premise string | hypothesis string | label int64 |
|---|---|---|
| Method | Rating | Setup1 | Setup2 |
| --- | --- | --- | --- |
| Likert | naturalness | 0.07 | 0.12 |
| quality | 0.02 | 0.41* | | | | informativeness | 0.93* | 0.78* | |
| --- | --- | --- | --- |
| PlainME | naturalness | -0.03 | 0.27* |
| quality | 0.22* | 0.60* | |
| informativeness | 0.59* | 0.79* | |
| RankME | naturalness | 0.11 | 0.42* |
| quality | 0.10 | 0.68* | |
| informativeness | 0.72* | 0.82* | | | 1 |
| Method | Rating | Setup1 | Setup2 |
| --- | --- | --- | --- |
| Likert | naturalness | 0.07 | 0.12 |
| quality | 0.02 | 0.41* | | | | Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 |
| eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 0 |
| Method | Rating | Setup1 | Setup2 |
| --- | --- | --- | --- |
| Likert | naturalness | 0.07 | 0.12 |
| quality | 0.02 | 0.41* | |
| informativeness | 0.93* | 0.78* | |
| PlainME | naturalness | -0.03 | 0.27* |
| quality | 0.22* | 0.60* | | | | informativeness | 0.59* | 0.79* | |
| --- | --- | --- | --- |
| RankME | naturalness | 0.11 | 0.42* |
| quality | 0.10 | 0.68* | |
| informativeness | 0.72* | 0.82* | | | 1 |
| Method | Rating | Setup1 | Setup2 |
| --- | --- | --- | --- |
| Likert | naturalness | 0.07 | 0.12 |
| quality | 0.02 | 0.41* | |
| informativeness | 0.93* | 0.78* | |
| PlainME | naturalness | -0.03 | 0.27* |
| quality | 0.22* | 0.60* | | | | Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| --- | --- | --- | --- | --- |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 0 |
| 3<br>Astroid-L | moir´e-f(A,B)k | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Radius | Min | Area | Radius | Min | Area | B | k | Complement |
| 2 | 1 | 5 | 2 | 1 | 13 | 5 | 1 | 8 |
| 5 | 2.5 | 30 | 5 | 3 | 65 | 5 | 2 | 35 |
| 8 | 4 | 75 | 8 | 5 | 157 | 5 | 3 | 82 |
| 11 | 5.59 | 143 | 11 | 7 | 289 | 5 | 4 | 146 |
| 18 | 9 | 382 | 18 | 9 | 461 | 5 | 5 | 79 |
| 21 | 10.5 | 520 | 21 | 11 | 673 | 5 | 6 | 153 |
| 24 | 12 | 679 | 24 | 13 | 925 | 5 | 7 | 246 |
| 27 | 13.5 | 859 | 27 | 15 | 1217 | 5 | 8 | 358 | | | 30 | 15 | 1060 | 30 | 17 | 1549 | 5 | 9 | 489 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 33 | 16.5 | 1283 | 33 | 19 | 1921 | 5 | 10 | 628 | | 1 |
| 3<br>Astroid-L | moir´e-f(A,B)k | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Radius | Min | Area | Radius | Min | Area | B | k | Complement |
| 2 | 1 | 5 | 2 | 1 | 13 | 5 | 1 | 8 |
| 5 | 2.5 | 30 | 5 | 3 | 65 | 5 | 2 | 35 |
| 8 | 4 | 75 | 8 | 5 | 157 | 5 | 3 | 82 |
| 11 | 5.59 | 143 | 11 | 7 | 289 | 5 | 4 | 146 |
| 18 | 9 | 382 | 18 | 9 | 461 | 5 | 5 | 79 |
| 21 | 10.5 | 520 | 21 | 11 | 673 | 5 | 6 | 153 |
| 24 | 12 | 679 | 24 | 13 | 925 | 5 | 7 | 246 |
| 27 | 13.5 | 859 | 27 | 15 | 1217 | 5 | 8 | 358 | | | | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | a | b | c | d | e | f |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 3f | 20 | 9a | f9 | 5c | 43 | d8 | a4 | bb | 7d | 1e | 85 | c7 | 62 | e6 | 1 |
| 1 | 8c | b9 | 80 | 39 | a1 | 9c | ce | a6 | 2c | 97 | 5d | 9d | c6 | a3 | 4f | 6f |
| 2 | 5b | aa | de | 61 | ab | 32 | 24 | 22 | 9e | 3d | 4c | ca | 7b | e5 | 65 | d6 |
| 3 | b4 | bf | 4b | 35 | fb | b6 | 6b | 50 | 53 | 5 | 92 | f3 | e4 | 4e | 29 | 33 |
| 4 | d0 | 40 | 4a | bc | d4 | 45 | 49 | 10 | e0 | b7 | 6c | 8f | c4 | 9 | 82 | 8 |
| 5 | 63 | db | 7f | f1 | e3 | 52 | 13 | 2a | 28 | 60 | 5f | f8 | ec | eb | 2e | c2 |
| 6 | 5e | 25 | 4 | 41 | 69 | 95 | 72 | 34 | 75 | 4d | 31 | ac | 26 | f0 | b2 | 83 |
| 7 | 2 | a | 84 | 5a | 57 | 86 | ff | 1f | 30 | 14 | 36 | 88 | d2 | d7 | 70 | 74 |
| 8 | b1 | 6 | d3 | 98 | 87 | 8e | 38 | 77 | 99 | 96 | 8a | 67 | 46 | 6d | f5 | 1d |
| 9 | 3a | 1b | 37 | ee | 3b | 81 | e1 | df | d1 | 93 | cc | 91 | b8 | 3c | 51 | a9 |
| a | d5 | 1a | 2b | 59 | b | 12 | bd | f7 | a0 | 2d | 78 | 76 | 71 | cd | 8b | 18 |
| b | e8 | 11 | ad | be | e2 | 7e | 0 | a8 | cb | 9b | fa | 58 | 9f | ef | f6 | 94 |
| c | ed | 27 | ba | f | 2f | d | c | 54 | 21 | 73 | b0 | 19 | f4 | 8d | c8 | 6e |
| d | 89 | 48 | c5 | 23 | 64 | 47 | 7c | 16 | c1 | fd | e7 | cf | ea | 15 | da | a7 |
| e | 7 | e9 | c3 | 44 | a2 | e | 79 | 7a | 3e | 90 | 6a | fc | a5 | 56 | b3 | dd |
| f | 66 | c9 | dc | b5 | ae | af | 68 | f2 | 17 | 42 | 55 | d9 | 3 | c0 | 1c | fe | | 0 |
| 3<br>Astroid-L | moir´e-f(A,B)k | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Radius | Min | Area | Radius | Min | Area | B | k | Complement |
| 2 | 1 | 5 | 2 | 1 | 13 | 5 | 1 | 8 |
| 5 | 2.5 | 30 | 5 | 3 | 65 | 5 | 2 | 35 |
| 8 | 4 | 75 | 8 | 5 | 157 | 5 | 3 | 82 | | | 11 | 5.59 | 143 | 11 | 7 | 289 | 5 | 4 | 146 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 18 | 9 | 382 | 18 | 9 | 461 | 5 | 5 | 79 |
| 21 | 10.5 | 520 | 21 | 11 | 673 | 5 | 6 | 153 |
| 24 | 12 | 679 | 24 | 13 | 925 | 5 | 7 | 246 |
| 27 | 13.5 | 859 | 27 | 15 | 1217 | 5 | 8 | 358 |
| 30 | 15 | 1060 | 30 | 17 | 1549 | 5 | 9 | 489 |
| 33 | 16.5 | 1283 | 33 | 19 | 1921 | 5 | 10 | 628 | | 1 |
| 3<br>Astroid-L | moir´e-f(A,B)k | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Radius | Min | Area | Radius | Min | Area | B | k | Complement |
| 2 | 1 | 5 | 2 | 1 | 13 | 5 | 1 | 8 |
| 5 | 2.5 | 30 | 5 | 3 | 65 | 5 | 2 | 35 |
| 8 | 4 | 75 | 8 | 5 | 157 | 5 | 3 | 82 | | | c | ed | 27 | ba | f | 2f | d | c | 54 | 21 | 73 | b0 | 19 | f4 | 8d | c8 | 6e |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| d | 89 | 48 | c5 | 23 | 64 | 47 | 7c | 16 | c1 | fd | e7 | cf | ea | 15 | da | a7 |
| e | 7 | e9 | c3 | 44 | a2 | e | 79 | 7a | 3e | 90 | 6a | fc | a5 | 56 | b3 | dd |
| f | 66 | c9 | dc | b5 | ae | af | 68 | f2 | 17 | 42 | 55 | d9 | 3 | c0 | 1c | fe | | 0 |
| Noiseless | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Image | NCSR | Our | Improvement | | | |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 28.11 | 0.916 | 29.43 | 0.932 | 1.32 | 0.017 |
| Flower | 29.51 | 0.856 | 29.82 | 0.865 | 0.31 | 0.009 |
| Girl | 33.36 | 0.827 | 33.36 | 0.824 | 0.00 | -0.003 |
| Parthenon | 27.18 | 0.751 | 25.39 | 0.757 | 0.21 | 0.006 |
| Parrot | 30.52 | 0.914 | 31.02 | 0.921 | 0.50 | 0.006 |
| Raccoon | 29.28 | 0.771 | 29.41 | 0.766 | 0.13 | -0.004 |
| Bike | 24.75 | 0.803 | 25.15 | 0.815 | 0.40 | 0.011 |
| Hat | 31.25 | 0.870 | 31.58 | 0.877 | 0.33 | 0.007 |
| Plants | 34.00 | 0.918 | 34.60 | 0.924 | 0.61 | 0.006 |
| Average | 29.81 | 0.847 | 30.23 | 0.853 | 0.42 | 0.006 |
| Noisy | | | | | | | | | Image | NCSR | Our | Improvement | | | |
| --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 26.87 | 0.888 | 28.00 | 0.903 | 1.13 | 0.15 |
| Flower | 28.08 | 0.793 | 28.44 | 0.807 | 0.36 | 0.14 |
| Girl | 32.02 | 0.764 | 32.10 | 0.767 | 0.07 | 0.004 |
| Parthenon | 26.38 | 0.699 | 26.63 | 0.710 | 0.25 | 0.010 |
| Parrot | 29.51 | 0.877 | 29.86 | 0.879 | 0.35 | 0.003 |
| Raccoon | 28.02 | 0.681 | 28.14 | 0.689 | 0.12 | 0.008 |
| Bike | 23.79 | 0.737 | 24.28 | 0.760 | 0.49 | 0.023 |
| Hat | 29.96 | 0.824 | 30.37 | 0.830 | 0.41 | 0.006 |
| Plants | 31.74 | 0.859 | 32.22 | 0.866 | 0.49 | 0.006 |
| Average | 28.49 | 0.791 | 28.89 | 0.801 | 0.41 | 0.010 | | 1 |
| Noiseless | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Image | NCSR | Our | Improvement | | | |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 28.11 | 0.916 | 29.43 | 0.932 | 1.32 | 0.017 |
| Flower | 29.51 | 0.856 | 29.82 | 0.865 | 0.31 | 0.009 |
| Girl | 33.36 | 0.827 | 33.36 | 0.824 | 0.00 | -0.003 |
| Parthenon | 27.18 | 0.751 | 25.39 | 0.757 | 0.21 | 0.006 |
