premise string | hypothesis string | label int64 |
|---|---|---|
| | Landmarks | BeforeReg. | Affine | Thin-plate | Variograms | GaussianK |
| --- | --- | --- | --- | --- | --- | --- |
| Patient1 | 123 | 5.56±1.05 | 2.99±1.21 | 1.79±0.70 | 2.11±0.74 | 1.75±0.68 | | | Patient2 | 71 | 3.35±1.22 | 2.08±1.13 | 2.06±1.18 | 2.06±1.12 | 1.97±1.05 |
| --- | --- | --- | --- | --- | --- | --- |
| Patient3 | 49 | 2.48±1.56 | 1.93±1.75 | 1.25±1.95 | n/a | 1.23±1.77 |
| Patient4 | 12 | 4.40±1.79 | 3.06±2.35 | 1.45±1.99 | n/a | 1.42±2.04 |
| Patient5 | 64 | 2.91±1.33 | 1.86±1.24 | 1.29±1.17 | n/a | 1.33±1.40 |
| Patient6 | 98 | 3.29±1.09 | 2.12±1.16 | 2.02±1.21 | 2.05±1.40 | 1.96±1.38 | | 1 |
| | Landmarks | BeforeReg. | Affine | Thin-plate | Variograms | GaussianK |
| --- | --- | --- | --- | --- | --- | --- |
| Patient1 | 123 | 5.56±1.05 | 2.99±1.21 | 1.79±0.70 | 2.11±0.74 | 1.75±0.68 | | | Patient | Jaccard | Precision | Recall | F1score | HD(pix.) |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.44,0.19 | 0.96,0.08 | 0.46,0.21 | 0.58,0.22 | 34.3,19.1 |
| 0.38,0.18 | 0.97,0.07 | 0.40,0.20 | 0.53,0.20 | 34.6,18.7 | |
| 0.75,0.20 | 0.86,0.18 | 0.86,0.17 | 0.84,0.17 | 22.0,25.6 | |
| 0.81,0.14 | 0.93,0.13 | 0.87,0.11 | 0.89,0.11 | 15.0,19.6 | |
| 2 | 0.60,0.16 | 0.96,0.11 | 0.62,0.16 | 0.73,0.16 | 20.2,15.5 |
| 0.64,0.16 | 0.98,0.07 | 0.66,0.16 | 0.77,0.13 | 24.3,17.9 | |
| 0.80,0.15 | 0.90,0.13 | 0.89,0.12 | 0.88,0.11 | 13.8,18.4 | |
| 0.83,0.15 | 0.91,0.12 | 0.91,0.12 | 0.90,0.11 | 13.6,20.1 | |
| 3 | 0.49,0.18 | 0.94,0.11 | 0.52,0.21 | 0.63,0.19 | 32.2,23.5 |
| 0.54,0.17 | 0.97,0.10 | 0.55,0.17 | 0.68,0.15 | 31.7,20.3 | |
| 0.70,0.23 | 0.89,0.14 | 0.79,0.25 | 0.80,0.21 | 21.7,24.3 | |
| 0.77,0.17 | 0.89,0.11 | 0.85,0.16 | 0.86,0.13 | 13.8,18.2 | |
| 4 | 0.44,0.18 | 0.94,0.13 | 0.46,0.20 | 0.59,0.20 | 33.6,22.0 |
| 0.47,0.15 | 0.97,0.09 | 0.48,0.16 | 0.62,0.16 | 34.5,17.9 | |
| 0.75,0.18 | 0.80,0.19 | 0.93,0.11 | 0.84,0.14 | 27.1,29.3 | |
| 0.80,0.19 | 0.87,0.15 | 0.92,0.16 | 0.88,0.15 | 22.0,29.0 | |
| 5 | 0.57,0.16 | 0.95,0.10 | 0.59,0.17 | 0.71,0.15 | 28.9,19.3 |
| 0.49,0.16 | 0.97,0.10 | 0.50,0.16 | 0.64,0.17 | 36.4,19.6 | |
| 0.80,0.17 | 0.85,0.16 | 0.93,0.13 | 0.88,0.14 | 21.4,30.8 | |
| 0.86,0.12 | 0.90,0.10 | 0.95,0.09 | 0.92,0.08 | 15.5,20.4 | |
| 6 | 0.51,0.19 | 0.93,0.13 | 0.55,0.21 | 0.65,0.19 | 26.6,19.5 |
| 0.67,0.20 | 0.93,0.17 | 0.71,0.20 | 0.78,0.19 | 22.2,24.7 | |
| 0.71,0.21 | 0.84,0.18 | 0.84,0.20 | 0.81,0.17 | 23.8,25.4 | |
| 0.82,0.14 | 0.88,0.13 | 0.93,0.09 | 0.90,0.10 | 13.1,18.1 | |
| 7 | 0.58,0.20 | 0.95,0.11 | 0.61,0.21 | 0.71,0.19 | 33.3,25.0 |
| 0.44,0.20 | 0.96,0.08 | 0.45,0.21 | 0.58,0.22 | 33.0,18.7 | |
| 0.78,0.18 | 0.86,0.14 | 0.91,0.16 | 0.86,0.14 | 19.2,30.3 | |
| 0.78,0.17 | 0.86,0.15 | 0.90,0.14 | 0.86,0.14 | 18.5,26.1 | | | 0 |
| | Landmarks | BeforeReg. | Affine | Thin-plate | Variograms | GaussianK |
| --- | --- | --- | --- | --- | --- | --- |
| Patient1 | 123 | 5.56±1.05 | 2.99±1.21 | 1.79±0.70 | 2.11±0.74 | 1.75±0.68 |
