数据集:Look at Boundary: A Boundary-Aware Face Alignment Algorithm
论文:Look at Boundary: A Boundary-Aware Face Alignment Algorithm
发表:CVPR2018
1. 标注点位
官方说有98个点,但是配图只有0-95,咋回事?是配图有问题吗?
98点
2. 数据集
2.1 原图
有60个不同场景,每个场景有几十到几百张大小不同的图片,每张图片含有1个以上的人脸。按官方说法是总共含有10000张人脸。
2.2 标注
有两个标注文件夹,文件夹下都是txt标注格式的文件。
2.2.1 标注文件
训练集所有的标注都集中在一个txt文档中list_98pt_rect_attr_train.txt。
(1)txt文档每一行对应一个人脸标注;
(2)前98对数据是关键点绝对坐标xy,总共有98x2==196个数据;
(3)紧接着是4个人脸外接矩形绝对坐标(xmin, ymin, xmax, ymax);
(4)然后是6个属性值,分别是pose、expression、illumination、make-up、occlusion、blur;
(5)最后是文件名;
如下所示。
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812.989014 627.505005 813.713626 633.254430 814.450604 639.002281 815.212105 644.746929 816.041647 650.482018 817.100679 656.178511 818.565857 661.783426 820.518733 667.237141 822.988854 672.476495 825.997617 677.425630 829.561544 681.990326 833.698076 686.041569 838.402466 689.414694 843.587199 691.989644 849.099283 693.761601 854.806017 694.741608 860.593298 694.927884 866.395843 694.298680 872.051080 692.855242 877.445634 690.627109 882.475009 687.665185 887.047314 684.037283 891.060471 679.799708 894.385289 675.004483 896.872759 669.726211 898.574614 664.141983 899.736458 658.418506 900.585571 652.639575 901.201053 646.830967 901.625486 641.005161 901.903604 635.170441 902.082713 629.331775 902.212097 623.491760 818.893066 617.551086 825.160034 613.978088 830.710022 613.623047 837.088074 613.231995 843.398987 613.705994 843.752014 617.890015 837.270020 617.487976 830.867004 617.286987 825.296021 617.169922 863.742981 613.087036 870.533020 611.583069 877.118042 610.373047 883.257080 611.173035 888.974060 614.591064 883.432007 615.280090 877.293030 614.479980 870.852051 615.950073 864.083008 617.267090 853.825012 628.172974 854.414355 636.079869 855.063148 643.975699 854.600000 651.733333 847.882996 656.356018 851.603560 657.000592 855.307497 657.732712 860.476222 656.630411 865.702942 655.594971 825.608215 628.164856 830.052112 626.066023 834.958612 626.377194 838.412828 627.570778 841.698975 629.179016 838.440271 630.262401 835.071255 630.905730 830.073742 630.473175 866.812012 627.893005 870.106408 625.187878 874.275866 624.396387 877.328884 624.925700 880.272034 625.912964 877.579834 627.923315 874.335247 628.744332 870.546159 628.589012 836.385986 665.115967 843.861020 663.923899 851.316826 662.673378 856.296568 662.919928 861.279885 662.936992 870.777200 662.821524 880.220947 663.966614 875.896651 672.346862 867.638312 676.827375 858.251382 678.136261 849.166762 677.170703 841.180466 672.870273 837.876953 666.132996 847.296364 666.325148 856.713978 666.057473 867.766353 665.632127 878.816711 665.157471 869.890880 673.364543 857.826119 675.055033 846.592127 673.455363 836.833333 627.683333 876.050000 626.383333 809 582 901 697 0 0 0 0 0 1 44--Aerobics/44_Aerobics_Aerobics_44_543.jpg