| Parrot | 30.52 | 0.914 | 31.02 | 0.921 | 0.50 | 0.006 |
| Raccoon | 29.28 | 0.771 | 29.41 | 0.766 | 0.13 | -0.004 |
| Bike | 24.75 | 0.803 | 25.15 | 0.815 | 0.40 | 0.011 |
| Hat | 31.25 | 0.870 | 31.58 | 0.877 | 0.33 | 0.007 |
| Plants | 34.00 | 0.918 | 34.60 | 0.924 | 0.61 | 0.006 |
| Average | 29.81 | 0.847 | 30.23 | 0.853 | 0.42 | 0.006 |
| Noisy | | | | | | | | | Test | Image | BSNR | Input | IDD-BM3D | Our | Improvement | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | | | |
| 1 | C.man | 31.87 | 22.23 | 0.709 | 31.11 | 0.891 | 31.49 | 0.904 | 0.38 | 0.013 |
| House | 29.16 | 25.61 | 0.767 | 35.54 | 0.889 | 36.02 | 0.896 | 0.48 | 0.007 | |
| Lena | 29.89 | 27.25 | 0.882 | 35.20 | 0.972 | 35.63 | 0.978 | 0.43 | 0.006 | |
| Barbara | 30.81 | 23.34 | 0.795 | 30.97 | 0.970 | 31.09 | 0.974 | 0.12 | 0.003 | |
| Average | 30.44 | 24.61 | 0.788 | 33.20 | 0.931 | 33.56 | 0.938 | 0.35 | 0.007 | |
| 2 | C.man | 25.85 | 22.16 | 0.668 | 29.31 | 0.862 | 29.75 | 0.873 | 0.44 | 0.011 |
| House | 23.14 | 25.46 | 0.724 | 33.99 | 0.869 | 34.56 | 0.879 | 0.57 | 0.009 | |
| Lena | 23.87 | 27.04 | 0.872 | 33.64 | 0.957 | 34.12 | 0.966 | 0.49 | 0.008 | |
| Barbara | 24.79 | 23.25 | 0.789 | 27.20 | 0.926 | 27.29 | 0.930 | 0.08 | 0.004 | |
| Average | 24.43 | 24.47 | 0.763 | 31.04 | 0.904 | 31.43 | 0.912 | 0.39 | 0.008 | |
| 3 | C.man | 40.00 | 20.77 | 0.624 | 31.24 | 0.899 | 31.17 | 0.910 | -0.08 | 0.011 |
| House | 40.00 | 24.11 | 0.697 | 36.98 | 0.918 | 37.57 | 0.928 | 0.60 | 0.009 | |
| Lena | 40.00 | 25.84 | 0.829 | 34.74 | 0.968 | 35.14 | 0.973 | 0.40 | 0.004 | |
| Barbara | 40.00 | 22.49 | 0.737 | 28.53 | 0.933 | 28.31 | 0.930 | -0.23 | -0.003 | |
| Average | 40.00 | 23.30 | 0.722 | 32.87 | 0.930 | 33.05 | 0.935 | 0.18 | 0.006 | |
| 4 | C.man | 18.53 | 24.63 | 0.609 | 28.63 | 0.858 | 29.21 | 0.873 | 0.58 | 0.014 |
| House | 15.99 | 28.08 | 0.631 | 33.85 | 0.868 | 34.41 | 0.879 | 0.57 | 0.011 | |
| Lena | 16.47 | 28.81 | 0.903 | 33.76 | 0.957 | 34.29 | 0.967 | 0.52 | 0.010 | |
| Barbara | 17.35 | 24.22 | 0.849 | 26.09 | 0.908 | 26.17 | 0.913 | 0.07 | 0.005 | |
| Average | 17.17 | 26.44 | 0.748 | 30.58 | 0.898 | 31.02 | 0.908 | 0.44 | 0.010 | |
| 5 | C.man | 29.19 | 23.36 | 0.734 | 27.69 | 0.858 | 28.58 | 0.873 | 0.88 | 0.015 |
| House | 26.61 | 27.82 | 0.794 | 33.55 | 0.874 | 34.17 | 0.883 | 0.62 | 0.009 | |
| Lena | 27.18 | 29.16 | 0.928 | 34.00 | 0.968 | 34.38 | 0.973 | 0.38 | 0.005 | |
| Barbara | 28.07 | 23.77 | 0.831 | 24.93 | 0.883 | 25.01 | 0.886 | 0.07 | 0.003 | |
| Average | 27.77 | 26.03 | 0.822 | 30.04 | 0.896 | 30.53 | 0.904 | 0.49 | 0.008 | |
| 6 | C.man | 17.76 | 29.83 | 0.703 | 34.69 | 0.932 | 34.89 | 0.939 | 0.21 | 0.007 |
| House | 15.15 | 30.00 | 0.682 | 37.08 | 0.920 | 36.74 | 0.911 | -0.34 | -0.010 | |
| Lena | 15.52 | 30.02 | 0.911 | 36.34 | 0.972 | 36.32 | 0.972 | -0.02 | 0.000 | |
| Barbara | 16.59 | 29.78 | 0.939 | 35.22 | 0.979 | 35.21 | 0.980 | -0.01 | 0.000 | |
| Average | 16.36 | 29.91 | 0.809 | 35.83 | 0.951 | 35.79 | 0.951 | -0.04 | -0.001 | | | 0 |
| Noiseless | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Image | NCSR | Our | Improvement | | | |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 28.11 | 0.916 | 29.43 | 0.932 | 1.32 | 0.017 |
| Flower | 29.51 | 0.856 | 29.82 | 0.865 | 0.31 | 0.009 |
| Girl | 33.36 | 0.827 | 33.36 | 0.824 | 0.00 | -0.003 |
| Parthenon | 27.18 | 0.751 | 25.39 | 0.757 | 0.21 | 0.006 |
| Parrot | 30.52 | 0.914 | 31.02 | 0.921 | 0.50 | 0.006 |
| Raccoon | 29.28 | 0.771 | 29.41 | 0.766 | 0.13 | -0.004 |
| Bike | 24.75 | 0.803 | 25.15 | 0.815 | 0.40 | 0.011 |
| Hat | 31.25 | 0.870 | 31.58 | 0.877 | 0.33 | 0.007 | | | Plants | 34.00 | 0.918 | 34.60 | 0.924 | 0.61 | 0.006 |
| --- | --- | --- | --- | --- | --- | --- |
| Average | 29.81 | 0.847 | 30.23 | 0.853 | 0.42 | 0.006 |
| Noisy | | | | | | |
| Image | NCSR | Our | Improvement | | | |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 26.87 | 0.888 | 28.00 | 0.903 | 1.13 | 0.15 |
| Flower | 28.08 | 0.793 | 28.44 | 0.807 | 0.36 | 0.14 |
| Girl | 32.02 | 0.764 | 32.10 | 0.767 | 0.07 | 0.004 |
| Parthenon | 26.38 | 0.699 | 26.63 | 0.710 | 0.25 | 0.010 |
| Parrot | 29.51 | 0.877 | 29.86 | 0.879 | 0.35 | 0.003 |
| Raccoon | 28.02 | 0.681 | 28.14 | 0.689 | 0.12 | 0.008 |
| Bike | 23.79 | 0.737 | 24.28 | 0.760 | 0.49 | 0.023 |
| Hat | 29.96 | 0.824 | 30.37 | 0.830 | 0.41 | 0.006 |
| Plants | 31.74 | 0.859 | 32.22 | 0.866 | 0.49 | 0.006 |
| Average | 28.49 | 0.791 | 28.89 | 0.801 | 0.41 | 0.010 | | 1 |
| Noiseless | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Image | NCSR | Our | Improvement | | | |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | |
| Butterfly | 28.11 | 0.916 | 29.43 | 0.932 | 1.32 | 0.017 |
| Flower | 29.51 | 0.856 | 29.82 | 0.865 | 0.31 | 0.009 |
| Girl | 33.36 | 0.827 | 33.36 | 0.824 | 0.00 | -0.003 |
| Parthenon | 27.18 | 0.751 | 25.39 | 0.757 | 0.21 | 0.006 |
| Parrot | 30.52 | 0.914 | 31.02 | 0.921 | 0.50 | 0.006 |
| Raccoon | 29.28 | 0.771 | 29.41 | 0.766 | 0.13 | -0.004 |
| Bike | 24.75 | 0.803 | 25.15 | 0.815 | 0.40 | 0.011 |
| Hat | 31.25 | 0.870 | 31.58 | 0.877 | 0.33 | 0.007 | | | 5 | C.man | 29.19 | 23.36 | 0.734 | 27.69 | 0.858 | 28.58 | 0.873 | 0.88 | 0.015 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| House | 26.61 | 27.82 | 0.794 | 33.55 | 0.874 | 34.17 | 0.883 | 0.62 | 0.009 | |
| Lena | 27.18 | 29.16 | 0.928 | 34.00 | 0.968 | 34.38 | 0.973 | 0.38 | 0.005 | |
| Barbara | 28.07 | 23.77 | 0.831 | 24.93 | 0.883 | 25.01 | 0.886 | 0.07 | 0.003 | |
| Average | 27.77 | 26.03 | 0.822 | 30.04 | 0.896 | 30.53 | 0.904 | 0.49 | 0.008 | |
| 6 | C.man | 17.76 | 29.83 | 0.703 | 34.69 | 0.932 | 34.89 | 0.939 | 0.21 | 0.007 |
| House | 15.15 | 30.00 | 0.682 | 37.08 | 0.920 | 36.74 | 0.911 | -0.34 | -0.010 | |
| Lena | 15.52 | 30.02 | 0.911 | 36.34 | 0.972 | 36.32 | 0.972 | -0.02 | 0.000 | |
| Barbara | 16.59 | 29.78 | 0.939 | 35.22 | 0.979 | 35.21 | 0.980 | -0.01 | 0.000 | |
| Average | 16.36 | 29.91 | 0.809 | 35.83 | 0.951 | 35.79 | 0.951 | -0.04 | -0.001 | | | 0 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=92.00,corrects=19.00)<br>rappel=0.112precision=0.207f-mesure=0.146 | | | -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| --- |
| -classe1830(attendus=169,ramenes=527.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=85.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=147.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.089 |
| -classe1890(attendus=197,ramenes=107.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=102.00,corrects=10.00)<br>rappel=0.050precision=0.098f-mesure=0.066 |
| -classe1940(attendus=198,ramenes=458.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=92.00,corrects=19.00)<br>rappel=0.112precision=0.207f-mesure=0.146 | | | -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=92.00,corrects=19.00)<br>rappel=0.112precision=0.207f-mesure=0.146 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=527.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=85.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=147.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.089 |
| -classe1890(attendus=197,ramenes=107.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=102.00,corrects=10.00)<br>rappel=0.050precision=0.098f-mesure=0.066 |