| Patient2 | 71 | 3.35±1.22 | 2.08±1.13 | 2.06±1.18 | 2.06±1.12 | 1.97±1.05 | | | Patient3 | 49 | 2.48±1.56 | 1.93±1.75 | 1.25±1.95 | n/a | 1.23±1.77 |
| --- | --- | --- | --- | --- | --- | --- |
| Patient4 | 12 | 4.40±1.79 | 3.06±2.35 | 1.45±1.99 | n/a | 1.42±2.04 |
| Patient5 | 64 | 2.91±1.33 | 1.86±1.24 | 1.29±1.17 | n/a | 1.33±1.40 |
| Patient6 | 98 | 3.29±1.09 | 2.12±1.16 | 2.02±1.21 | 2.05±1.40 | 1.96±1.38 | | 1 |
| | Landmarks | BeforeReg. | Affine | Thin-plate | Variograms | GaussianK |
| --- | --- | --- | --- | --- | --- | --- |
| Patient1 | 123 | 5.56±1.05 | 2.99±1.21 | 1.79±0.70 | 2.11±0.74 | 1.75±0.68 |
| Patient2 | 71 | 3.35±1.22 | 2.08±1.13 | 2.06±1.18 | 2.06±1.12 | 1.97±1.05 | | | 0.82,0.14 | 0.88,0.13 | 0.93,0.09 | 0.90,0.10 | 13.1,18.1 | |
| --- | --- | --- | --- | --- | --- |
| 7 | 0.58,0.20 | 0.95,0.11 | 0.61,0.21 | 0.71,0.19 | 33.3,25.0 |
| 0.44,0.20 | 0.96,0.08 | 0.45,0.21 | 0.58,0.22 | 33.0,18.7 | |
| 0.78,0.18 | 0.86,0.14 | 0.91,0.16 | 0.86,0.14 | 19.2,30.3 | |
| 0.78,0.17 | 0.86,0.15 | 0.90,0.14 | 0.86,0.14 | 18.5,26.1 | | | 0 |
| Code(n=2k-1,d=2k-2) | k=4 | k=8 | k=16 |
| --- | --- | --- | --- |
| VanillaPMMSR(non-systematic) | 50 | 75 | 87 | | | SparsePMMSR(non-systematic) | 64 | 85 | 93 |
| --- | --- | --- | --- |
| VanillaPMMSR(systematic) | 0 | 0 | 0 |
| SparsePMMSR(systematic) | 50 | 75 | 88 | | 1 |
| Code(n=2k-1,d=2k-2) | k=4 | k=8 | k=16 |
| --- | --- | --- | --- |
| VanillaPMMSR(non-systematic) | 50 | 75 | 87 | | | ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) |
| Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| | | 4×4×Nc | 4×4ConvT()Nc | | 0 |
| Code(n=2k-1,d=2k-2) | k=4 | k=8 | k=16 |
| --- | --- | --- | --- |
| VanillaPMMSR(non-systematic) | 50 | 75 | 87 |
| SparsePMMSR(non-systematic) | 64 | 85 | 93 | | | VanillaPMMSR(systematic) | 0 | 0 | 0 |
| --- | --- | --- | --- |
| SparsePMMSR(systematic) | 50 | 75 | 88 | | 1 |
| Code(n=2k-1,d=2k-2) | k=4 | k=8 | k=16 |
| --- | --- | --- | --- |
| VanillaPMMSR(non-systematic) | 50 | 75 | 87 |
| SparsePMMSR(non-systematic) | 64 | 85 | 93 | | | 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| --- | --- | --- | --- |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) |
| Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| | | 4×4×Nc | 4×4ConvT()Nc | | 0 |
| | Typeprediction | Linkprediction | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | MCf1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Nostructural | .808 | .824 | .694 | .907 | .760 | .598 | .922 |
| NoBOW | .796 | .833 | .652 | .902 | .728 | .543 | .912 |
| NoEmbeddings | .827 | .874 | .695 | .911 | .750 | .581 | .918 |
| OnlyAvgEmb* | .832 | .873 | .717 | .917 | .751 | .583 | .918 | | | OnlyMaxEmb* | .843 | .874 | .732 | .923 | .766 | .608 | .924 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OnlyMinEmb* | .838 | .878 | .719 | .918 | .763 | .602 | .924 |
| Allfeatures | .849 | .894 | .732 | .921 | .767 | .608 | .925 | | 1 |
