MSR,New York, USA. · 1 CLASS:JUMPING 3 Rank: 61, Image: 2011 003400 Rank: 66, Image: 2012 003918...
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Supplementary results for the paper Learning and Transferring Mid-Level Image Representations using Convolutional Neural Networks Maxime Oquab †‡ , Leon Bottou † , Ivan Laptev ‡ , Josef Sivic ‡ † MSR,New York, USA. ‡ Inria, Paris, France. Paper link : http://hal.inria.fr/docs/00/91/11/79/PDF/paper.pdf Part II: Ranked images and corresponding score maps for Pascal VOC 2012 action recognition test set In this document we show example images from Pascal VOC 2012 test set sorted by the decreasing score of the convolutional neural network object classifier for the 10 Pascal VOC action classes. Note that only every 5th image (when sorted by the decreasing value of the classifier score) is shown. Action recognition. In order to obtain response maps we use the same training procedure as for the object classification task, with a pre-trained network, using our dense sampling approach and ignoring the ground truth test bounding boxes for the sampling step. For generating the target task training set, we use the same criteria as described in section 3.2 of the paper. The test bounding boxes are used only at the end of the procedure for online evaluation purposes : each box is given the score of the maximum-scoring overlapping pixel. With this method, we obtain the results shown in table 1, row sampling. Even though the scores are on average 5% below our best result, we obtain promising qualitative results for localizing actions. 1 Class: jumping 2 2 Class: phoning 7 3 Class: playinginstrument 13 4 Class: reading 19 5 Class: ridingbike 24 6 Class: ridinghorse 29 7 Class: running 34 8 Class: takingphoto 40 9 Class: usingcomputer 45 10 Class: walking 50 Action jump phon instr read bike horse run phot comp walk mAP Stanford 75.7 44.8 66.6 44.4 93.2 94.2 87.6 38.4 70.6 75.6 69.1 Oxford 77.0 50.4 65.3 39.5 94.1 95.9 87.7 42.7 68.6 74.5 69.6 no pret. 49.7 39.3 42.9 26.0 75.4 81.5 76.6 30.0 43.7 42.7 50.8 pret-1500 73.4 44.8 74.8 43.2 92.1 94.3 83.4 45.7 65.5 66.8 68.4 pret-unfrz 74.8 46.0 75.6 45.3 93.5 95.0 86.5 49.3 66.7 69.5 70.2 sampling 68.9 40.4 77.2 45.2 89.8 86.2 79.5 42.0 68.8 50.3 64.8 Table 1: Results on the Pascal VOC 2012 action classification task.
Transcript of MSR,New York, USA. · 1 CLASS:JUMPING 3 Rank: 61, Image: 2011 003400 Rank: 66, Image: 2012 003918...
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Supplementary results for the paper Learning and Transferring Mid-Level Image
Representations using Convolutional Neural Networks
Maxime Oquab†‡, Leon Bottou†, Ivan Laptev‡, Josef Sivic‡
† MSR,New York, USA.‡ Inria, Paris, France.
Paper link : http://hal.inria.fr/docs/00/91/11/79/PDF/paper.pdf
Part II: Ranked images and corresponding score maps for Pascal VOC 2012
action recognition test set
In this document we show example images from Pascal VOC 2012 test set sorted by thedecreasing score of the convolutional neural network object classifier for the 10 Pascal VOCaction classes. Note that only every 5th image (when sorted by the decreasing value of theclassifier score) is shown.
Action recognition. In order to obtain response maps we use the same training procedure asfor the object classification task, with a pre-trained network, using our dense sampling approachand ignoring the ground truth test bounding boxes for the sampling step. For generating thetarget task training set, we use the same criteria as described in section 3.2 of the paper. Thetest bounding boxes are used only at the end of the procedure for online evaluation purposes :each box is given the score of the maximum-scoring overlapping pixel.
With this method, we obtain the results shown in table 1, row sampling. Even thoughthe scores are on average 5% below our best result, we obtain promising qualitative results forlocalizing actions.