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850.546326 168.716003 851.869543 172.994838 853.305155 177.236889 853.994369 181.651413 854.224731 186.124045 855.064632 190.513455 857.037992 194.515672 859.866523 197.985758 862.570592 201.551307 864.658644 205.511649 867.151311 209.221037 870.248446 212.453590 873.402530 215.632427 876.313547 219.035552 879.461935 222.202922 883.524893 224.012547 887.978727 224.117844 893.642848 222.468458 899.087487 220.163741 904.309925 217.401183 909.014436 213.828786 913.383407 209.844451 917.992378 206.145547 922.796162 202.698510 927.005012 198.568794 929.823388 193.393083 931.437949 187.712786 932.134812 181.846304 932.014938 175.938471 931.271261 170.073968 930.210341 164.257068 929.043408 158.460293 927.835022 152.671997 850.620972 165.031006 854.646973 162.492020 859.734985 163.978973 864.262024 164.716995 868.638000 165.943985 869.070007 168.334000 864.734009 167.322998 860.156982 166.310989 855.119995 165.097977 879.008972 161.111969 885.038025 157.126984 890.120972 154.001984 896.258972 151.374985 903.825012 152.069992 896.802979 153.617996 890.713989 156.511978 885.703003 160.037003 879.601013 163.621979 875.539978 171.598007 875.844092 178.334762 875.959519 185.072820 877.426199 191.547355 873.195007 195.919998 876.770830 196.117888 880.314568 195.637014 884.384281 194.517499 888.237915 192.795044 857.272888 174.028595 859.007187 171.311968 861.871546 169.951506 866.721289 170.429583 869.508972 174.339996 866.044810 175.455519 862.467834 176.088370 859.645390 175.651240 886.588013 169.705994 888.993934 165.753786 892.908458 163.350929 897.581143 162.983453 902.183044 164.008194 899.344173 167.188245 895.610554 169.210486 891.132791 169.947069 872.082520 207.188995 874.318851 204.089260 877.540260 202.074397 880.813562 201.162890 884.713885 200.405120 891.423504 199.669562 898.081665 200.860382 893.421858 205.703343 887.969466 209.709397 881.618549 211.701300 878.036623 211.204754 874.815733 209.573337 872.922974 207.061005 877.260398 206.450234 881.571357 205.677324 889.333743 203.390255 897.135925 201.231934 889.192020 203.438634 881.278200 205.738668 877.112353 206.472788 865.289668 172.875769 895.630996 165.095941 852 138 926 222 0 0 0 0 0 0 57--Angler/57_Angler_peoplefishing_57_1009.jpg
374.696930 147.795456 374.704509 152.367175 374.786808 156.938057 375.019889 161.503518 375.483723 166.050978 376.260704 170.555009 377.431156 174.972501 379.049562 179.245849 381.112725 183.323207 383.593293 187.160917 386.468956 190.712121 389.715548 193.927511 393.310667 196.747105 397.244339 199.069028 401.488754 200.753141 405.965146 201.646699 410.528900 201.637364 414.354226 200.857852 417.900674 199.239796 420.826694 196.667452 423.075306 193.472080 425.401185 190.334572 428.397822 187.836343 431.586514 185.575397 434.192470 182.681923 435.996258 179.219422 437.307706 175.537191 438.320255 171.761352 439.095247 167.929178 439.709672 164.067820 440.203995 160.189150 440.618811 156.301103 440.993988 152.408997 385.167999 144.779007 390.574005 140.757996 396.033997 140.225006 401.553986 141.197006 406.997986 143.248016 406.739014 145.889999 401.153992 144.505020 395.889008 143.466995 390.381989 143.496017 417.041992 144.141006 422.052002 142.518005 427.459991 141.352997 432.881012 142.035995 437.254028 148.654022 432.417023 146.595978 427.215027 146.059006 421.690002 146.442993 416.850006 146.875015 411.906006 151.658997 411.920917 157.264190 411.661990 162.842753 413.181366 167.639752 402.596008 169.516998 407.636571 170.303692 412.389677 172.082005 416.284144 170.576526 420.362885 170.850952 389.746948 150.761139 393.100132 149.044370 396.863102 148.880490 400.341041 149.533310 403.484985 