| | Typeprediction | Linkprediction | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | MCf1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Nostructural | .808 | .824 | .694 | .907 | .760 | .598 | .922 |
| NoBOW | .796 | .833 | .652 | .902 | .728 | .543 | .912 |
| NoEmbeddings | .827 | .874 | .695 | .911 | .750 | .581 | .918 |
| OnlyAvgEmb* | .832 | .873 | .717 | .917 | .751 | .583 | .918 | | | | Typeprediction | Linkprediction | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 |
| Simple | .817 | - | - | .663 | .478 | .848 |
| BestEG | .869 | - | - | .693 | .502 | .884 |
| MP+p | .831 | - | - | .720 | .546 | .894 |
| BaseClassifier | .830 | .712 | .937 | .650 | .446 | .841 |
| ILPJointModel | .857 | .770 | .943 | .683 | .486 | .881 |
| JointModel | .813 | .692 | .934 | .740 | .577 | .903 | | 0 |
| | Typeprediction | Linkprediction | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | MCf1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 | | | Nostructural | .808 | .824 | .694 | .907 | .760 | .598 | .922 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NoBOW | .796 | .833 | .652 | .902 | .728 | .543 | .912 |
| NoEmbeddings | .827 | .874 | .695 | .911 | .750 | .581 | .918 |
| OnlyAvgEmb* | .832 | .873 | .717 | .917 | .751 | .583 | .918 |
| OnlyMaxEmb* | .843 | .874 | .732 | .923 | .766 | .608 | .924 |
| OnlyMinEmb* | .838 | .878 | .719 | .918 | .763 | .602 | .924 |
| Allfeatures | .849 | .894 | .732 | .921 | .767 | .608 | .925 | | 1 |
| | Typeprediction | Linkprediction | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Model | Macrof1 | MCf1 | Clf1 | Prf1 | Macrof1 | Linkf1 | NoLinkf1 | | | Simple | .817 | - | - | .663 | .478 | .848 |
| --- | --- | --- | --- | --- | --- | --- |
| BestEG | .869 | - | - | .693 | .502 | .884 |
| MP+p | .831 | - | - | .720 | .546 | .894 |
| BaseClassifier | .830 | .712 | .937 | .650 | .446 | .841 |
| ILPJointModel | .857 | .770 | .943 | .683 | .486 | .881 |
| JointModel | .813 | .692 | .934 | .740 | .577 | .903 | | 0 |
| | Ldistance2 | Dotproduct | Cosinedistance |
| --- | --- | --- | --- |
| Pool3 | 57.7 | 46.0 | 61.3 | | | Pool4 | 57.7 | 47.5 | 65.0 |
| --- | --- | --- | --- |
| Pool5 | 38.7 | 54.7 | 60.6 |
| fc6 | 38.7 | 59.9 | 59.9 |
| fc7 | 48.2 | 61.3 | 52.6 | | 1 |
| | Ldistance2 | Dotproduct | Cosinedistance |
| --- | --- | --- | --- |
| Pool3 | 57.7 | 46.0 | 61.3 | | | | fc7 | pool5 |
| --- | --- | --- |
| Baseline | 0.334 | 0.320 |
| k=1 | 0.440 | 0.436 |
| k=3 | 0.519 | 0.522 |
| k=5 | 0.557 | 0.565 | | 0 |
| | Ldistance2 | Dotproduct | Cosinedistance |
| --- | --- | --- | --- |
| Pool3 | 57.7 | 46.0 | 61.3 |
| Pool4 | 57.7 | 47.5 | 65.0 |
| Pool5 | 38.7 | 54.7 | 60.6 | | | fc6 | 38.7 | 59.9 | 59.9 |
| --- | --- | --- | --- |
| fc7 | 48.2 | 61.3 | 52.6 | | 1 |
| | Ldistance2 | Dotproduct | Cosinedistance |
| --- | --- | --- | --- |
| Pool3 | 57.7 | 46.0 | 61.3 |
| Pool4 | 57.7 | 47.5 | 65.0 |
| Pool5 | 38.7 | 54.7 | 60.6 | | | k=3 | 0.519 | 0.522 |
| --- | --- | --- |
| k=5 | 0.557 | 0.565 | | 0 |
| RNN/CNNcombination | WERSWB | WERCH |
| --- | --- | --- |