1 Class: jumping 2
2 Class: phoning 7
3 Class: playinginstrument 13
4 Class: reading 19
5 Class: ridingbike 24
6 Class: ridinghorse 29
7 Class: running 34
8 Class: takingphoto 40
9 Class: usingcomputer 45
10 Class: walking 50
Action jump phon instr read bike horse run phot comp walk mAP
Stanford 75.7 44.8 66.6 44.4 93.2 94.2 87.6 38.4 70.6 75.6 69.1
Oxford 77.0 50.4 65.3 39.5 94.1 95.9 87.7 42.7 68.6 74.5 69.6
no pret. 49.7 39.3 42.9 26.0 75.4 81.5 76.6 30.0 43.7 42.7 50.8
pret-1500 73.4 44.8 74.8 43.2 92.1 94.3 83.4 45.7 65.5 66.8 68.4
pret-unfrz 74.8 46.0 75.6 45.3 93.5 95.0 86.5 49.3 66.7 69.5 70.2
sampling 68.9 40.4 77.2 45.2 89.8 86.2 79.5 42.0 68.8 50.3 64.8
Table 1: Results on the Pascal VOC 2012 action classification task.
http://hal.inria.fr/docs/00/91/11/79/PDF/paper.pdf
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1 Class: jumping
Rank: 1, Image: 2012 001207 Rank: 6, Image: 2011 003870
Rank: 11, Image: 2011 006369 Rank: 16, Image: 2011 005386
Rank: 21, Image: 2011 004541 Rank: 26, Image: 2012 002997
Rank: 31, Image: 2011 003544 Rank: 36, Image: 2011 005108
Rank: 41, Image: 2012 004218 Rank: 46, Image: 2011 007089
Rank: 51, Image: 2011 003821 Rank: 56, Image: 2011 005090
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1 CLASS: JUMPING 3
Rank: 61, Image: 2011 003400 Rank: 66, Image: 2012 003918
Rank: 71, Image: 2012 002396 Rank: 76, Image: 2011 003696
Rank: 81, Image: 2011 004023 Rank: 86, Image: 2012 000944
Rank: 91, Image: 2011 003405 Rank: 96, Image: 2012 002947
Rank: 101, Image: 2012 000901 Rank: 106, Image: 2012 002348
Rank: 111, Image: 2012 003066 Rank: 116, Image: 2011 006462
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1 CLASS: JUMPING 4
Rank: 121, Image: 2011 004094 Rank: 126, Image: 2011 003615
Rank: 131, Image: 2012 003925 Rank: 136, Image: 2011 004444
Rank: 141, Image: 2012 000859 Rank: 146, Image: 2012 000131
Rank: 151, Image: 2011 004612 Rank: 156, Image: 2011 004601
Rank: 161, Image: 2012 002848 Rank: 166, Image: 2011 006882
Rank: 171, Image: 2012 003162 Rank: 176, Image: 2012 003802
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1 CLASS: JUMPING 5
Rank: 181, Image: 2012 000789 Rank: 186, Image: 2011 004361
Rank: 191, Image: 2011 005748 Rank: 196, Image: 2012 000469
Rank: 201, Image: 2011 004211 Rank: 206, Image: 2012 001120
Rank: 211, Image: 2011 007155 Rank: 216, Image: 2011 003578
Rank: 221, Image: 2011 006575 Rank: 226, Image: 2011 005029
Rank: 231, Image: 2011 005448 Rank: 236, Image: 2011 006969
Rank: 241, Image: 2012 002768 Rank: 246, Image: 2011 006086
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1 CLASS: JUMPING 6
Rank: 251, Image: 2012 003413 Rank: 256, Image: 2012 000829
Rank: 261, Image: 2012 002805 Rank: 266, Image: 2011 003651
Rank: 271, Image: 2012 002682 Rank: 276, Image: 2012 001870
Rank: 281, Image: 2011 006661 Rank: 286, Image: 2012 003549
Rank: 291, Image: 2012 003480 Rank: 296, Image: 2012 001335
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2 Class: phoning
Rank: 1, Image: 2012 003289 Rank: 6, Image: 2011 005783
Rank: 11, Image: 2011 003935 Rank: 16, Image: 2012 001805
Rank: 21, Image: 2011 006775 Rank: 26, Image: 2012 001479
Rank: 31, Image: 2012 000293 Rank: 36, Image: 2012 002605