| -classe1940(attendus=198,ramenes=458.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 0 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=92.00,corrects=19.00)<br>rappel=0.112precision=0.207f-mesure=0.146 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=527.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=85.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=147.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.089 |
| -classe1890(attendus=197,ramenes=107.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=102.00,corrects=10.00)<br>rappel=0.050precision=0.098f-mesure=0.066 | | | -classe1940(attendus=198,ramenes=458.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| --- |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=92.00,corrects=19.00)<br>rappel=0.112precision=0.207f-mesure=0.146 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=527.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=85.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=147.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.089 |
| -classe1890(attendus=197,ramenes=107.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=102.00,corrects=10.00)<br>rappel=0.050precision=0.098f-mesure=0.066 | | | -classe1940(attendus=198,ramenes=458.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| --- |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 0 |
| | Fb | Fc | Dup1 | Dup2 |
| --- | --- | --- | --- | --- |
| AMFG07‘(L,G)+KDCV | 98.00 | 98.00 | 90.00 | 85.00 | | | TIP10‘LGBP+LGXP+LDA | 99.00 | 99.00 | 94.00 | 93.00 |
| --- | --- | --- | --- | --- |
| BMVC12‘G-LQP+WPCA | 99.90 | 100.0 | 93.20 | 91.00 |
| PAMI14‘DFD+WPCA | 99.40 | 100.0 | 91.80 | 92.30 |
| MDML-DCPs+WPCA | 99.75 | 100.0 | 96.12 | 95.73 | | 1 |
| | Fb | Fc | Dup1 | Dup2 |
| --- | --- | --- | --- | --- |
| AMFG07‘(L,G)+KDCV | 98.00 | 98.00 | 90.00 | 85.00 | | | | VoI | BDE | PRI | GTRC |
| --- | --- | --- | --- | --- |
| JCSD | 2.68 | 10.00 | 0.87 | 0.46 |
| AllGMM | 3.01 | 11.04 | 0.87 | 0.43 |
| PCAGMM | 3.94 | 12.01 | 0.85 | 0.34 |
| IndGMM | 3.22 | 11.04 | 0.86 | 0.41 |
| JCSD+RM | 2.21 | 8.97 | 0.91 | 0.60 |
| AllGMM+RM | 2.41 | 9.28 | 0.90 | 0.58 |
| PCAGMM+RM | 2.85 | 10.25 | 0.88 | 0.50 |
| IndGMM+RM | 2.62 | 10.15 | 0.89 | 0.53 | | 0 |
| | Fb | Fc | Dup1 | Dup2 |
| --- | --- | --- | --- | --- |
| AMFG07‘(L,G)+KDCV | 98.00 | 98.00 | 90.00 | 85.00 |
| TIP10‘LGBP+LGXP+LDA | 99.00 | 99.00 | 94.00 | 93.00 | | | BMVC12‘G-LQP+WPCA | 99.90 | 100.0 | 93.20 | 91.00 |
| --- | --- | --- | --- | --- |
| PAMI14‘DFD+WPCA | 99.40 | 100.0 | 91.80 | 92.30 |
| MDML-DCPs+WPCA | 99.75 | 100.0 | 96.12 | 95.73 | | 1 |
| | Fb | Fc | Dup1 | Dup2 |
| --- | --- | --- | --- | --- |
| AMFG07‘(L,G)+KDCV | 98.00 | 98.00 | 90.00 | 85.00 |
| TIP10‘LGBP+LGXP+LDA | 99.00 | 99.00 | 94.00 | 93.00 | | | JCSD+RM | 2.21 | 8.97 | 0.91 | 0.60 |
| --- | --- | --- | --- | --- |
| AllGMM+RM | 2.41 | 9.28 | 0.90 | 0.58 |
| PCAGMM+RM | 2.85 | 10.25 | 0.88 | 0.50 |
| IndGMM+RM | 2.62 | 10.15 | 0.89 | 0.53 | | 0 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.0252 | 0.0058 | -0.0246 | | | Barbara | -0.0316 | 0.0243 | 0.0272 |
| --- | --- | --- | --- |
| Baboon | -0.0142 | 0.0034 | -0.0022 |
| Boat | 0.0135 | 0.0069 | -0.0297 |
| Peppers | -0.0045 | -0.0698 | 0.0221 | | 1 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.0252 | 0.0058 | -0.0246 | | | Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 |
| Baboon | 0.8250 | 0.7944 | 0.7577 |
| Boat | 0.8799 | 0.9005 | 0.8136 |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 0 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.0252 | 0.0058 | -0.0246 | | | Barbara | -0.0316 | 0.0243 | 0.0272 |
| --- | --- | --- | --- |
| Baboon | -0.0142 | 0.0034 | -0.0022 |
| Boat | 0.0135 | 0.0069 | -0.0297 |
| Peppers | -0.0045 | -0.0698 | 0.0221 | | 1 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.0252 | 0.0058 | -0.0246 | | | Baboon | 0.8250 | 0.7944 | 0.7577 |
| --- | --- | --- | --- |
| Boat | 0.8799 | 0.9005 | 0.8136 |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 0 |
| AND | inG | Time<br>Node | Time<br>Node | Time<br>Node | Time<br>Node |
| --- | --- | --- | --- | --- | --- |
| 30 | 1000 | 21<br>1415 | 14<br>3312 | 2<br>2052 | 1<br>849 | | | 2000 | 73<br>2919 | 62<br>6949 | 9<br>4946 | 3<br>1576 | |
| --- | --- | --- | --- | --- | --- |
| 3000 | 157<br>4460 | 144<br>10732 | 20<br>8602 | 7<br>2461 | |
| 50 | 1000 | 17<br>1115 | 9<br>2110 | 12<br>5811 | 7<br>2365 |
| 2000 | 54<br>2215 | 35<br>4110 | 25<br>10319 | 17<br>5022 | |
| 3000 | 112<br>3326 | 82<br>6296 | 42<br>13912 | 35<br>7497 | | | 1 |
| AND | inG | Time<br>Node | Time<br>Node | Time<br>Node | Time<br>Node |
| --- | --- | --- | --- | --- | --- |
| 30 | 1000 | 21<br>1415 | 14<br>3312 | 2<br>2052 | 1<br>849 | | | Data<br>Set | Repr | Degree<br>timemem | ConComp<br>timemem | PageRank<br>timemem | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| S1 | EXP<br>DEDUP1<br>BMP | 61<br>54<br>50 | 237<br>227<br>134 | 90<br>81<br>82 | 202<br>171<br>72 | 245<br>311<br>256 | 526<br>484<br>156 |
| S2 | EXP<br>DEDUP1<br>BMP | 294<br>335<br>311 | 2,879<br>2,582<br>186 | 498<br>460<br>335 | 2,869<br>2,573<br>163 | 3,287<br>3,049<br>812 | 9,164<br>8,126<br>293 |
| N1 | EXP<br>DEDUP1<br>BMP | 142<br>141<br>131 | 1,109<br>926<br>219 | 241<br>483<br>149 | 1,088<br>901<br>150 | 1,456<br>1,317<br>469 | 3,389<br>2,874<br>377 |
| N2 | EXP<br>DEDUP1<br>BMP | 268<br>312<br>257 | 2,710<br>2,216<br>479 | 593<br>495<br>280 | 2,690<br>2,194<br>347 | 4,493<br>3,726<br>824 | 8,432<br>6,892<br>691 |
| IMDB | EXP<br>DEDUP1<br>BMP | 78<br>85<br>146 | 586<br>553<br>952 | 193<br>194<br>291 | 749<br>594<br>1038 | 861<br>802<br>807 | 1178<br>764<br>1185 | | 0 |
| AND | inG | Time<br>Node | Time<br>Node | Time<br>Node | Time<br>Node |
| --- | --- | --- | --- | --- | --- |
| 30 | 1000 | 21<br>1415 | 14<br>3312 | 2<br>2052 | 1<br>849 | | | 2000 | 73<br>2919 | 62<br>6949 | 9<br>4946 | 3<br>1576 | |
| --- | --- | --- | --- | --- | --- |
| 3000 | 157<br>4460 | 144<br>10732 | 20<br>8602 | 7<br>2461 | |
| 50 | 1000 | 17<br>1115 | 9<br>2110 | 12<br>5811 | 7<br>2365 |
| 2000 | 54<br>2215 | 35<br>4110 | 25<br>10319 | 17<br>5022 | |
| 3000 | 112<br>3326 | 82<br>6296 | 42<br>13912 | 35<br>7497 | | | 1 |
| AND | inG | Time<br>Node | Time<br>Node | Time<br>Node | Time<br>Node |
| --- | --- | --- | --- | --- | --- |
| 30 | 1000 | 21<br>1415 | 14<br>3312 | 2<br>2052 | 1<br>849 | | | N1 | EXP<br>DEDUP1<br>BMP | 142<br>141<br>131 | 1,109<br>926<br>219 | 241<br>483<br>149 | 1,088<br>901<br>150 | 1,456<br>1,317<br>469 | 3,389<br>2,874<br>377 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N2 | EXP<br>DEDUP1<br>BMP | 268<br>312<br>257 | 2,710<br>2,216<br>479 | 593<br>495<br>280 | 2,690<br>2,194<br>347 | 4,493<br>3,726<br>824 | 8,432<br>6,892<br>691 |
| IMDB | EXP<br>DEDUP1<br>BMP | 78<br>85<br>146 | 586<br>553<br>952 | 193<br>194<br>291 | 749<br>594<br>1038 | 861<br>802<br>807 | 1178<br>764<br>1185 | | 0 |
| | Top5Features |
| --- | --- |
| 1 | PostingMonths |
| 2 | PostingWeeks | | | 3 | Std-Dev.ofImageFrequency |
| --- | --- |
| 4 | Norm.No.ofNames |
| 5 | Norm.No.ofUniqueImages | | 1 |
| | Top5Features |
| --- | --- |
| 1 | PostingMonths |
| 2 | PostingWeeks | | | DayofWeek | Count | α | (cid:96)(km)0 | (cid:96)(km) | σ |
| --- | --- | --- | --- | --- | --- |
| Sunday | 17768 | 2.11 | 32.34 | 15.84 | 2,652.07 |
| Monday | 28476 | 2.42 | 34.20 | 9.66 | 1,026.79 |
| Tuesday | 28449 | 2.42 | 38.81 | 9.47 | 919.62 |
| Wednesday | 28649 | 2.46 | 48.45 | 9.86 | 966.94 |