| scorefusionofCEmodels | 11.2 | 17.0 |
| scorefusionofSTmodels | 9.4 | 16.1 | | | jointmodelfromCEmodels(ST) | 9.3 | 15.6 |
| --- | --- | --- |
| jointmodelfromSTmodels(ST) | 9.4 | 15.7 | | 1 |
| RNN/CNNcombination | WERSWB | WERCH |
| --- | --- | --- |
| scorefusionofCEmodels | 11.2 | 17.0 |
| scorefusionofSTmodels | 9.4 | 16.1 | | | Model | WERSWB | WERCH | | |
| --- | --- | --- | --- | --- |
| CE | ST | CE | ST | |
| CNN | 12.6 | 10.4 | 18.4 | 17.9 |
| DNN | 11.7 | 10.3 | 18.5 | 17.0 |
| RNN | 11.5 | 9.9 | 17.7 | 16.3 |
| DNN+CNN | 11.3 | 9.6 | 17.4 | 16.3 |
| RNN+CNN | 11.2 | 9.4 | 17.0 | 16.1 |
| DNN+RNN+CNN | 11.1 | 9.4 | 17.1 | 15.9 | | 0 |
| RNN/CNNcombination | WERSWB | WERCH |
| --- | --- | --- |
| scorefusionofCEmodels | 11.2 | 17.0 | | | scorefusionofSTmodels | 9.4 | 16.1 |
| --- | --- | --- |
| jointmodelfromCEmodels(ST) | 9.3 | 15.6 |
| jointmodelfromSTmodels(ST) | 9.4 | 15.7 | | 1 |
| RNN/CNNcombination | WERSWB | WERCH |
| --- | --- | --- |
| scorefusionofCEmodels | 11.2 | 17.0 | | | DNN+CNN | 11.3 | 9.6 | 17.4 | 16.3 |
| --- | --- | --- | --- | --- |
| RNN+CNN | 11.2 | 9.4 | 17.0 | 16.1 |
| DNN+RNN+CNN | 11.1 | 9.4 | 17.1 | 15.9 | | 0 |
| Sequence(framenumber) | N | PSNR<br>(dB) | Withou<br>mean | Withmean |
| --- | --- | --- | --- | --- |
| Foreman(94) | 1 | SI | 23.75 | 28.01 |
| Rec | 24.68 | 29.36 | | |
| 2 | SI | 25.41 | 28.54 | |
| Rec | 26.83 | 30.93 | | | | | 3 | SI | 26.95 | 28.79 | |
| --- | --- | --- | --- | --- |
| Rec | 29.16 | 31.96 | | |
| Carphone(47) | 1 | SI | 32.24 | 33.16 |
| Rec | 32.67 | 33.71 | | |
| 2 | SI | 34.37 | 35.60 | |
| Rec | 35.21 | 36.80 | | |
| 3 | SI | 34.58 | 35.50 | |
| Rec | 35.74 | 37.07 | | |
| Coastguard(74) | 1 | SI | 27.08 | 27.04 |
| Rec | 28.11 | 28.20 | | |
| 2 | SI | 27.17 | 27.28 | |
| Rec | 29.08 | 29.35 | | |
| 3 | SI | 27.19 | 26.95 | |
| Rec | 29.45 | 29.7 | | | | 1 |
| Sequence(framenumber) | N | PSNR<br>(dB) | Withou<br>mean | Withmean |
| --- | --- | --- | --- | --- |
| Foreman(94) | 1 | SI | 23.75 | 28.01 |
| Rec | 24.68 | 29.36 | | |
| 2 | SI | 25.41 | 28.54 | |
| Rec | 26.83 | 30.93 | | | | | | Gradual | Sharp | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | R |
| LNA | 198 | 147 | 11 | 51 | 0.93 | 0.742 | 0.826 | 45 | 31 | 26 | 14 | 0.544 | 0.689 |
| NFC | 77 | 57 | 11 | 20 | 0.838 | 0.74 | 0.786 | 121 | 115 | 8 | 6 | 0.935 | 0.95 |
| NEC | 94 | 88 | 3 | 6 | 0.967 | 0.936 | 0.951 | 74 | 57 | 5 | 17 | 0.919 | 0.77 |
| HNA | 124 | 107 | 4 | 17 | 0.964 | 0.863 | 0.911 | 24 | 21 | 8 | 3 | 0.724 | 0.875 |
| 3PGC | 228 | 171 | 32 | 57 | 0.842 | 0.75 | 0.794 | 132 | 112 | 48 | 20 | 0.7 | 0.848 |
| CLE | 123 | 98 | 22 | 25 | 0.817 | 0.797 | 0.807 | 244 | 236 | 33 | 8 | 0.877 | 0.967 |
| CDC | 302 | 231 | 27 | 71 | 0.895 | 0.765 | 0.825 | 139 | 129 | 65 | 10 | 0.665 | 0.928 |
| 8NNE | 214 | 184 | 44 | 30 | 0.807 | 0.86 | 0.833 | 424 | 418 | 36 | 6 | 0.921 | 0.986 |
| CLE | 37 | 28 | 7 | 9 | 0.8 | 0.757 | 0.778 | 57 | 54 | 7 | 3 | 0.885 | 0.947 |
| 5PGC | 190 | 155 | 44 | 35 | 0.779 | 0.816 | 0.797 | 81 | 75 | 30 | 6 | 0.714 | 0.926 |