Rank: 41, Image: 2011 005931 Rank: 46, Image: 2012 004294
Rank: 51, Image: 2010 006691 Rank: 56, Image: 2012 003613
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2 CLASS: PHONING 8
Rank: 61, Image: 2011 006059 Rank: 66, Image: 2012 004213
Rank: 71, Image: 2011 005434 Rank: 76, Image: 2012 000549
Rank: 81, Image: 2011 004006 Rank: 86, Image: 2011 003417
Rank: 91, Image: 2010 006165 Rank: 96, Image: 2012 000318
Rank: 101, Image: 2011 004846 Rank: 106, Image: 2010 006623
Rank: 111, Image: 2012 003606 Rank: 116, Image: 2011 005787
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2 CLASS: PHONING 9
Rank: 121, Image: 2011 006924 Rank: 126, Image: 2010 006439
Rank: 131, Image: 2011 006414 Rank: 136, Image: 2012 002967
Rank: 141, Image: 2011 006773 Rank: 146, Image: 2011 006156
Rank: 151, Image: 2012 003858 Rank: 156, Image: 2011 006405
Rank: 161, Image: 2011 004743 Rank: 166, Image: 2011 005831
Rank: 171, Image: 2012 001585 Rank: 176, Image: 2012 000178
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2 CLASS: PHONING 10
Rank: 181, Image: 2010 006313 Rank: 186, Image: 2012 003282
Rank: 191, Image: 2011 006519 Rank: 196, Image: 2011 007138
Rank: 201, Image: 2011 005594 Rank: 206, Image: 2012 001103
Rank: 211, Image: 2012 000211 Rank: 216, Image: 2012 001099
Rank: 221, Image: 2010 006649 Rank: 226, Image: 2012 001160
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2 CLASS: PHONING 11
Rank: 231, Image: 2012 001277 Rank: 236, Image: 2012 002683
Rank: 241, Image: 2011 006510 Rank: 246, Image: 2011 006062
Rank: 251, Image: 2012 002704 Rank: 256, Image: 2011 004787
Rank: 261, Image: 2012 000497 Rank: 266, Image: 2011 007212
Rank: 271, Image: 2011 005443 Rank: 276, Image: 2011 006365
Rank: 281, Image: 2012 002399 Rank: 286, Image: 2011 004078
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2 CLASS: PHONING 12
Rank: 291, Image: 2011 004134 Rank: 296, Image: 2011 004835
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3 Class: playinginstrument
Rank: 1, Image: 2012 000706 Rank: 6, Image: 2011 006938
Rank: 11, Image: 2010 006879 Rank: 16, Image: 2012 001620
Rank: 21, Image: 2011 004515 Rank: 26, Image: 2010 006447
Rank: 31, Image: 2011 003460 Rank: 36, Image: 2012 000928
Rank: 41, Image: 2012 003489 Rank: 46, Image: 2012 001278
Rank: 51, Image: 2011 003950 Rank: 56, Image: 2011 006875
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3 CLASS: PLAYINGINSTRUMENT 14
Rank: 61, Image: 2011 005337 Rank: 66, Image: 2012 003742
Rank: 71, Image: 2012 000784 Rank: 76, Image: 2011 004543
Rank: 81, Image: 2012 003331 Rank: 86, Image: 2011 006592
Rank: 91, Image: 2010 006732 Rank: 96, Image: 2010 006139
Rank: 101, Image: 2011 005735 Rank: 106, Image: 2012 000149
Rank: 111, Image: 2012 001293 Rank: 116, Image: 2011 003371
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3 CLASS: PLAYINGINSTRUMENT 15
Rank: 121, Image: 2012 002441 Rank: 126, Image: 2012 001675
Rank: 131, Image: 2011 006844 Rank: 136, Image: 2011 006478
Rank: 141, Image: 2012 002201 Rank: 146, Image: 2012 003666
Rank: 151, Image: 2011 005588 Rank: 156, Image: 2012 003223
Rank: 161, Image: 2012 001343 Rank: 166, Image: 2011 006075
Rank: 171, Image: 2012 003720 Rank: 176, Image: 2011 006669
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3 CLASS: PLAYINGINSTRUMENT 16
