.67000 l 5121.04000 5006.67000 l S 0.14893 G 3446.50000 5006.67000 m 5172.82000 5006.67000 l S Q q 10 0 0 10 0 0 cm BT /R27 8.96640 Tf 1 0 0 1 308.86200 475.38800 Tm [ (Figure) -274.99000 (1\056) -274.00500 (Performance) -274.99000 (of) -274.99900 (V) 59.97870 (iola\055Jones) -274.01000 (\050) -25.02290 (O) ] TJ /R27 7.17310 Tf 148.15400 0 Td [ (P) -60.99860 (E) -61.97880 (N) -62.01960 (C) -60.97810 (V) ] TJ /R27 8.96640 Tf 25.49880 0 Td [ (\051) -275.00100 (multi\055scale) -274.00500 (f) 10.00370 (ace) ] TJ -173.65300 -10.95900 Td [ (detector) -349.01100 (on) -349.00300 (a) -349.98000 (mobi) 1.01834 (le) -350.01500 (based) -348.99200 (video) -349.01300 (f) 10.00370 (ace) -349.01300 (authentication) -348.99200 (dataset) -348.99200 (\1335\135) ] TJ 10.95900 TL T* [ (with) -340.02000 (a) -340.00400 (total) -340.02000 (of) -339.99800 (19\054158) -340.00900 (sampled) -340 (video) -339.99500 (clips) -339.97900 (each) -339.99500 (30) -339.98500 (frames) -339.99500 (long\056) ] TJ T* [ (The) -325.98100 (x\055axis) -326.01900 (is) -324.98400 (the) -326.01100 (number) -325.98100 (of) -326.01600 (frames) -326.01100 (i) 1.01290 (n) -326 (each) -326.01100 (video) -326.01100 (and) -326.02200 (the) -325.00900 (y\055axis) ] TJ T* [ (sho) 25.00930 (ws) -209.99100 (the) -209.99600 (percentage) -209.99900 (of) -209.99900 (video) -209.99600 (clips) -209.98000 (with) -210.02300 (at) -209.99600 (least) -210.00200 (the) -209.99600 (corresponding) ] TJ T* [ (number) -344.01700 (of) -344.00600 (frames) -345.00300 (ha) 20.02100 (ving) -343.98400 (f) 10.00640 (aces) -344.00300 (detected\056) -593.00700 (While) -344.01400 (all) -343.99300 (of) -344.00900 (the) -344.00300 (video) ] TJ T* [ (clips) -281.99600 (c) 0.98294 (ontain) -282.00200 (f) 10.00640 (aces\054) -289 (only) ] TJ /R37 8.96640 Tf 90.01290 0 Td [ (5) -0.90126 (4) -0.90126 (\045) -0.50100 ] TJ /R27 8.96640 Tf 19.41910 0 Td [ (of) -282.01500 (the) -281.00800 (videos) -282.00400 (ha) 20.01830 (v) 14.98650 (e) -281.01300 (at) -282.01000 (least) -281.01300 (one) -282.02100 (f) 10.00370 (ace) ] TJ -109.43200 -10.95900 Td [ (detected) -249.99200 (and) ] TJ /R37 8.96640 Tf 47.30590 0 Td [ (2) -0.90126 (2) -0.90126 (\045) -0.49828 ] TJ /R27 8.96640 Tf 19.13710 0 Td [ (ha) 20.02100 (v) 14.98650 (e) -249.99700 (f) 10.00640 (aces) -249.98900 (detected) -249.99500 (across) -250.02200 (all) -249.97800 (the) -249.98900 (30) -249.97800 (frames\056) ] TJ /R27 9.96260 Tf -66.44300 -30.56800 Td [ (vie) 24.98360 (wpoint\056) -303.99300 (This) -230.01800 (problem) -230.99300 (is) -231.00600 (e) 15.01220 (xacerbated) -230.00600 (when) -231.01000 (users) -231.01000 (are) -230.99100 (per) 19.99180 (\055) ] TJ 11.95510 TL T* [ (forming) -385.98700 (other) -386.00400 (tasks) -387.01400 (\050as) -386.01600 (opposed) -385.99000 (to) -386.00400 (acti) 24.98110 (v) 14.98280 (ely) -386.00400 (ensuring) -387.00900 (that) ] TJ 11.95590 TL T* [ (their) -306.99500 (f) 9.99588 (ace) -306.98100 (is) -306.99500 (within) -307.01200 (the) -307 (camera) -307.01700 (vie) 24.98600 (w\051) -307.00800 (in) -306.99800 (which) -306.99300 (case) -307.01200 (the) -306.99800 (f) 9.99343 (a\055) ] TJ 11.95510 TL T* [ (cial) -271.98900 (video) -272.01600 (qual) 0.99248 (ity) -272.01300 (becomes) -272.01800 (e) 25.01050 (v) 14.98280 (en) -271.99400 (w) 10.00320 (orse\054) -277.00800 (further) -271.98900 (challenging) ] TJ T* [ (e) 15.01220 (xisting) -269.01100 (f) 9.99588 (ace) -268.98700 (detection) -268.98900 (and) -269.00900 (re) 15.00730 (gistration) -269.00900 (systems\056) -368.01700 (F) 14.99260 (or) -269.01400 (e) 15.01220 (xam\055) ] TJ T* [ (ple\054) -352.99000 (one) -332.01800 (of) -333 (our) -332.01600 (e) 15.01220 (xperiments) -331.98900 (sho) 24.99090 (ws) -332.99300 (that) -332.00800 (the) -332.01300 (popular) -332.98400 (V) 59.99490 (iola\055) ] TJ T* [ (Jones) -346.00400 (f) 9.99588 (ace) -345.99400 (detector) -346.01300 (\13323\135) -346.01800 (f) 9.99343 (ails) -346.00600 (on) -346.01100 (a) -345.98600 <7369676e690263616e74> -346.99100 (portion) -345.99100 (of) -346.02100 (a) ] TJ 11.95590 TL T* [ (smartphone\055recorded) -250.01000 (f) 9.99588 (ace) -250.01200 (dataset) -249.98300 (\1335\135) -249.99700 (\050Fig\056) -250.01200 (1\051\056) ] TJ 11.95510 -12.04610 Td [ (Most) -680.99400 (current) -680.00200 (f) 9.99588 (ace) -680.99700 (recognition) -680.98900 (dat) 0.99003 (asets) -681.01400 (use) -681.01900 (images) ] TJ -11.95510 -11.95510 Td [ (vie) 24.98360 (wed) -219.02000 (from) -219.01200 (a) -218.00800 (distance) -219.00500 (for) -218.98300 (benchmarking\056) -299.01400 (This) -218.99800 (type) -219.00800 (of) -218.98300 (data) ] TJ 11.95510 TL T* [ (in) 40.00560 (v) 20.00160 (olv) 14.99500 (es) -329.00100 (other) -328.01400 (challenges\054) -348 (compared) -328.99400 (to) -328.99400 (those) -328.00400 (from) -328.99400 (mobile) ] TJ 11.95590 TL T* [ (applications\072) -306.01800 (lo) 24.98850 (w) -243.01600 (image) -243.00400 (resolution) -241.99900 (and) -243.01300 (background) -242.99400 (distrac\055) ] TJ 11.95510 TL T* [ (tions\054) -291.01800 (because) -281.99500 (of) -281.99000 (which) -282.99700 (we) -281.99200 (can) -283.01700 (still) -281.99700 (e) 15.01220 (xpect) -283.00200 (some) -282.01200 (de) 15.01710 (gree) -283.01700 (of) ] TJ T* [ (errors) -228.00400 (in) -227.98900 (the) -227.99400 (detection) -228.01600 (step\054) ] TJ /R33 9.96260 Tf 109.62800 0 Td (i\056e) Tj /R27 9.96260 Tf 9.68320 0 Td [ (\056\054) -233.01500 (im) 1 (proper) -229.01600 (estimation) -227.99100 (of) -228.00100 (f) 9.99343 (ace) ] TJ -119.31100 -11.95470 Td [ (centers) -273.99100 (and) -273.98900 (bounding) -273.99100 (box) -274.01800 (sizes\056) -380.98100 (A) -273.98900 (statistical) -273.98900 (illustration) -274.01300 (of) ] TJ T* [ (the) -229.01300 (f) 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