| MNE | 181 | 156 | 11 | 25 | 0.934 | 0.862 | 0.897 | 339 | 323 | 21 | 16 | 0.939 | 0.953 |
| CLE | 27 | 25 | 4 | 2 | 0.862 | 0.926 | 0.893 | 44 | 42 | 0 | 2 | 1 | 0.955 |
| 1NNE | 146 | 134 | 11 | 12 | 0.924 | 0.918 | 0.921 | 120 | 118 | 5 | 2 | 0.959 | 0.983 |
| Total | 1941 | 1581 | 231 | 360 | 0.873 | 0.815 | 0.843 | 1844 | 1731 | 292 | 113 | 0.856 | 0.939 | | 0 |
| Sequence(framenumber) | N | PSNR<br>(dB) | Withou<br>mean | Withmean |
| --- | --- | --- | --- | --- |
| Foreman(94) | 1 | SI | 23.75 | 28.01 |
| Rec | 24.68 | 29.36 | | |
| 2 | SI | 25.41 | 28.54 | |
| Rec | 26.83 | 30.93 | | |
| 3 | SI | 26.95 | 28.79 | |
| Rec | 29.16 | 31.96 | | | | | Carphone(47) | 1 | SI | 32.24 | 33.16 |
| --- | --- | --- | --- | --- |
| Rec | 32.67 | 33.71 | | |
| 2 | SI | 34.37 | 35.60 | |
| Rec | 35.21 | 36.80 | | |
| 3 | SI | 34.58 | 35.50 | |
| Rec | 35.74 | 37.07 | | |
| Coastguard(74) | 1 | SI | 27.08 | 27.04 |
| Rec | 28.11 | 28.20 | | |
| 2 | SI | 27.17 | 27.28 | |
| Rec | 29.08 | 29.35 | | |
| 3 | SI | 27.19 | 26.95 | |
| Rec | 29.45 | 29.7 | | | | 1 |
| Sequence(framenumber) | N | PSNR<br>(dB) | Withou<br>mean | Withmean |
| --- | --- | --- | --- | --- |
| Foreman(94) | 1 | SI | 23.75 | 28.01 |
| Rec | 24.68 | 29.36 | | |
| 2 | SI | 25.41 | 28.54 | |
| Rec | 26.83 | 30.93 | | |
| 3 | SI | 26.95 | 28.79 | |
| Rec | 29.16 | 31.96 | | | | | CLE | 123 | 98 | 22 | 25 | 0.817 | 0.797 | 0.807 | 244 | 236 | 33 | 8 | 0.877 | 0.967 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CDC | 302 | 231 | 27 | 71 | 0.895 | 0.765 | 0.825 | 139 | 129 | 65 | 10 | 0.665 | 0.928 |
| 8NNE | 214 | 184 | 44 | 30 | 0.807 | 0.86 | 0.833 | 424 | 418 | 36 | 6 | 0.921 | 0.986 |
| CLE | 37 | 28 | 7 | 9 | 0.8 | 0.757 | 0.778 | 57 | 54 | 7 | 3 | 0.885 | 0.947 |
| 5PGC | 190 | 155 | 44 | 35 | 0.779 | 0.816 | 0.797 | 81 | 75 | 30 | 6 | 0.714 | 0.926 |
| MNE | 181 | 156 | 11 | 25 | 0.934 | 0.862 | 0.897 | 339 | 323 | 21 | 16 | 0.939 | 0.953 |
| CLE | 27 | 25 | 4 | 2 | 0.862 | 0.926 | 0.893 | 44 | 42 | 0 | 2 | 1 | 0.955 |
| 1NNE | 146 | 134 | 11 | 12 | 0.924 | 0.918 | 0.921 | 120 | 118 | 5 | 2 | 0.959 | 0.983 |
| Total | 1941 | 1581 | 231 | 360 | 0.873 | 0.815 | 0.843 | 1844 | 1731 | 292 | 113 | 0.856 | 0.939 | | 0 |
| ActionCategory | G3D | SVM-SW | RNN-SW | CA-RNN | JCR-RNN |
| --- | --- | --- | --- | --- | --- |
| Fighting | 58.54 | 76.72 | 83.28 | 94.00 | 96.18 |
| Golf | 11.88 | 45.00 | 55.00 | 50.00 | 70.00 |
| Tennis | 14.85 | 37.57 | 36.68 | 59.04 | 62.38 |
| Bowling | 31.58 | 22.22 | 44.44 | 44.44 | 66.67 | | | FPS | 13.65 | 35.35 | 39.89 | 23.69 | 33.85 |
| --- | --- | --- | --- | --- | --- |
| Driving | 2.5 | 39.99 | 50.00 | 19.99 | 50.00 |
| Misc | 18.13 | 53.32 | 65.24 | 73.81 | 86.19 | | 1 |
| ActionCategory | G3D | SVM-SW | RNN-SW | CA-RNN | JCR-RNN |
| --- | --- | --- | --- | --- | --- |
| Fighting | 58.54 | 76.72 | 83.28 | 94.00 | 96.18 |
| Golf | 11.88 | 45.00 | 55.00 | 50.00 | 70.00 |
| Tennis | 14.85 | 37.57 | 36.68 | 59.04 | 62.38 |