| Thursday | 27787 | 2.38 | 38.95 | 10.07 | 943.46 |
| Friday | 27878 | 2.22 | 43.23 | 11.46 | 1,507.96 |
| Saturday | 23880 | 2.23 | 32.30 | 12.60 | 1,789.28 | | 0 |
| | Top5Features |
| --- | --- |
| 1 | PostingMonths | | | 2 | PostingWeeks |
| --- | --- |
| 3 | Std-Dev.ofImageFrequency |
| 4 | Norm.No.ofNames |
| 5 | Norm.No.ofUniqueImages | | 1 |
| | Top5Features |
| --- | --- |
| 1 | PostingMonths | | | Thursday | 27787 | 2.38 | 38.95 | 10.07 | 943.46 |
| --- | --- | --- | --- | --- | --- |
| Friday | 27878 | 2.22 | 43.23 | 11.46 | 1,507.96 |
| Saturday | 23880 | 2.23 | 32.30 | 12.60 | 1,789.28 | | 0 |
| Method | UCF101 | HMDB | HW2 |
| --- | --- | --- | --- |
| IDT+FV<br>IDT+HSV<br>IDT+Actionness<br>VideoDarwin<br>RankPool+IDT | 85.9<br>87.9<br>-<br>-<br>91.4 | 57.2<br>61.1<br>60.4<br>63.7<br>66.9 | 64.3<br>-<br>-<br>73.7<br>76.7 |
| Two-stream(avg)<br>Two-stream(SVM)<br>Two-streamLSTM<br>LTC<br>TSN(2modalities)<br>TSN(3modalities)<br>Two-streamI3D | 86.9<br>88.0<br>88.6<br>91.7<br>94.0<br>94.2<br>98.0 | 58.0<br>59.4<br>-<br>64.8<br>68.5<br>69.4<br>80.7 | -<br>-<br>-<br>-<br>-<br>-<br>- |
| Two-streamfusion<br>ST-ResNet | 92.5<br>93.4 | 65.4<br>66.4 | -<br>- | | | Softattention<br>VideoLSTM | -<br>89.2 | 41.3<br>56.4 | -<br>- |
| --- | --- | --- | --- |
| Two-streamFCAN-comp<br>Ensemble(4models) | 92.0<br>93.4 | 66.7<br>68.2 | 71.1<br>78.4 | | 1 |
| Method | UCF101 | HMDB | HW2 |
| --- | --- | --- | --- |
| IDT+FV<br>IDT+HSV<br>IDT+Actionness<br>VideoDarwin<br>RankPool+IDT | 85.9<br>87.9<br>-<br>-<br>91.4 | 57.2<br>61.1<br>60.4<br>63.7<br>66.9 | 64.3<br>-<br>-<br>73.7<br>76.7 |
| Two-stream(avg)<br>Two-stream(SVM)<br>Two-streamLSTM<br>LTC<br>TSN(2modalities)<br>TSN(3modalities)<br>Two-streamI3D | 86.9<br>88.0<br>88.6<br>91.7<br>94.0<br>94.2<br>98.0 | 58.0<br>59.4<br>-<br>64.8<br>68.5<br>69.4<br>80.7 | -<br>-<br>-<br>-<br>-<br>-<br>- |
| Two-streamfusion<br>ST-ResNet | 92.5<br>93.4 | 65.4<br>66.4 | -<br>- | | | Method | HMDB51 | UCF101 |
| --- | --- | --- |
| idt | 57.2 | 85.9 |
| idt+high-Dencodings | 61.1 | 87.9 |
| Two-streamCNN(2nets) | 59.4 | 88 |
| Multi-skipFeatureStacking | 65.4 | 89.1 |
| C3D(1net)<br>C3D(3nets)<br>C3D(3nets)+idt | –<br>–<br>– | 82.3<br>85.2<br>90.4 |
| TDD(2nets)<br>TDD(2nets)+idt | 63.2<br>65.9 | 90.3<br>91.5 |
| stackedFV<br>stackedFV+idt | 56.21<br>66.78 | –<br>– |
| RNN-FV(C3D+VGG-CCA)<br>RNN-FV(C3D+VGG-CCA)+idt | 54.33<br>67.71 | 88.01<br>94.08 | | 0 |
| Method | UCF101 | HMDB | HW2 |
| --- | --- | --- | --- |
| IDT+FV<br>IDT+HSV<br>IDT+Actionness<br>VideoDarwin<br>RankPool+IDT | 85.9<br>87.9<br>-<br>-<br>91.4 | 57.2<br>61.1<br>60.4<br>63.7<br>66.9 | 64.3<br>-<br>-<br>73.7<br>76.7 |
| Two-stream(avg)<br>Two-stream(SVM)<br>Two-streamLSTM<br>LTC<br>TSN(2modalities)<br>TSN(3modalities)<br>Two-streamI3D | 86.9<br>88.0<br>88.6<br>91.7<br>94.0<br>94.2<br>98.0 | 58.0<br>59.4<br>-<br>64.8<br>68.5<br>69.4<br>80.7 | -<br>-<br>-<br>-<br>-<br>-<br>- | | | Two-streamfusion<br>ST-ResNet | 92.5<br>93.4 | 65.4<br>66.4 | -<br>- |
| --- | --- | --- | --- |
| Softattention<br>VideoLSTM | -<br>89.2 | 41.3<br>56.4 | -<br>- |
| Two-streamFCAN-comp<br>Ensemble(4models) | 92.0<br>93.4 | 66.7<br>68.2 | 71.1<br>78.4 | | 1 |
| Method | UCF101 | HMDB | HW2 |
| --- | --- | --- | --- |
| IDT+FV<br>IDT+HSV<br>IDT+Actionness<br>VideoDarwin<br>RankPool+IDT | 85.9<br>87.9<br>-<br>-<br>91.4 | 57.2<br>61.1<br>60.4<br>63.7<br>66.9 | 64.3<br>-<br>-<br>73.7<br>76.7 |
| Two-stream(avg)<br>Two-stream(SVM)<br>Two-streamLSTM<br>LTC<br>TSN(2modalities)<br>TSN(3modalities)<br>Two-streamI3D | 86.9<br>88.0<br>88.6<br>91.7<br>94.0<br>94.2<br>98.0 | 58.0<br>59.4<br>-<br>64.8<br>68.5<br>69.4<br>80.7 | -<br>-<br>-<br>-<br>-<br>-<br>- | | | Multi-skipFeatureStacking | 65.4 | 89.1 |
| --- | --- | --- |
| C3D(1net)<br>C3D(3nets)<br>C3D(3nets)+idt | –<br>–<br>– | 82.3<br>85.2<br>90.4 |
| TDD(2nets)<br>TDD(2nets)+idt | 63.2<br>65.9 | 90.3<br>91.5 |
| stackedFV<br>stackedFV+idt | 56.21<br>66.78 | –<br>– |
| RNN-FV(C3D+VGG-CCA)<br>RNN-FV(C3D+VGG-CCA)+idt | 54.33<br>67.71 | 88.01<br>94.08 | | 0 |
| AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock | | | SML | StoredMeasurementLog |
| --- | --- |
| SRK | StorageRootKey |
| TCB | TrustedComputingBase |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 1 |
| AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock | | | Benchmarks | Trojanpayload | Trojantrigger | Trojantype |
| --- | --- | --- | --- |
| AES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T200 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T700 | LeaksthekeythroughcovertCDMAchannel | Specificplaintext | II |
| AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II |
| AES-T1100 | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II |
| AES-T2000 | LeaksthekeythroughPSCofshiftregister | Specificplaintext | II |
| AES-T2100 | LeaksthekeythroughPSCofshiftregister | Plaintextsequence(FSM) | II |
| RSA-T100 | Leaksthekeythroughciphertextoutput | Specificplaintext | I |
| RSA-T300 | Leaksthekeythroughciphertextoutput | Counter | I |
| DES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| PRESENT-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T1100(M) | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | 0 |
| AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock |
| SML | StoredMeasurementLog |
| SRK | StorageRootKey | | | TCB | TrustedComputingBase |
| --- | --- |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 1 |
| AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock |
| SML | StoredMeasurementLog |
| SRK | StorageRootKey | | | AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II |
| --- | --- | --- | --- |
| AES-T1100 | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II |
| AES-T2000 | LeaksthekeythroughPSCofshiftregister | Specificplaintext | II |
| AES-T2100 | LeaksthekeythroughPSCofshiftregister | Plaintextsequence(FSM) | II |
| RSA-T100 | Leaksthekeythroughciphertextoutput | Specificplaintext | I |
| RSA-T300 | Leaksthekeythroughciphertextoutput | Counter | I |
| DES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| PRESENT-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T1100(M) | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | 0 |
| Graph<br>G=(V,E) | n=<br>\|V\| | m=<br>\|E\| | diameter<br>diam(G) | radius<br>rad(G) |
| --- | --- | --- | --- | --- |
| PPI | 1458 | 1948 | 19 | 11 |
| Yeast | 2224 | 6609 | 11 | 6 |
| DutchElite | 3621 | 4311 | 22 | 12 |
| EPA | 4253 | 8953 | 10 | 6 |
| EVA | 4475 | 4664 | 18 | 10 |
| California | 5925 | 15770 | 13 | 7 |
| Erd¨os | 6927 | 11850 | 4 | 2 |
| Routeview | 10515 | 21455 | 10 | 5 |
| Homorelease3.2.99 | 16711 | 115406 | 10 | 5 |
| ASCaida20071105 | 26475 | 53381 | 17 | 9 |
| Dimes3/2010 | 26424 | 90267 | 8 | 4 |
| Aqualab12/2007-09/2008 | 31845 | 143383 | 9 | 5 |
| ASCaida20120601 | 41203 | 121309 | 10 | 5 | | | itdk0304 | 190914 | 607610 | 26 | 14 |
| --- | --- | --- | --- | --- |
| DBLB-coauth | 317080 | 1049866 | 23 | 12 |
| Amazon | 334863 | 925872 | 47 | 24 | | 1 |
| Graph<br>G=(V,E) | n=<br>\|V\| | m=<br>\|E\| | diameter<br>diam(G) | radius<br>rad(G) |
| --- | --- | --- | --- | --- |
| PPI | 1458 | 1948 | 19 | 11 |
| Yeast | 2224 | 6609 | 11 | 6 |
| DutchElite | 3621 | 4311 | 22 | 12 |
| EPA | 4253 | 8953 | 10 | 6 |
| EVA | 4475 | 4664 | 18 | 10 |
| California | 5925 | 15770 | 13 | 7 |
| Erd¨os | 6927 | 11850 | 4 | 2 |