Rank: 181, Image: 2012 003827 Rank: 186, Image: 2011 003947
Rank: 191, Image: 2011 004999 Rank: 196, Image: 2012 002386
Rank: 201, Image: 2012 000977 Rank: 206, Image: 2011 003745
Rank: 211, Image: 2011 006305 Rank: 216, Image: 2012 000097
Rank: 221, Image: 2011 005468 Rank: 226, Image: 2011 003968
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3 CLASS: PLAYINGINSTRUMENT 17
Rank: 231, Image: 2012 003839 Rank: 236, Image: 2012 000202
Rank: 241, Image: 2012 002307 Rank: 246, Image: 2011 004364
Rank: 251, Image: 2012 000151 Rank: 256, Image: 2012 000244
Rank: 261, Image: 2011 005748 Rank: 266, Image: 2011 005342
Rank: 271, Image: 2010 006350 Rank: 276, Image: 2011 005600
Rank: 281, Image: 2012 000908 Rank: 286, Image: 2012 000837
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3 CLASS: PLAYINGINSTRUMENT 18
Rank: 291, Image: 2011 006874 Rank: 296, Image: 2012 002681
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4 Class: reading
Rank: 1, Image: 2011 004235 Rank: 6, Image: 2011 003722
Rank: 11, Image: 2011 006069 Rank: 16, Image: 2011 005546
Rank: 21, Image: 2010 006170 Rank: 26, Image: 2012 003423
Rank: 31, Image: 2011 006495 Rank: 36, Image: 2011 006987
Rank: 41, Image: 2012 002042 Rank: 46, Image: 2012 003473
Rank: 51, Image: 2011 003655 Rank: 56, Image: 2011 004519
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4 CLASS: READING 20
Rank: 61, Image: 2012 002604 Rank: 66, Image: 2012 000490
Rank: 71, Image: 2012 001596 Rank: 76, Image: 2011 005421
Rank: 81, Image: 2011 006302 Rank: 86, Image: 2012 003266
Rank: 91, Image: 2011 006767 Rank: 96, Image: 2012 002532
Rank: 101, Image: 2010 006352 Rank: 106, Image: 2012 003229
Rank: 111, Image: 2011 005463 Rank: 116, Image: 2011 006880
Rank: 121, Image: 2012 000560 Rank: 126, Image: 2012 002360
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4 CLASS: READING 21
Rank: 131, Image: 2011 005530 Rank: 136, Image: 2011 004222
Rank: 141, Image: 2012 004090 Rank: 146, Image: 2012 003356
Rank: 151, Image: 2011 003593 Rank: 156, Image: 2011 006061
Rank: 161, Image: 2011 004372 Rank: 166, Image: 2011 004395
Rank: 171, Image: 2011 004887 Rank: 176, Image: 2010 006194
Rank: 181, Image: 2010 006472 Rank: 186, Image: 2012 001635
Rank: 191, Image: 2010 006940 Rank: 196, Image: 2012 000990
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4 CLASS: READING 22
Rank: 201, Image: 2012 003542 Rank: 206, Image: 2012 000146
Rank: 211, Image: 2011 006754 Rank: 216, Image: 2012 003680
Rank: 221, Image: 2012 003293 Rank: 226, Image: 2012 000373
Rank: 231, Image: 2011 005587 Rank: 236, Image: 2011 004919
Rank: 241, Image: 2012 002719 Rank: 246, Image: 2012 002699
Rank: 251, Image: 2012 003563 Rank: 256, Image: 2012 003008
Rank: 261, Image: 2010 006173 Rank: 266, Image: 2011 003359
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4 CLASS: READING 23
Rank: 271, Image: 2010 006625 Rank: 276, Image: 2010 006601
Rank: 281, Image: 2011 005552 Rank: 286, Image: 2011 006630
Rank: 291, Image: 2012 000520 Rank: 296, Image: 2011 006641
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5 Class: ridingbike
Rank: 1, Image: 2012 004266 Rank: 6, Image: 2011 004135
Rank: 11, Image: 2012 003370 Rank: 16, Image: 2011 005894