151.167999 400.030678 151.766507 396.531181 151.928648 393.103349 151.559803 420.220001 152.082001 424.029117 151.119094 427.949466 151.285132 430.510290 152.054604 432.892517 153.279449 430.303386 153.802245 427.673873 154.024944 423.848963 153.451411 394.335999 176.615997 401.862153 175.933741 409.322501 176.961035 412.615105 177.013955 415.774499 177.202418 420.404987 178.288158 425.155792 178.410034 421.879726 182.801526 417.407496 185.923488 412.082852 187.112358 404.898904 186.232526 398.868243 182.295671 395.112976 177.068497 403.886270 177.412309 412.591829 178.584013 418.450665 179.063004 424.330475 179.014633 418.753670 182.811248 412.208665 184.255019 402.843508 182.612902 396.662112 150.849689 427.804969 153.016149 378 116 444 200 0 0 0 0 0 0 44--Aerobics/44_Aerobics_Aerobics_44_752.jpg
111.989029 377.309631 112.008926 382.683491 112.118627 388.056155 112.384155 393.423274 112.811507 398.780012 113.344450 404.127333 114.173676 409.434702 115.836874 414.533178 118.415472 419.243924 121.263134 423.801212 123.900822 428.482215 126.277086 433.301900 128.621554 438.137365 131.135666 442.886095 134.038374 447.404813 137.671799 451.345868 142.456730 453.676587 148.896620 453.617485 155.089997 451.708263 160.912797 448.857830 166.266483 445.200288 171.095511 440.871990 175.393197 436.014367 179.183833 430.750488 182.500665 425.175390 185.350578 419.347644 187.726499 413.311035 189.625165 407.107678 191.041760 400.776760 192.012149 394.361788 192.637569 387.903501 193.034596 381.426818 193.317993 374.944000 114.191994 380.646973 118.818985 377.989960 123.219002 378.135010 127.553001 378.971008 131.563980 379.980011 131.733994 383.510010 127.544991 382.586975 123.118996 381.421967 118.745010 380.565979 147.149994 379.833008 153.317978 378.045959 159.584991 377.042969 165.404999 377.362976 170.922989 380.508972 165.464996 380.309967 159.604996 380.687958 153.375000 381.803955 147.132996 383.718994 137.804993 388.802002 137.839517 396.269164 137.965546 403.731433 136.052855 410.773390 130.778000 412.010986 134.350347 413.611132 138.161606 414.431761 143.327899 413.744160 148.290878 412.089050 119.904999 388.790009 121.951393 387.734047 124.137702 387.026271 128.984206 387.252301 133.400925 389.325684 128.783850 390.634227 124.018485 390.531371 121.907665 389.792065 149.973999 388.639008 153.211259 386.617182 156.982761 386.137400 161.215070 386.763295 165.343445 387.905396 161.515840 389.637345 157.378818 390.304435 153.594922 389.852256 127.209541 419.427002 131.074878 418.592697 135.016977 418.390670 138.491849 418.637839 142.696234 418.529117 153.015451 418.205245 163.277008 419.492493 158.842403 429.169246 151.386255 436.625901 141.097286 438.462353 133.601220 434.752849 129.050084 427.688618 127.917000 420.039490 133.223657 420.356585 138.535929 420.238052 150.455652 419.637596 162.398987 419.793915 154.279329 431.001937 141.226654 434.412935 132.558137 429.197143 124.406440 389.421628 157.404617 388.774605 114 331 200 449 0 0 0 0 0 1 35--Basketball/35_Basketball_playingbasketball_35_782.jpg
2.2.2 标注属性介绍
(1)large pose:姿态变化大设置为1,比如侧脸,其他设置为0;
(2)expression:表情大的设置为1,其他设置为0;
(3)llumination:亮度比较亮或者比较暗,不正常的,比如水下、黑夜,设置为1,其他为0;
(4)makeup:脸部有化妆设置为1,其他为0;
(5)occlusion:有遮挡设置为1,其他为0;
(6)blur:脸部模糊设置为1,其他为0。