| Bowling | 31.58 | 22.22 | 44.44 | 44.44 | 66.67 | | | Action | Bloometal. | LRBM |
| --- | --- | --- |
| Fighting | 70.46 | 97.09 |
| Golf | 83.37 | 81.82 |
| Tennis | 56.44 | 84.38 |
| Bowling | 80.78 | 61.54 |
| FPS | 53.57 | 95.52 |
| Driving | 84.24 | 100.00 |
| Misc | 78.21 | 95.24 |
| Avg. | 72.44 | 87.94 | | 0 |
| ActionCategory | G3D | SVM-SW | RNN-SW | CA-RNN | JCR-RNN |
| --- | --- | --- | --- | --- | --- |
| Fighting | 58.54 | 76.72 | 83.28 | 94.00 | 96.18 |
| Golf | 11.88 | 45.00 | 55.00 | 50.00 | 70.00 |
| Tennis | 14.85 | 37.57 | 36.68 | 59.04 | 62.38 |
| Bowling | 31.58 | 22.22 | 44.44 | 44.44 | 66.67 | | | FPS | 13.65 | 35.35 | 39.89 | 23.69 | 33.85 |
| --- | --- | --- | --- | --- | --- |
| Driving | 2.5 | 39.99 | 50.00 | 19.99 | 50.00 |
| Misc | 18.13 | 53.32 | 65.24 | 73.81 | 86.19 | | 1 |
| ActionCategory | G3D | SVM-SW | RNN-SW | CA-RNN | JCR-RNN |
| --- | --- | --- | --- | --- | --- |
| Fighting | 58.54 | 76.72 | 83.28 | 94.00 | 96.18 |
| Golf | 11.88 | 45.00 | 55.00 | 50.00 | 70.00 |
| Tennis | 14.85 | 37.57 | 36.68 | 59.04 | 62.38 |
| Bowling | 31.58 | 22.22 | 44.44 | 44.44 | 66.67 | | | Tennis | 56.44 | 84.38 |
| --- | --- | --- |
| Bowling | 80.78 | 61.54 |
| FPS | 53.57 | 95.52 |
| Driving | 84.24 | 100.00 |
| Misc | 78.21 | 95.24 |
| Avg. | 72.44 | 87.94 | | 0 |
| Tompson | Tompson |
| --- | --- |
| 79.6 | 82.0 |
| Lifshitz | Gkioxary |
| 85.0 | 86.1 |
| Wei | Bulat |
| 88.5 | 89.7 | | | IEF | IEF* |
| --- | --- |
| 81.3 | 82.9 | | 1 |
| Tompson | Tompson |
| --- | --- |
| 79.6 | 82.0 |
| Lifshitz | Gkioxary |
| 85.0 | 86.1 |
| Wei | Bulat |
| 88.5 | 89.7 | | | Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 | 98.8 | 89.7 | 98.9 | 88.0 | 90.6 |
| Unary | 80.6 | 98.8 | 89.7 | 98.9 | 88.0 | 90.6 |
| Unary+ShortRange | 80.8 | 98.8 | 89.8 | 98.9 | 87.4 | 91.4 |
| Full | 80.7 | 98.8 | 89.8 | 98.9 | 86.6 | 92.2 |
| CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 0 |
| Tompson | Tompson |
| --- | --- |
| 79.6 | 82.0 |
| Lifshitz | Gkioxary | | | 85.0 | 86.1 |
| --- | --- |
| Wei | Bulat |
| 88.5 | 89.7 |
| IEF | IEF* |
| 81.3 | 82.9 | | 1 |
| Tompson | Tompson |
| --- | --- |
| 79.6 | 82.0 |
| Lifshitz | Gkioxary | | | Full | 80.7 | 98.8 | 89.8 | 98.9 | 86.6 | 92.2 |
| --- | --- | --- | --- | --- | --- | --- |
| CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 0 |
| SVR |
| --- |
| MAEMSE | | | 0.4890.549 |
| --- |
| 0.6061.011 |
| 0.6431.13 |
| 0.4090.38 |
| 0.3950.374 | | 1 |
| SVR |
| --- |
| MAEMSE | | | Methods | MAE | AEV | RelativeF-<br>measure |
| --- | --- | --- | --- |
| MotionAttention | 0.4791 | 0.1280 | 0.6018 |
| VisualAttention | 0.3842 | 0.2282 | 0.3679 |
| SVD | 0.3639 | 0.0808 | 0.6915 |
| ProposedCNN | 0.3212 | 0.0572 | 0.7222 | | 0 |
| SVR |
| --- |
| MAEMSE |
| 0.4890.549 |
| 0.6061.011 | | | 0.6431.13 |
| --- |
| 0.4090.38 |
| 0.3950.374 | | 1 |
| SVR |
| --- |
| MAEMSE |
| 0.4890.549 |
| 0.6061.011 | | | VisualAttention | 0.3842 | 0.2282 | 0.3679 |
| --- | --- | --- | --- |
| SVD | 0.3639 | 0.0808 | 0.6915 |