Rank: 21, Image: 2012 002835 Rank: 26, Image: 2012 001942
Rank: 31, Image: 2010 006299 Rank: 36, Image: 2011 003366
Rank: 41, Image: 2011 004479 Rank: 46, Image: 2011 005853
Rank: 51, Image: 2012 003907 Rank: 56, Image: 2012 001205
Rank: 61, Image: 2012 000906 Rank: 66, Image: 2012 000005
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5 CLASS: RIDINGBIKE 25
Rank: 71, Image: 2011 004875 Rank: 76, Image: 2012 003546
Rank: 81, Image: 2012 000479 Rank: 86, Image: 2010 006258
Rank: 91, Image: 2012 002040 Rank: 96, Image: 2010 006597
Rank: 101, Image: 2011 006635 Rank: 106, Image: 2012 000774
Rank: 111, Image: 2011 005179 Rank: 116, Image: 2011 005891
Rank: 121, Image: 2012 003750 Rank: 126, Image: 2012 002840
Rank: 131, Image: 2012 001251 Rank: 136, Image: 2012 001763
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5 CLASS: RIDINGBIKE 26
Rank: 141, Image: 2011 004941 Rank: 146, Image: 2012 002853
Rank: 151, Image: 2012 000110 Rank: 156, Image: 2012 000140
Rank: 161, Image: 2012 000181 Rank: 166, Image: 2010 006892
Rank: 171, Image: 2010 006495 Rank: 176, Image: 2011 003568
Rank: 181, Image: 2011 006653 Rank: 186, Image: 2011 006710
Rank: 191, Image: 2011 006009 Rank: 196, Image: 2012 003746
Rank: 201, Image: 2012 001742 Rank: 206, Image: 2011 003837
Rank: 211, Image: 2011 003847 Rank: 216, Image: 2012 003369
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5 CLASS: RIDINGBIKE 27
Rank: 221, Image: 2010 006596 Rank: 226, Image: 2012 002506
Rank: 231, Image: 2011 006946 Rank: 236, Image: 2012 002400
Rank: 241, Image: 2011 005549 Rank: 246, Image: 2011 006210
Rank: 251, Image: 2012 003769 Rank: 256, Image: 2011 006461
Rank: 261, Image: 2011 003351 Rank: 266, Image: 2011 005082
Rank: 271, Image: 2011 005734 Rank: 276, Image: 2010 006644
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5 CLASS: RIDINGBIKE 28
Rank: 281, Image: 2011 006712 Rank: 286, Image: 2011 005973
Rank: 291, Image: 2012 002795 Rank: 296, Image: 2011 006498
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6 Class: ridinghorse
Rank: 1, Image: 2012 002081 Rank: 6, Image: 2010 006330
Rank: 11, Image: 2011 004393 Rank: 16, Image: 2012 000034
Rank: 21, Image: 2012 000989 Rank: 26, Image: 2011 005532
Rank: 31, Image: 2010 006277 Rank: 36, Image: 2011 004931
Rank: 41, Image: 2010 006128 Rank: 46, Image: 2011 005631
Rank: 51, Image: 2011 004567 Rank: 56, Image: 2012 002456
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6 CLASS: RIDINGHORSE 30
Rank: 61, Image: 2012 002518 Rank: 66, Image: 2012 001227
Rank: 71, Image: 2010 006349 Rank: 76, Image: 2012 001004
Rank: 81, Image: 2012 001524 Rank: 86, Image: 2012 004269
Rank: 91, Image: 2011 004658 Rank: 96, Image: 2012 002146
Rank: 101, Image: 2012 000098 Rank: 106, Image: 2012 001284
Rank: 111, Image: 2012 002884 Rank: 116, Image: 2012 001594
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6 CLASS: RIDINGHORSE 31
Rank: 121, Image: 2011 004521 Rank: 126, Image: 2011 004498
Rank: 131, Image: 2011 006337 Rank: 136, Image: 2012 002919
Rank: 141, Image: 2012 001818 Rank: 146, Image: 2012 000420
Rank: 151, Image: 2012 002684 Rank: 156, Image: 2011 004690
Rank: 161, Image: 2012 000088 Rank: 166, Image: 2012 000948
Rank: 171, Image: 2012 002065 Rank: 176, Image: 2012 000269