| Routeview | 10515 | 21455 | 10 | 5 |
| Homorelease3.2.99 | 16711 | 115406 | 10 | 5 |
| ASCaida20071105 | 26475 | 53381 | 17 | 9 |
| Dimes3/2010 | 26424 | 90267 | 8 | 4 |
| Aqualab12/2007-09/2008 | 31845 | 143383 | 9 | 5 |
| ASCaida20120601 | 41203 | 121309 | 10 | 5 | | | Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
| ∆TR | 0.651 | 0.088 | 0.208 | 1.013 | 0.647 | 0.643 | 1 |
| T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 | | 0 |
| Graph<br>G=(V,E) | n=<br>\|V\| | m=<br>\|E\| | diameter<br>diam(G) | radius<br>rad(G) |
| --- | --- | --- | --- | --- |
| PPI | 1458 | 1948 | 19 | 11 |
| Yeast | 2224 | 6609 | 11 | 6 |
| DutchElite | 3621 | 4311 | 22 | 12 |
| EPA | 4253 | 8953 | 10 | 6 |
| EVA | 4475 | 4664 | 18 | 10 |
| California | 5925 | 15770 | 13 | 7 |
| Erd¨os | 6927 | 11850 | 4 | 2 |
| Routeview | 10515 | 21455 | 10 | 5 | | | Homorelease3.2.99 | 16711 | 115406 | 10 | 5 |
| --- | --- | --- | --- | --- |
| ASCaida20071105 | 26475 | 53381 | 17 | 9 |
| Dimes3/2010 | 26424 | 90267 | 8 | 4 |
| Aqualab12/2007-09/2008 | 31845 | 143383 | 9 | 5 |
| ASCaida20120601 | 41203 | 121309 | 10 | 5 |
| itdk0304 | 190914 | 607610 | 26 | 14 |
| DBLB-coauth | 317080 | 1049866 | 23 | 12 |
| Amazon | 334863 | 925872 | 47 | 24 | | 1 |
| Graph<br>G=(V,E) | n=<br>\|V\| | m=<br>\|E\| | diameter<br>diam(G) | radius<br>rad(G) |
| --- | --- | --- | --- | --- |
| PPI | 1458 | 1948 | 19 | 11 |
| Yeast | 2224 | 6609 | 11 | 6 |
| DutchElite | 3621 | 4311 | 22 | 12 |
| EPA | 4253 | 8953 | 10 | 6 |
| EVA | 4475 | 4664 | 18 | 10 |
| California | 5925 | 15770 | 13 | 7 |
| Erd¨os | 6927 | 11850 | 4 | 2 |
| Routeview | 10515 | 21455 | 10 | 5 | | | ∆TR | 0.651 | 0.088 | 0.208 | 1.013 | 0.647 | 0.643 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 | | 0 |
| | Nonparametric | Parametric | RFF |
| --- | --- | --- | --- |
| ContainOpt | Yes | Maynot | No | | | Dependondata | Yes | No | No |
| --- | --- | --- | --- |
| SubsetofRKHS | Yes | Yes | No |
| #parameters | O(LKN) | O(LK) | O(LKQ) | | 1 |
| | Nonparametric | Parametric | RFF |
| --- | --- | --- | --- |
| ContainOpt | Yes | Maynot | No | | | Parameter | Meaning |
| --- | --- |
| α | balancetheeffectsofprecisionandrecall |
| wf | differentiatetheeffectsoffunctionwordandcontentword |
| wexact | matchweightformatchmoduletypeexact |
| wstem | matchweightformatchmoduletypestem |
| wsynonym | matchweightformatchmoduletypesynonym |
| wparaphrase | matchweightformatchmoduletypeparaphrase | | 0 |
| | Nonparametric | Parametric | RFF |
| --- | --- | --- | --- |
| ContainOpt | Yes | Maynot | No | | | Dependondata | Yes | No | No |
| --- | --- | --- | --- |
| SubsetofRKHS | Yes | Yes | No |
| #parameters | O(LKN) | O(LK) | O(LKQ) | | 1 |
| | Nonparametric | Parametric | RFF |
| --- | --- | --- | --- |
| ContainOpt | Yes | Maynot | No | | | wf | differentiatetheeffectsoffunctionwordandcontentword |
| --- | --- |
| wexact | matchweightformatchmoduletypeexact |
| wstem | matchweightformatchmoduletypestem |
| wsynonym | matchweightformatchmoduletypesynonym |
| wparaphrase | matchweightformatchmoduletypeparaphrase | | 0 |
| | | |
| --- | --- | --- |
| | | |
| | | | | | | | |
| --- | --- | --- |
| | | | | 1 |
| | | |
| --- | --- | --- |
| | | |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | |
| | | |
| | | | | 0 |
| | | |
| --- | --- | --- |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | | | 1 |
| | | |
| --- | --- | --- |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 0 |
| Attribute | male | longhair | hat | glasses | dress | sunglasses | shortsleeves | baby |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Poselets150 | 86.00 | 75.31 | 29.03 | 36.72 | 34.73 | 50.16 | 55.25 | 41.26 |
| DPD | 85.84 | 72.40 | 27.55 | 23.94 | 48.55 | 34.36 | 54.75 | 41.38 |
| DeCAF | 82.47 | 65.03 | 19.15 | 14.91 | 44.68 | 26.91 | 56.40 | 50.19 | | | DL-DPM | 88.27 | 77.64 | 43.44 | 36.70 | 55.72 | 55.03 | 67.95 | 64.89 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PANDA | 94.10 | 83.17 | 39.52 | 72.25 | 59.41 | 66.62 | 72.09 | 78.76 | | 1 |
| Attribute | male | longhair | hat | glasses | dress | sunglasses | shortsleeves | baby |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Poselets150 | 86.00 | 75.31 | 29.03 | 36.72 | 34.73 | 50.16 | 55.25 | 41.26 |
| DPD | 85.84 | 72.40 | 27.55 | 23.94 | 48.55 | 34.36 | 54.75 | 41.38 |
| DeCAF | 82.47 | 65.03 | 19.15 | 14.91 | 44.68 | 26.91 | 56.40 | 50.19 | | | Attribute | male | longhair | glasses | hat | tshirt | longsleeves | short | jeans |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DL-Pure | 80.65 | 63.23 | 30.74 | 57.21 | 37.99 | 71.76 | 35.05 | 60.18 |
| DeCAF | 79.64 | 62.29 | 31.29 | 55.17 | 41.84 | 78.77 | 80.66 | 81.46 |
| Poselets150L2 | 81.70 | 67.07 | 44.24 | 54.01 | 42.16 | 71.70 | 36.71 | 42.56 |
| DLPoselets | 92.10 | 82.26 | 76.25 | 65.55 | 44.83 | 77.31 | 43.71 | 52.52 |
| PANDA | 91.66 | 82.70 | 69.95 | 74.22 | 49.84 | 86.01 | 79.08 | 80.99 | | 0 |
| Attribute | male | longhair | hat | glasses | dress | sunglasses | shortsleeves | baby |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Poselets150 | 86.00 | 75.31 | 29.03 | 36.72 | 34.73 | 50.16 | 55.25 | 41.26 |
| DPD | 85.84 | 72.40 | 27.55 | 23.94 | 48.55 | 34.36 | 54.75 | 41.38 |
| DeCAF | 82.47 | 65.03 | 19.15 | 14.91 | 44.68 | 26.91 | 56.40 | 50.19 | | | DL-DPM | 88.27 | 77.64 | 43.44 | 36.70 | 55.72 | 55.03 | 67.95 | 64.89 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PANDA | 94.10 | 83.17 | 39.52 | 72.25 | 59.41 | 66.62 | 72.09 | 78.76 | | 1 |
| Attribute | male | longhair | hat | glasses | dress | sunglasses | shortsleeves | baby |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Poselets150 | 86.00 | 75.31 | 29.03 | 36.72 | 34.73 | 50.16 | 55.25 | 41.26 |
| DPD | 85.84 | 72.40 | 27.55 | 23.94 | 48.55 | 34.36 | 54.75 | 41.38 |
| DeCAF | 82.47 | 65.03 | 19.15 | 14.91 | 44.68 | 26.91 | 56.40 | 50.19 | | | DLPoselets | 92.10 | 82.26 | 76.25 | 65.55 | 44.83 | 77.31 | 43.71 | 52.52 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PANDA | 91.66 | 82.70 | 69.95 | 74.22 | 49.84 | 86.01 | 79.08 | 80.99 | | 0 |
| Datasetname | inputaddresses | responserate(rough) | secs/1000addresses |
| --- | --- | --- | --- |
| SouthAmericans | 13991 | 13743(250) | 138 |
| Textile | 5777 | 5688(16) | 135 |
| Textile2 | 3070 | 3053(2) | 110 |
| Artistsaccommodations | 13907 | 10215(2955) | 244 | | | Healthadministrators | 1887 | 1698(171) | 316 |
| --- | --- | --- | --- |
| Belleepoque(0.3)<br>Belleepoque(0.5) | 6467<br>6467 | 3880(337)<br>6000 | 280<br>351 | | 1 |
| Datasetname | inputaddresses | responserate(rough) | secs/1000addresses |
| --- | --- | --- | --- |
| SouthAmericans | 13991 | 13743(250) | 138 |
| Textile | 5777 | 5688(16) | 135 |
| Textile2 | 3070 | 3053(2) | 110 |
| Artistsaccommodations | 13907 | 10215(2955) | 244 | | | #Concordants | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DATASET | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
| englishdailabor | 69.58 | 69.18 | 69.23 | 68.50 | 66.91 | 64.81 | 59.58 | 60.75 |
| aisoposntua | 60.93 | 60.54 | 56.87 | 57.74 | 64.14 | 59.65 | 54.58 | 58.93 |
| tweetsemevaltest | 63.54 | 63.58 | 63.64 | 63.47 | 63.82 | 61.56 | 59.36 | 59.15 |
| sentistrengthtwitter | 56.75 | 58.32 | 59.13 | 58.34 | 57.58 | 55.35 | 54.27 | 57.44 |
| sentistrengthyoutube | 55.63 | 55.22 | 55.67 | 56.39 | 56.65 | 55.44 | 54.69 | 54.50 |