| ProposedCNN | 0.3212 | 0.0572 | 0.7222 | | 0 |
| 1 | 2 | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| Classical | 5 | 25 | 3 | 9 | 27 | 81 | | | N=1E | 25 | 625 | 9 | 81 | 729 | 6561 |
| --- | --- | --- | --- | --- | --- | --- |
| N=2E | 105 | 11025 | 21 | 441 | 9261 | 194481 |
| N=3E | 425 | 180625 | - | - | - | - | | 1 |
| 1 | 2 | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| Classical | 5 | 25 | 3 | 9 | 27 | 81 | | | 9<br>xmod(N) | n=6000 | 12288 | 24576 | 49152 |
| --- | --- | --- | --- | --- |
| Classical | 2998 | 9945 | 34029 | 131817 |
| Barrett | 3126 | 8072 | 22779 | 72533 |
| FirstMethod | 3965 | 8421 | 21840 | 68012 |
| SecondMethod | 4975 | 8629 | 19946 | 58948 | | 0 |
| 1 | 2 | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | Classical | 5 | 25 | 3 | 9 | 27 | 81 |
| --- | --- | --- | --- | --- | --- | --- |
| N=1E | 25 | 625 | 9 | 81 | 729 | 6561 |
| N=2E | 105 | 11025 | 21 | 441 | 9261 | 194481 |
| N=3E | 425 | 180625 | - | - | - | - | | 1 |
| 1 | 2 | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | Barrett | 3126 | 8072 | 22779 | 72533 |
| --- | --- | --- | --- | --- |
| FirstMethod | 3965 | 8421 | 21840 | 68012 |
| SecondMethod | 4975 | 8629 | 19946 | 58948 | | 0 |
| T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 |
| 82.4 | 76.8 | | | 86.4 | 82.2 |
| --- | --- |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 1 |
| T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 |
| 82.4 | 76.8 | | | 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 |
| 50.26 | 25.34 | 17.85 |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 0 |
| T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 | | | 82.4 | 76.8 |
| --- | --- |
| 86.4 | 82.2 |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 1 |
| T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 | | | 25.00 | 5.58 | 2.4 |
| --- | --- | --- |
| 61.19 | 36.51 | 28.20 | | 0 |
| SingleQuery<br>rank-1mAP |
| --- |
| 44.4220.76<br>51.9026.35<br>45.5826.11<br>39.419.6<br>48.2424.43<br>55.4329.87<br>48.1529.94<br>--<br>65.8839.55 |
| 50.8926.79<br>62.1439.61 | | | 65.0238.27<br>70.1647.45 |
| --- |
| 73.6951.48<br>79.5159.87 | | 1 |
| SingleQuery<br>rank-1mAP |
| --- |
| 44.4220.76<br>51.9026.35<br>45.5826.11<br>39.419.6<br>48.2424.43<br>55.4329.87<br>48.1529.94<br>--<br>65.8839.55 |
| 50.8926.79<br>62.1439.61 | | | rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 11.7<br>19.9<br>24.3<br>46.3<br>52.2<br>54.7 | 33.3<br>49.3<br>-<br>78.9<br>84.3<br>80.1 | 48.0<br>64.7<br>-<br>88.6<br>94.8<br>88.3 |
| 35.8<br>59.8 | 65.3<br>88.3 | 77.96<br>94.2 |
| 49.1<br>71.8 | 78.4<br>93.0 | 87.2<br>97.1 |
| 71.5<br>83.4 | 91.5<br>97.1 | 95.9<br>98.7 | | 0 |
| SingleQuery<br>rank-1mAP |
| --- |
| 44.4220.76<br>51.9026.35<br>45.5826.11<br>39.419.6<br>48.2424.43<br>55.4329.87<br>48.1529.94<br>--<br>65.8839.55 | | | 50.8926.79<br>62.1439.61 |
| --- |
| 65.0238.27<br>70.1647.45 |
| 73.6951.48<br>79.5159.87 | | 1 |
| SingleQuery<br>rank-1mAP |
| --- |