Rank: 181, Image: 2011 004353 Rank: 186, Image: 2012 001525
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6 CLASS: RIDINGHORSE 32
Rank: 191, Image: 2010 006842 Rank: 196, Image: 2012 004045
Rank: 201, Image: 2011 006805 Rank: 206, Image: 2012 000355
Rank: 211, Image: 2012 004314 Rank: 216, Image: 2010 006666
Rank: 221, Image: 2010 006686 Rank: 226, Image: 2012 003755
Rank: 231, Image: 2010 006267 Rank: 236, Image: 2010 006186
Rank: 241, Image: 2011 007175 Rank: 246, Image: 2012 003232
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6 CLASS: RIDINGHORSE 33
Rank: 251, Image: 2011 004884 Rank: 256, Image: 2010 006203
Rank: 261, Image: 2011 004236 Rank: 266, Image: 2011 007077
Rank: 271, Image: 2012 001868 Rank: 276, Image: 2011 005486
Rank: 281, Image: 2012 000815 Rank: 286, Image: 2011 003987
Rank: 291, Image: 2010 006850 Rank: 296, Image: 2012 004166
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7 Class: running
Rank: 1, Image: 2011 007069 Rank: 6, Image: 2012 002318
Rank: 11, Image: 2011 004806 Rank: 16, Image: 2012 002975
Rank: 21, Image: 2010 006127 Rank: 26, Image: 2012 003808
Rank: 31, Image: 2010 006763 Rank: 36, Image: 2011 006336
Rank: 41, Image: 2010 006405 Rank: 46, Image: 2011 005334
Rank: 51, Image: 2011 006813 Rank: 56, Image: 2010 006452
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7 CLASS: RUNNING 35
Rank: 61, Image: 2012 002160 Rank: 66, Image: 2011 006911
Rank: 71, Image: 2010 006126 Rank: 76, Image: 2012 000763
Rank: 81, Image: 2010 006928 Rank: 86, Image: 2012 003979
Rank: 91, Image: 2011 005775 Rank: 96, Image: 2012 003236
Rank: 101, Image: 2012 000193 Rank: 106, Image: 2011 006932
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7 CLASS: RUNNING 36
Rank: 111, Image: 2011 004373 Rank: 116, Image: 2010 006420
Rank: 121, Image: 2011 003466 Rank: 126, Image: 2012 002630
Rank: 131, Image: 2011 004400 Rank: 136, Image: 2012 002238
Rank: 141, Image: 2011 006001 Rank: 146, Image: 2011 004748
Rank: 151, Image: 2010 006312 Rank: 156, Image: 2010 006160
Rank: 161, Image: 2012 001025 Rank: 166, Image: 2012 001814
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7 CLASS: RUNNING 37
Rank: 171, Image: 2011 003697 Rank: 176, Image: 2012 001036
Rank: 181, Image: 2011 004715 Rank: 186, Image: 2011 004958
Rank: 191, Image: 2010 006672 Rank: 196, Image: 2012 003847
Rank: 201, Image: 2011 005671 Rank: 206, Image: 2012 002176
Rank: 211, Image: 2012 001133 Rank: 216, Image: 2011 005855
Rank: 221, Image: 2012 002044 Rank: 226, Image: 2011 006214
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7 CLASS: RUNNING 38
Rank: 231, Image: 2010 006500 Rank: 236, Image: 2012 000609
Rank: 241, Image: 2012 000779 Rank: 246, Image: 2012 003209
Rank: 251, Image: 2010 006895 Rank: 256, Image: 2012 004243
Rank: 261, Image: 2012 003726 Rank: 266, Image: 2011 006163
Rank: 271, Image: 2012 000835 Rank: 276, Image: 2011 004939
Rank: 281, Image: 2011 003584 Rank: 286, Image: 2011 005839
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7 CLASS: RUNNING 39
Rank: 291, Image: 2012 002563 Rank: 296, Image: 2012 001563
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8 Class: takingphoto
Rank: 1, Image: 2010 006431 Rank: 6, Image: 2012 002107