| sanders | 56.23 | 55.72 | 55.94 | 55.64 | 55.27 | 52.73 | 50.77 | 48.14 |
| sentistrengthdigg | 51.13 | 51.29 | 53.86 | 54.58 | 51.51 | 50.98 | 48.06 | 51.83 |
| sentistrengthmyspace | 46.76 | 48.30 | 48.71 | 50.31 | 50.52 | 51.02 | 54.34 | 39.44 |
| sentistrengthrw | 48.96 | 50.09 | 46.62 | 49.73 | 49.00 | 46.52 | 46.03 | 47.58 |
| sentistrengthbbc | 49.15 | 50.62 | 46.95 | 47.41 | 46.31 | 45.04 | 45.75 | 46.57 |
| debate | 45.61 | 45.82 | 43.69 | 43.97 | 44.47 | 44.99 | 43.57 | 43.10 |
| nikolaosted | 46.29 | 44.71 | 48.13 | 46.43 | 46.97 | 47.52 | 44.50 | 47.24 |
| vadernyt | 36.13 | 36.19 | 36.32 | 37.35 | 38.21 | 36.89 | 32.54 | 34.02 | | 0 |
| Datasetname | inputaddresses | responserate(rough) | secs/1000addresses |
| --- | --- | --- | --- |
| SouthAmericans | 13991 | 13743(250) | 138 |
| Textile | 5777 | 5688(16) | 135 |
| Textile2 | 3070 | 3053(2) | 110 |
| Artistsaccommodations | 13907 | 10215(2955) | 244 | | | Healthadministrators | 1887 | 1698(171) | 316 |
| --- | --- | --- | --- |
| Belleepoque(0.3)<br>Belleepoque(0.5) | 6467<br>6467 | 3880(337)<br>6000 | 280<br>351 | | 1 |
| Datasetname | inputaddresses | responserate(rough) | secs/1000addresses |
| --- | --- | --- | --- |
| SouthAmericans | 13991 | 13743(250) | 138 |
| Textile | 5777 | 5688(16) | 135 |
| Textile2 | 3070 | 3053(2) | 110 |
| Artistsaccommodations | 13907 | 10215(2955) | 244 | | | nikolaosted | 46.29 | 44.71 | 48.13 | 46.43 | 46.97 | 47.52 | 44.50 | 47.24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| vadernyt | 36.13 | 36.19 | 36.32 | 37.35 | 38.21 | 36.89 | 32.54 | 34.02 | | 0 |
| BinaryBus-2RoutingTracks | | |
| --- | --- | --- |
| Muxes(Bus-2)withNselectinputs | 4∗N+2∗(2−2) | MuxwithNbinaryselectinputs |
| 8:1Muxes(Bus-2)with3selectinputs | 40T | 8:1Muxwith3selectinputs |
| 16:1Mux(Bus-2)with4selectinputs | 76T | 16:1Muxwith4selectinputs |
| Buffers(Bus-2) | 8T | Repeaters | | | | | 4-2Translators |
| --- | --- | --- |
| | | 2-4Translators | | 1 |
| BinaryBus-2RoutingTracks | | |
| --- | --- | --- |
| Muxes(Bus-2)withNselectinputs | 4∗N+2∗(2−2) | MuxwithNbinaryselectinputs |
| 8:1Muxes(Bus-2)with3selectinputs | 40T | 8:1Muxwith3selectinputs |
| 16:1Mux(Bus-2)with4selectinputs | 76T | 16:1Muxwith4selectinputs |
| Buffers(Bus-2) | 8T | Repeaters | | | | StageNo.<br>G | Memory<br>depth | Combinational<br>ALUTs | Registers | Memory<br>bits | Clock<br>frequency | Throughput<br>(infobits) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code1-S | 422 | 512 | 106288 | 68609 | 4402268 | 100MHz | 0.5Gbps |
| Code2-S | 512 | 512 | 104938 | 68634 | 4402268 | 100MHz | 0.5Gbps |
| Code3-S | 1024 | 1024 | 73066 | 50087 | 5829352 | 100MHz | 0.5Gbps |
| Code4-S | 1024 | 1024 | 62823 | 43745 | 4844140 | 100MHz | 0.5Gbps |
| Code1-P | 422 | 512 | 175420 | 105427 | 17558528 | 100MHz | 2.0Gbps |
| Code2-P | 512 | 512 | 170102 | 105505 | 17558528 | 100MHz | 2.0Gbps |
| Code3-P | 1024 | 1024 | 134102 | 86654 | 23283712 | 100MHz | 2.0Gbps |
| Code4-P | 1024 | 1024 | 120804 | 80342 | 19348480 | 100MHz | 2.0Gbps |
| Wang | — | — | 28229 | 26926 | 5800000 | 190MHz | 0.2Gbps | | 0 |
| BinaryBus-2RoutingTracks | | |
| --- | --- | --- |
| Muxes(Bus-2)withNselectinputs | 4∗N+2∗(2−2) | MuxwithNbinaryselectinputs | | | 8:1Muxes(Bus-2)with3selectinputs | 40T | 8:1Muxwith3selectinputs |
| --- | --- | --- |
| 16:1Mux(Bus-2)with4selectinputs | 76T | 16:1Muxwith4selectinputs |
| Buffers(Bus-2) | 8T | Repeaters |
| | | 4-2Translators |
| | | 2-4Translators | | 1 |
| BinaryBus-2RoutingTracks | | |
| --- | --- | --- |
| Muxes(Bus-2)withNselectinputs | 4∗N+2∗(2−2) | MuxwithNbinaryselectinputs | | | Code3-P | 1024 | 1024 | 134102 | 86654 | 23283712 | 100MHz | 2.0Gbps |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code4-P | 1024 | 1024 | 120804 | 80342 | 19348480 | 100MHz | 2.0Gbps |
| Wang | — | — | 28229 | 26926 | 5800000 | 190MHz | 0.2Gbps | | 0 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0442±0.0011 | 0.2499 | 211 | - |
| GKKM | 0.1883±0.0317 | 1.8460 | 14 | 0.7969 |
| M=5,µ=0.2500,σ=0.10340 | | | | | | | CCBS<br>GCBS | 0.2045±0.0375<br>0.2441±0.0500 | 0.1001<br>0.0374 | 7<br>5 | 0.2490<br>0.2097 |
| --- | --- | --- | --- | --- |
| M=10,µ=0.1111,σ=0.05240 | | | | |
| CCBS<br>GCBS | 0.1430±0.0192<br>0.1505±0.0209 | 0.0702<br>0.0191 | 14<br>13 | 0.1079<br>0.1078 |
| M=20,µ=0.0526,σ=0.02730 | | | | |
| CCBS<br>GCBS | 0.0907±0.0069<br>0.0941±0.0081 | 0.2874<br>0.0245 | 24<br>21 | 0.0517<br>0.0492 |
| M=30,µ=0.0345,σ=0.01820 | | | | |
| CCBS<br>GCBS | 0.0705±0.0035<br>0.0674±0.0034 | 0.6403<br>0.0162 | 34<br>32 | 0.0339<br>0.0331 | | 1 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0442±0.0011 | 0.2499 | 211 | - |
| GKKM | 0.1883±0.0317 | 1.8460 | 14 | 0.7969 |
| M=5,µ=0.2500,σ=0.10340 | | | | | | | Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1320±0.0161 | 0.3034 | 211 | - |
| GKKM | 0.1325±0.0150 | 1.8930 | 15 | 0.7694 |
| M=5,µ=0.2500,σ=0.10840 | | | | |
| CCBS<br>GCBS | 0.1358±0.0154<br>0.1585±0.0229 | 0.0550<br>0.0227 | 7<br>5 | 0.2441<br>0.2212 |
| M=10,µ=0.1111,σ=0.05890 | | | | |
| CCBS<br>GCBS | 0.1224±0.0125<br>0.1323±0.0158 | 0.0740<br>0.0172 | 14<br>12 | 0.1110<br>0.1076 |
| M=20,µ=0.0526,σ=0.03410 | | | | |
| CCBS<br>GCBS | 0.1132±0.0118<br>0.1179±0.0131 | 0.0731<br>0.0204 | 22<br>20 | 0.0506<br>0.0491 |
| M=30,µ=0.0345,σ=0.02420 | | | | |
| CCBS<br>GCBS | 0.1123±0.0131<br>0.1166±0.0143 | 0.1679<br>0.0248 | 29<br>28 | 0.0339<br>0.0323 | | 0 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0442±0.0011 | 0.2499 | 211 | - |
| GKKM | 0.1883±0.0317 | 1.8460 | 14 | 0.7969 |
| M=5,µ=0.2500,σ=0.10340 | | | | |
| CCBS<br>GCBS | 0.2045±0.0375<br>0.2441±0.0500 | 0.1001<br>0.0374 | 7<br>5 | 0.2490<br>0.2097 |
| M=10,µ=0.1111,σ=0.05240 | | | | | | | CCBS<br>GCBS | 0.1430±0.0192<br>0.1505±0.0209 | 0.0702<br>0.0191 | 14<br>13 | 0.1079<br>0.1078 |
| --- | --- | --- | --- | --- |
| M=20,µ=0.0526,σ=0.02730 | | | | |
| CCBS<br>GCBS | 0.0907±0.0069<br>0.0941±0.0081 | 0.2874<br>0.0245 | 24<br>21 | 0.0517<br>0.0492 |
| M=30,µ=0.0345,σ=0.01820 | | | | |
| CCBS<br>GCBS | 0.0705±0.0035<br>0.0674±0.0034 | 0.6403<br>0.0162 | 34<br>32 | 0.0339<br>0.0331 | | 1 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0442±0.0011 | 0.2499 | 211 | - |
| GKKM | 0.1883±0.0317 | 1.8460 | 14 | 0.7969 |
| M=5,µ=0.2500,σ=0.10340 | | | | |
| CCBS<br>GCBS | 0.2045±0.0375<br>0.2441±0.0500 | 0.1001<br>0.0374 | 7<br>5 | 0.2490<br>0.2097 |
| M=10,µ=0.1111,σ=0.05240 | | | | | | | M=5,µ=0.2500,σ=0.10840 | | | | |
| --- | --- | --- | --- | --- |
| CCBS<br>GCBS | 0.1358±0.0154<br>0.1585±0.0229 | 0.0550<br>0.0227 | 7<br>5 | 0.2441<br>0.2212 |
| M=10,µ=0.1111,σ=0.05890 | | | | |
| CCBS<br>GCBS | 0.1224±0.0125<br>0.1323±0.0158 | 0.0740<br>0.0172 | 14<br>12 | 0.1110<br>0.1076 |
| M=20,µ=0.0526,σ=0.03410 | | | | |
| CCBS<br>GCBS | 0.1132±0.0118<br>0.1179±0.0131 | 0.0731<br>0.0204 | 22<br>20 | 0.0506<br>0.0491 |
| M=30,µ=0.0345,σ=0.02420 | | | | |
| CCBS<br>GCBS | 0.1123±0.0131<br>0.1166±0.0143 | 0.1679<br>0.0248 | 29<br>28 | 0.0339<br>0.0323 | | 0 |
| Eyemovementsparameters | Extractedfeatures |
| --- | --- |
| Pupildiameter(XandY) | Mean,standarddeviation,<br>DEinfourbands<br>(0–0.2Hz,0.2–0.4Hz,<br>0.4–0.6Hz,0.6–1Hz) |
| Disperson(XandY) | Mean,standarddeviation |
| Fixationduration(ms) | Mean,standarddeviation | | | Blinkduration(ms) | Mean,standarddeviation |
| --- | --- |
| Saccade | Mean,standarddeviationof<br>saccadeduration(ms)and<br>◦<br>saccadeamplitude() |
| Eventstatistics | Blinkfrequency,<br>fixationfrequency,<br>fixationdurationmaximum,<br>fixationdispersiontotal,<br>fixationdispersionmaximum,<br>saccadefrequency,<br>saccadedurationaverage,<br>saccadeamplitudeaverage,<br>saccadelatencyaverage. | | 1 |
| Eyemovementsparameters | Extractedfeatures |
| --- | --- |
| Pupildiameter(XandY) | Mean,standarddeviation,<br>DEinfourbands<br>(0–0.2Hz,0.2–0.4Hz,<br>0.4–0.6Hz,0.6–1Hz) |
| Disperson(XandY) | Mean,standarddeviation |
| Fixationduration(ms) | Mean,standarddeviation | | | | noFBsPCAdenoising | FBsPCAdenoising |
| --- | --- | --- |
| RFA/K-means | 0.09 | 0.48 |
| MSA/MRA | 0.87 | 0.95 |
| EMAN2 | 0.45 | 0.76 |
| Xmipp | 0.68 | 0.96 | | 0 |
| Eyemovementsparameters | Extractedfeatures |
| --- | --- |
| Pupildiameter(XandY) | Mean,standarddeviation,<br>DEinfourbands<br>(0–0.2Hz,0.2–0.4Hz,<br>0.4–0.6Hz,0.6–1Hz) | | | Disperson(XandY) | Mean,standarddeviation |
| --- | --- |
| Fixationduration(ms) | Mean,standarddeviation |
| Blinkduration(ms) | Mean,standarddeviation |
| Saccade | Mean,standarddeviationof<br>saccadeduration(ms)and<br>◦<br>saccadeamplitude() |
| Eventstatistics | Blinkfrequency,<br>fixationfrequency,<br>fixationdurationmaximum,<br>fixationdispersiontotal,<br>fixationdispersionmaximum,<br>saccadefrequency,<br>saccadedurationaverage,<br>saccadeamplitudeaverage,<br>saccadelatencyaverage. | | 1 |
| Eyemovementsparameters | Extractedfeatures |
| --- | --- |
| Pupildiameter(XandY) | Mean,standarddeviation,<br>DEinfourbands<br>(0–0.2Hz,0.2–0.4Hz,<br>0.4–0.6Hz,0.6–1Hz) | | | MSA/MRA | 0.87 | 0.95 |
| --- | --- | --- |
| EMAN2 | 0.45 | 0.76 |
| Xmipp | 0.68 | 0.96 | | 0 |
| Scenariocode | S1 | S2 | S3 | S4 | S5 |
| --- | --- | --- | --- | --- | --- |
| Numberofstops | 344 | 721 | 1044 | 1670 | 2176 | | | Relaxeddomainconnections | 744 | 1520 | 2275 | 4001 | 4794 |
| --- | --- | --- | --- | --- | --- |
| Timetabledconnections | 23994 | 26702 | 68597 | 72937 | 203590 |
| Meansoftransport | trains | trains,coaches | trains | trains,coaches | trains | | 1 |
| Scenariocode | S1 | S2 | S3 | S4 | S5 |
| --- | --- | --- | --- | --- | --- |
| Numberofstops | 344 | 721 | 1044 | 1670 | 2176 | | | Model | time(s) | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| recursive | LCA | | | | | | | | | | | |
| 1 | 2 | 4 | 8 | 16 | 32 | 1 | 2 | 4 | 8 | 16 | 32 | |
| SCM2 | 2016 | 1071 | 555 | 284 | 192 | 134 | 1055 | 583 | 314 | 162 | 87 | 48 |
| SCM5 | 4193 | 2290 | 1152 | 601 | 346 | 284 | 2294 | 1156 | 675 | 358 | 192 | 106 |
| SCR2 | 276 | 144 | 73 | 38 | 23 | 18 | 144 | 79 | 42 | 21 | 11 | 6 |
| SCR5 | 591 | 308 | 159 | 81 | 49 | 42 | 315 | 178 | 97 | 50 | 26 | 15 |
| TSC2 | 125 | 65 | 33 | 17 | 11 | 9 | 62 | 35 | 18 | 9 | 5 | 3 |
| TSC5 | 264 | 140 | 72 | 37 | 22 | 18 | 140 | 80 | 42 | 22 | 12 | 7 |
| Model | totalmemory(GB) | | | | | | | | | | | |
| recursive | LCA | | | | | | | | | | | |
| 1 | 2 | 4 | 8 | 16 | 32 | 1 | 2 | 4 | 8 | 16 | 32 | |
| SCM2 | 3.68 | 4.91 | 3.75 | 3.83 | 5.24 | 7.00 | 3.69 | 4.92 | 3.80 | 3.93 | 4.35 | 4.98 |
| SCM5 | 7.32 | 11.07 | 7.46 | 7.61 | 9.26 | 13.93 | 7.33 | 11.03 | 7.53 | 7.72 | 8.65 | 9.61 |
| SCR2 | 0.51 | 0.63 | 0.57 | 0.65 | 0.90 | 1.43 | 0.52 | 0.66 | 0.60 | 0.68 | 0.91 | 1.38 |
| SCR5 | 0.99 | 1.50 | 1.07 | 1.16 | 1.58 | 2.55 | 1.00 | 1.51 | 1.11 | 1.21 | 1.47 | 2.00 |
| TSC2 | 0.26 | 0.27 | 0.31 | 0.37 | 0.53 | 0.83 | 0.27 | 0.29 | 0.33 | 0.42 | 0.61 | 0.97 |
| TSC5 | 0.47 | 0.50 | 0.54 | 0.62 | 0.79 | 1.16 | 0.48 | 0.51 | 0.57 | 0.65 | 0.86 | 1.27 | | 0 |
| Scenariocode | S1 | S2 | S3 | S4 | S5 |
| --- | --- | --- | --- | --- | --- |
| Numberofstops | 344 | 721 | 1044 | 1670 | 2176 |
| Relaxeddomainconnections | 744 | 1520 | 2275 | 4001 | 4794 | | | Timetabledconnections | 23994 | 26702 | 68597 | 72937 | 203590 |
| --- | --- | --- | --- | --- | --- |
| Meansoftransport | trains | trains,coaches | trains | trains,coaches | trains | | 1 |
| Scenariocode | S1 | S2 | S3 | S4 | S5 |
| --- | --- | --- | --- | --- | --- |
| Numberofstops | 344 | 721 | 1044 | 1670 | 2176 |
| Relaxeddomainconnections | 744 | 1520 | 2275 | 4001 | 4794 | | | TSC5 | 264 | 140 | 72 | 37 | 22 | 18 | 140 | 80 | 42 | 22 | 12 | 7 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Model | totalmemory(GB) | | | | | | | | | | | |
| recursive | LCA | | | | | | | | | | | |
| 1 | 2 | 4 | 8 | 16 | 32 | 1 | 2 | 4 | 8 | 16 | 32 | |
| SCM2 | 3.68 | 4.91 | 3.75 | 3.83 | 5.24 | 7.00 | 3.69 | 4.92 | 3.80 | 3.93 | 4.35 | 4.98 |
| SCM5 | 7.32 | 11.07 | 7.46 | 7.61 | 9.26 | 13.93 | 7.33 | 11.03 | 7.53 | 7.72 | 8.65 | 9.61 |
| SCR2 | 0.51 | 0.63 | 0.57 | 0.65 | 0.90 | 1.43 | 0.52 | 0.66 | 0.60 | 0.68 | 0.91 | 1.38 |
| SCR5 | 0.99 | 1.50 | 1.07 | 1.16 | 1.58 | 2.55 | 1.00 | 1.51 | 1.11 | 1.21 | 1.47 | 2.00 |
| TSC2 | 0.26 | 0.27 | 0.31 | 0.37 | 0.53 | 0.83 | 0.27 | 0.29 | 0.33 | 0.42 | 0.61 | 0.97 |
| TSC5 | 0.47 | 0.50 | 0.54 | 0.62 | 0.79 | 1.16 | 0.48 | 0.51 | 0.57 | 0.65 | 0.86 | 1.27 | | 0 |
| Restaurant | | |
| --- | --- | --- |
| Aspect | Opinion | Aspect |
| 84.01 | - | 74.55 |
| 83.98 | - | 73.78 |
| 84.97 | - | 75.16 |
| 77.00 | 78.95 | 66.21 |
| 78.37 | 78.65 | 68.35 |
| 81.15 | 80.22 | 72.73 |
| 82.99 | 82.90 | 73.23 |
| 82.73 | - | 74.52 |
| 84.25 | - | 77.26 | | | 84.05 | 80.93 | 76.83 |
| --- | --- | --- |
| 84.93 | 84.11 | 78.42 | | 1 |
| Restaurant | | |
| --- | --- | --- |
| Aspect | Opinion | Aspect |
| 84.01 | - | 74.55 |
| 83.98 | - | 73.78 |
| 84.97 | - | 75.16 |
| 77.00 | 78.95 | 66.21 |
| 78.37 | 78.65 | 68.35 |
| 81.15 | 80.22 | 72.73 |
| 82.99 | 82.90 | 73.23 |
| 82.73 | - | 74.52 |
| 84.25 | - | 77.26 | | | Restaurant | | |
| --- | --- | --- |
| Aspect | Opinion | Aspect |
| 72.45 | 69.76 | 66.11 |
| 82.57 | 78.83 | 63.62 |
| 84.05 | 80.93 | 76.83 |
| 84.08 | 81.48 | 77.04 |
| 84.24 | 81.22 | 78.12 |
| 84.21 | 84.14 | 77.15 |
| 84.93 | 84.11 | 78.42 | | 0 |
| Restaurant | | |
| --- | --- | --- |
| Aspect | Opinion | Aspect |
| 84.01 | - | 74.55 | | | 83.98 | - | 73.78 |
| --- | --- | --- |
| 84.97 | - | 75.16 |
| 77.00 | 78.95 | 66.21 |
| 78.37 | 78.65 | 68.35 |
| 81.15 | 80.22 | 72.73 |
| 82.99 | 82.90 | 73.23 |
| 82.73 | - | 74.52 |
| 84.25 | - | 77.26 |
| 84.05 | 80.93 | 76.83 |
| 84.93 | 84.11 | 78.42 | | 1 |
| Restaurant | | |
| --- | --- | --- |
| Aspect | Opinion | Aspect |
| 84.01 | - | 74.55 | | | 84.05 | 80.93 | 76.83 |
| --- | --- | --- |
| 84.08 | 81.48 | 77.04 |
| 84.24 | 81.22 | 78.12 |
| 84.21 | 84.14 | 77.15 |
| 84.93 | 84.11 | 78.42 | | 0 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 |
| 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 | | | 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| --- | --- | --- | --- | --- |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 1 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 |
| 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 | | | Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 703.5 | 2881.1 | 999.1 | 2372.9 |
| 201-2,000 | 403.7 | 193.4 | 406.7 | 203.7 |
| 2,001-17,000 | 119.7 | 4.2 | 122.7 | 4.6 |
| 17,001-20,000 | 74.5 | 3.7 | 77.7 | 3.6 | | 0 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 | | | 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 |
| --- | --- | --- | --- | --- |
| 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 1 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 | | | 2,001-17,000 | 119.7 | 4.2 | 122.7 | 4.6 |