Rank: 11, Image: 2012 003428 Rank: 16, Image: 2010 006548
Rank: 21, Image: 2011 003882 Rank: 26, Image: 2010 006321
Rank: 31, Image: 2011 005309 Rank: 36, Image: 2011 004648
Rank: 41, Image: 2012 001953 Rank: 46, Image: 2012 004028
Rank: 51, Image: 2012 001377 Rank: 56, Image: 2011 005594
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8 CLASS: TAKINGPHOTO 41
Rank: 61, Image: 2011 006639 Rank: 66, Image: 2011 005567
Rank: 71, Image: 2011 003646 Rank: 76, Image: 2012 000053
Rank: 81, Image: 2011 006997 Rank: 86, Image: 2010 006661
Rank: 91, Image: 2012 000301 Rank: 96, Image: 2010 006701
Rank: 101, Image: 2011 006952 Rank: 106, Image: 2010 006327
Rank: 111, Image: 2012 001920 Rank: 116, Image: 2012 000429
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8 CLASS: TAKINGPHOTO 42
Rank: 121, Image: 2011 006565 Rank: 126, Image: 2012 001192
Rank: 131, Image: 2011 005352 Rank: 136, Image: 2012 002988
Rank: 141, Image: 2011 006791 Rank: 146, Image: 2011 004714
Rank: 151, Image: 2011 007049 Rank: 156, Image: 2012 000533
Rank: 161, Image: 2011 005923 Rank: 166, Image: 2011 003457
Rank: 171, Image: 2012 001962 Rank: 176, Image: 2011 004939
Rank: 181, Image: 2011 006715 Rank: 186, Image: 2010 006861
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8 CLASS: TAKINGPHOTO 43
Rank: 191, Image: 2012 001769 Rank: 196, Image: 2010 006504
Rank: 201, Image: 2012 003268 Rank: 206, Image: 2011 004703
Rank: 211, Image: 2010 006687 Rank: 216, Image: 2011 007172
Rank: 221, Image: 2012 002452 Rank: 226, Image: 2011 003831
Rank: 231, Image: 2012 000096 Rank: 236, Image: 2011 003615
Rank: 241, Image: 2012 002645 Rank: 246, Image: 2012 003976
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8 CLASS: TAKINGPHOTO 44
Rank: 251, Image: 2012 003425 Rank: 256, Image: 2010 006789
Rank: 261, Image: 2011 006497 Rank: 266, Image: 2012 000705
Rank: 271, Image: 2012 004202 Rank: 276, Image: 2012 002994
Rank: 281, Image: 2011 004713 Rank: 286, Image: 2012 002283
Rank: 291, Image: 2012 003249 Rank: 296, Image: 2012 001773
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9 Class: usingcomputer
Rank: 1, Image: 2011 003318 Rank: 6, Image: 2012 002074
Rank: 11, Image: 2010 006421 Rank: 16, Image: 2012 003270
Rank: 21, Image: 2010 006339 Rank: 26, Image: 2012 000579
Rank: 31, Image: 2012 000709 Rank: 36, Image: 2010 006725
Rank: 41, Image: 2010 006982 Rank: 46, Image: 2011 005267
Rank: 51, Image: 2012 002465 Rank: 56, Image: 2012 003424
Rank: 61, Image: 2010 006171 Rank: 66, Image: 2012 001840
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9 CLASS: USINGCOMPUTER 46
Rank: 71, Image: 2011 006048 Rank: 76, Image: 2012 000159
Rank: 81, Image: 2010 006284 Rank: 86, Image: 2011 004970
Rank: 91, Image: 2012 001801 Rank: 96, Image: 2012 000141
Rank: 101, Image: 2012 000259 Rank: 106, Image: 2012 000057
Rank: 111, Image: 2012 001495 Rank: 116, Image: 2011 003579
Rank: 121, Image: 2012 000923 Rank: 126, Image: 2012 003292
Rank: 131, Image: 2012 002660 Rank: 136, Image: 2011 006082
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9 CLASS: USINGCOMPUTER 47
Rank: 141, Image: 2012 001832 Rank: 146, Image: 2012 002514
Rank: 151, Image: 2012 000438 Rank: 156, Image: 2012 002183
Rank: 161, Image: 2011 006116 Rank: 166, Image: 2012 000046