| --- | --- | --- | --- | --- |
| 17,001-20,000 | 74.5 | 3.7 | 77.7 | 3.6 | | 0 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 28.3 | 30.4 | 31.9 | 33.7 |
| highest-in-coverage | 26.3 | 27.4 | 30.1 | 32.2 |
| N-gram/highest-in-coverage | 26.1 | 27.1 | 29.9 | 31.7 | | | recognizer+N-gram | 25.3 | 27.8 | 29.7 | 31.6 |
| --- | --- | --- | --- | --- |
| recognizer+linguisticKSs | 23.3 | 24.8 | 27.9 | 30.0 |
| allavailableKSs | 23.5 | 25.4 | 28.1 | 29.9 |
| (lowestWEin10-best) | 12.6 | 13.2 | 14.5 | 15.8 |
| (#utterancesin10-best) | 442 | 710 | 800 | 843 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 1 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 28.3 | 30.4 | 31.9 | 33.7 |
| highest-in-coverage | 26.3 | 27.4 | 30.1 | 32.2 |
| N-gram/highest-in-coverage | 26.1 | 27.1 | 29.9 | 31.7 | | | | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 28.3 | 30.4 | 31.9 | 33.7 |
| highest-in-coverage | 26.3 | 27.4 | 30.1 | 32.2 |
| N-gram/highest-in-coverage | 26.1 | 27.1 | 29.9 | 31.7 |
| recognizer+N-gram | 25.3 | 27.8 | 29.7 | 31.6 |
| recognizer+linguisticKSs | 23.3 | 24.8 | 27.9 | 30.0 |
| allavailableKSs | 23.5 | 25.4 | 28.1 | 29.9 |
| (lowestWEin10-best) | 12.6 | 13.2 | 14.5 | 15.8 |
| (#utterancesin10-best) | 442 | 710 | 800 | 843 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 0 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ | | | (1-best) | 28.3 | 30.4 | 31.9 | 33.7 |
| --- | --- | --- | --- | --- |
| highest-in-coverage | 26.3 | 27.4 | 30.1 | 32.2 |
| N-gram/highest-in-coverage | 26.1 | 27.1 | 29.9 | 31.7 |
| recognizer+N-gram | 25.3 | 27.8 | 29.7 | 31.6 |
| recognizer+linguisticKSs | 23.3 | 24.8 | 27.9 | 30.0 |
| allavailableKSs | 23.5 | 25.4 | 28.1 | 29.9 |
| (lowestWEin10-best) | 12.6 | 13.2 | 14.5 | 15.8 |
| (#utterancesin10-best) | 442 | 710 | 800 | 843 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 1 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ | | | recognizer+N-gram | 25.3 | 27.8 | 29.7 | 31.6 |
| --- | --- | --- | --- | --- |
| recognizer+linguisticKSs | 23.3 | 24.8 | 27.9 | 30.0 |
| allavailableKSs | 23.5 | 25.4 | 28.1 | 29.9 |
| (lowestWEin10-best) | 12.6 | 13.2 | 14.5 | 15.8 |
| (#utterancesin10-best) | 442 | 710 | 800 | 843 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 0 |
| Noiselevel | Easy | Hard | Tough |
| --- | --- | --- | --- |
| SIFT | 0.453 | 0.193 | 0.086 | | | TFeat | 0.467 | 0.259 | 0.131 |
| --- | --- | --- | --- |
| DeepCompare | 0.399 | 0.199 | 0.095 |
| DeepDesc | 0.430 | 0.239 | 0.125 |
| HardNet | 0.658 | 0.479 | 0.303 |
| SKAR-EgoSeg | 0.495 | 0.226 | 0.102 |
| SKAR-EgoSeg* | 0.507 | 0.251 | 0.123 |
| SKAR-HPatches | 0.677 | 0.494 | 0.313 |
| SKAR-HPatches* | 0.695 | 0.525 | 0.342 | | 1 |
| Noiselevel | Easy | Hard | Tough |
| --- | --- | --- | --- |
| SIFT | 0.453 | 0.193 | 0.086 | | | Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 |
| [25]TopSK | 0.910 | 0.856 | 0.965 | 0.727 | 0.555 | 0.404 | 0.103 | 0.998 | 0.178 |
| [26]TopM | 0.908 | 0.874 | 0.943 | 0.747 | 0.590 | 0.395 | 0.547 | 0.950 | 0.356 |
| AVGSC | 0.913 | 0.872 | 0.954 | 0.778 | 0.605 | 0.435 | 0.214 | 0.988 | 0.600 |
| L-SVM | 0.926 | 0.892 | 0.960 | 0.834 | 0.692 | 0.571 | 0.718 | 0.901 | 0.878 |
| NL-SVM | 0.904 | 0.853 | 0.955 | 0.801 | 0.449 | 0.168 | 0.675 | 0.909 | 0.889 | | 0 |
| Noiselevel | Easy | Hard | Tough |
| --- | --- | --- | --- |
| SIFT | 0.453 | 0.193 | 0.086 |
| TFeat | 0.467 | 0.259 | 0.131 |
| DeepCompare | 0.399 | 0.199 | 0.095 |
| DeepDesc | 0.430 | 0.239 | 0.125 | | | HardNet | 0.658 | 0.479 | 0.303 |
| --- | --- | --- | --- |
| SKAR-EgoSeg | 0.495 | 0.226 | 0.102 |
| SKAR-EgoSeg* | 0.507 | 0.251 | 0.123 |
| SKAR-HPatches | 0.677 | 0.494 | 0.313 |
| SKAR-HPatches* | 0.695 | 0.525 | 0.342 | | 1 |
| Noiselevel | Easy | Hard | Tough |
| --- | --- | --- | --- |
| SIFT | 0.453 | 0.193 | 0.086 |
| TFeat | 0.467 | 0.259 | 0.131 |
| DeepCompare | 0.399 | 0.199 | 0.095 |
| DeepDesc | 0.430 | 0.239 | 0.125 | | | [25]TopSK | 0.910 | 0.856 | 0.965 | 0.727 | 0.555 | 0.404 | 0.103 | 0.998 | 0.178 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [26]TopM | 0.908 | 0.874 | 0.943 | 0.747 | 0.590 | 0.395 | 0.547 | 0.950 | 0.356 |
| AVGSC | 0.913 | 0.872 | 0.954 | 0.778 | 0.605 | 0.435 | 0.214 | 0.988 | 0.600 |
| L-SVM | 0.926 | 0.892 | 0.960 | 0.834 | 0.692 | 0.571 | 0.718 | 0.901 | 0.878 |
| NL-SVM | 0.904 | 0.853 | 0.955 | 0.801 | 0.449 | 0.168 | 0.675 | 0.909 | 0.889 | | 0 |
| α | d(r,T)2 | λ(q,q)×θ(r,T)022 | σ(r,q,T)22 | d(r,T)7 | λ(q,q)×θ(r,T)077 | σ(r,q,T)77 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 11 | 0.8462×0.2181 | 0.1845 | 7 | 0.7549×0.25 | 0.1887 |
| 3 | 11 | 0.8462×0.3065 | 0.2593 | 7 | 0.7549×0.3456 | 0.2608 | | | 4 | 11 | 0.8462×0.3581 | 0.303 | 7 | 0.7549×0.4 | 0.3019 |
| --- | --- | --- | --- | --- | --- | --- |
| 8 | 11 | 0.8462×0.4555 | 0.3854 | 7 | 0.7549×0.5 | 0.3774 |
| 16 | 11 | 0.8462×0.5273 | 0.4462 | 7 | 0.7549×0.5714 | 0.4313 | | 1 |
| α | d(r,T)2 | λ(q,q)×θ(r,T)022 | σ(r,q,T)22 | d(r,T)7 | λ(q,q)×θ(r,T)077 | σ(r,q,T)77 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 11 | 0.8462×0.2181 | 0.1845 | 7 | 0.7549×0.25 | 0.1887 |
| 3 | 11 | 0.8462×0.3065 | 0.2593 | 7 | 0.7549×0.3456 | 0.2608 | | | | XORSAT | COL | XORSATandCOL | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k,q | αp | φp | cp | φp | λ | a | b | ν |
| 3 | 0.818469 | 0.715332 | 4.910815 | 0.511700 | 0.397953 | 0.422096 | 1.221834 | 1.593787 |
| 4 | 0.772280 | 0.851001 | 9.267358 | 0.616297 | 0.350174 | 0.433412 | 1.341647 | 1.526313 |
| 5 | 0.701780 | 0.903350 | 14.035605 | 0.665924 | 0.320971 | 0.439997 | 1.421808 | 1.488035 |
| 6 | 0.637081 | 0.930080 | 19.112434 | 0.695986 | 0.300707 | 0.444431 | 1.481191 | 1.462601 |
| 7 | 0.581775 | 0.945975 | 24.434557 | 0.716600 | 0.285554 | 0.447677 | 1.527913 | 1.444121 |
| 8 | 0.534997 | 0.956381 | 29.959848 | 0.731841 | 0.273649 | 0.450187 | 1.566174 | 1.429899 |
| 9 | 0.495255 | 0.963661 | 35.658363 | 0.743697 | 0.263961 | 0.452205 | 1.598411 | 1.418505 |
| 10 | 0.461197 | 0.969008 | 41.507763 | 0.753261 | 0.255868 | 0.453873 | 1.626162 | 1.409102 | | 0 |
| α | d(r,T)2 | λ(q,q)×θ(r,T)022 | σ(r,q,T)22 | d(r,T)7 | λ(q,q)×θ(r,T)077 | σ(r,q,T)77 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 11 | 0.8462×0.2181 | 0.1845 | 7 | 0.7549×0.25 | 0.1887 |
| 3 | 11 | 0.8462×0.3065 | 0.2593 | 7 | 0.7549×0.3456 | 0.2608 |
| 4 | 11 | 0.8462×0.3581 | 0.303 | 7 | 0.7549×0.4 | 0.3019 | | | 8 | 11 | 0.8462×0.4555 | 0.3854 | 7 | 0.7549×0.5 | 0.3774 |
| --- | --- | --- | --- | --- | --- | --- |
| 16 | 11 | 0.8462×0.5273 | 0.4462 | 7 | 0.7549×0.5714 | 0.4313 | | 1 |
| α | d(r,T)2 | λ(q,q)×θ(r,T)022 | σ(r,q,T)22 | d(r,T)7 | λ(q,q)×θ(r,T)077 | σ(r,q,T)77 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 11 | 0.8462×0.2181 | 0.1845 | 7 | 0.7549×0.25 | 0.1887 |
| 3 | 11 | 0.8462×0.3065 | 0.2593 | 7 | 0.7549×0.3456 | 0.2608 |
| 4 | 11 | 0.8462×0.3581 | 0.303 | 7 | 0.7549×0.4 | 0.3019 | | | 7 | 0.581775 | 0.945975 | 24.434557 | 0.716600 | 0.285554 | 0.447677 | 1.527913 | 1.444121 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 0.534997 | 0.956381 | 29.959848 | 0.731841 | 0.273649 | 0.450187 | 1.566174 | 1.429899 |
| 9 | 0.495255 | 0.963661 | 35.658363 | 0.743697 | 0.263961 | 0.452205 | 1.598411 | 1.418505 |
| 10 | 0.461197 | 0.969008 | 41.507763 | 0.753261 | 0.255868 | 0.453873 | 1.626162 | 1.409102 | | 0 |
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