Rank: 171, Image: 2011 004140 Rank: 176, Image: 2012 003154
Rank: 181, Image: 2012 002822 Rank: 186, Image: 2012 004301
Rank: 191, Image: 2012 001731 Rank: 196, Image: 2012 001373
Rank: 201, Image: 2012 004091 Rank: 206, Image: 2010 006520
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9 CLASS: USINGCOMPUTER 48
Rank: 211, Image: 2012 003157 Rank: 216, Image: 2012 001750
Rank: 221, Image: 2011 006030 Rank: 226, Image: 2012 003928
Rank: 231, Image: 2012 000563 Rank: 236, Image: 2010 006475
Rank: 241, Image: 2011 004899 Rank: 246, Image: 2011 004643
Rank: 251, Image: 2011 005445 Rank: 256, Image: 2011 005596
Rank: 261, Image: 2012 000528 Rank: 266, Image: 2012 001685
Rank: 271, Image: 2011 005816 Rank: 276, Image: 2012 003836
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9 CLASS: USINGCOMPUTER 49
Rank: 281, Image: 2010 006159 Rank: 286, Image: 2010 006316
Rank: 291, Image: 2010 006688 Rank: 296, Image: 2011 006660
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10 Class: walking
Rank: 1, Image: 2012 002879 Rank: 6, Image: 2011 006547
Rank: 11, Image: 2012 002542 Rank: 16, Image: 2011 005157
Rank: 21, Image: 2010 006189 Rank: 26, Image: 2012 003629
Rank: 31, Image: 2011 005417 Rank: 36, Image: 2012 001496
Rank: 41, Image: 2011 006428 Rank: 46, Image: 2012 001075
Rank: 51, Image: 2010 006807 Rank: 56, Image: 2011 005103
Rank: 61, Image: 2011 005330 Rank: 66, Image: 2012 002518
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10 CLASS: WALKING 51
Rank: 71, Image: 2011 006624 Rank: 76, Image: 2012 002806
Rank: 81, Image: 2011 004251 Rank: 86, Image: 2012 004277
Rank: 91, Image: 2011 005759 Rank: 96, Image: 2011 004090
Rank: 101, Image: 2011 003965 Rank: 106, Image: 2012 002256
Rank: 111, Image: 2012 003976 Rank: 116, Image: 2011 004310
Rank: 121, Image: 2011 003813 Rank: 126, Image: 2011 004141
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10 CLASS: WALKING 52
Rank: 131, Image: 2011 003547 Rank: 136, Image: 2011 007175
Rank: 141, Image: 2012 001387 Rank: 146, Image: 2011 004650
Rank: 151, Image: 2010 006151 Rank: 156, Image: 2012 004071
Rank: 161, Image: 2011 004895 Rank: 166, Image: 2011 003288
Rank: 171, Image: 2011 006701 Rank: 176, Image: 2011 007111
Rank: 181, Image: 2011 005557 Rank: 186, Image: 2012 003060
Rank: 191, Image: 2011 005562 Rank: 196, Image: 2012 000183
Rank: 201, Image: 2012 003389 Rank: 206, Image: 2011 003457
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10 CLASS: WALKING 53
Rank: 211, Image: 2011 004563 Rank: 216, Image: 2010 006947
Rank: 221, Image: 2011 005754 Rank: 226, Image: 2012 004271
Rank: 231, Image: 2011 003994 Rank: 236, Image: 2012 000651
Rank: 241, Image: 2012 002564 Rank: 246, Image: 2011 003987
Rank: 251, Image: 2011 006314 Rank: 256, Image: 2011 005048
Rank: 261, Image: 2010 006130 Rank: 266, Image: 2011 007159
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10 CLASS: WALKING 54
Rank: 271, Image: 2011 006710 Rank: 276, Image: 2011 006163
Rank: 281, Image: 2012 003051 Rank: 286, Image: 2011 003531
Rank: 291, Image: 2012 000147 Rank: 296, Image: 2011 004988
Class: jumpingClass: phoningClass: playinginstrumentClass: readingClass: ridingbikeClass: ridinghorseClass: runningClass: takingphotoClass: usingcomputerClass: walking