| 44.4220.76<br>51.9026.35<br>45.5826.11<br>39.419.6<br>48.2424.43<br>55.4329.87<br>48.1529.94<br>--<br>65.8839.55 | | | 35.8<br>59.8 | 65.3<br>88.3 | 77.96<br>94.2 |
| --- | --- | --- |
| 49.1<br>71.8 | 78.4<br>93.0 | 87.2<br>97.1 |
| 71.5<br>83.4 | 91.5<br>97.1 | 95.9<br>98.7 | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfpassive,spouseneutral→passive:notcontemplated<br>myselfpassive,spouseneutral→normal:default<br>myselfpassive,spouseneutral→upset:notcontemplated<br>myselfpassive,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a<br>0 | myselfpassive,spouseupset→passive:notassertiveness<br>myselfpassive,spouseupset→normal:notcontemplated<br>myselfpassive,spouseupset→upset:assertiveness<br>myselfpassive,spouseupset→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 2<br>2<br>2<br>2 | 1<br>0<br>0<br>0 | myselfpassive,spouseviolent→passive:passivity(absorbingstate)<br>myselfpassive,spouseviolent→normal:notcontemplated<br>myselfpassive,spouseviolent→upset:notcontemplated<br>myselfpassive,spouseviolent→violent:notcontemplated | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfpassive,spouseneutral→passive:notcontemplated<br>myselfpassive,spouseneutral→normal:default<br>myselfpassive,spouseneutral→upset:notcontemplated<br>myselfpassive,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated | | | s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfpassive,spouseneutral→passive:notcontemplated<br>myselfpassive,spouseneutral→normal:default<br>myselfpassive,spouseneutral→upset:notcontemplated<br>myselfpassive,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a<br>0 | myselfpassive,spouseupset→passive:notassertiveness<br>myselfpassive,spouseupset→normal:notcontemplated<br>myselfpassive,spouseupset→upset:assertiveness<br>myselfpassive,spouseupset→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 2<br>2<br>2<br>2 | 1<br>0<br>0<br>0 | myselfpassive,spouseviolent→passive:passivity(absorbingstate)<br>myselfpassive,spouseviolent→normal:notcontemplated<br>myselfpassive,spouseviolent→upset:notcontemplated<br>myselfpassive,spouseviolent→violent:notcontemplated | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfpassive,spouseneutral→passive:notcontemplated<br>myselfpassive,spouseneutral→normal:default<br>myselfpassive,spouseneutral→upset:notcontemplated<br>myselfpassive,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| D | Taskset | D |
| --- | --- | --- |
| 0.50 | (1,5),(1,10),(4,20) | 2.00 |
| 0.75 | (1,5),(1,10),(5,20),(4,20) | 2.25 |
| 1.00 | (1,5),(1,10),(7,20),(7,20) | 2.50 |
| 1.25 | (1,5),(1,10),(6,20),(6,20),(7,20) | 2.75 |
| 1.50 | (1,5),(3,10),(6,20),(7,20),(7,20) | 3.00 |
| 1.75 | (1,5),(2,10),(6,20),(7,20),(7,20),(7,20) | 3.25 |
| 3.50 | | | | | 3.75 |
| --- |
| 4.00 |
| 4.25 | | 1 |
| D | Taskset | D |
| --- | --- | --- |
| 0.50 | (1,5),(1,10),(4,20) | 2.00 |
| 0.75 | (1,5),(1,10),(5,20),(4,20) | 2.25 |
| 1.00 | (1,5),(1,10),(7,20),(7,20) | 2.50 |
| 1.25 | (1,5),(1,10),(6,20),(6,20),(7,20) | 2.75 |
| 1.50 | (1,5),(3,10),(6,20),(7,20),(7,20) | 3.00 |
| 1.75 | (1,5),(2,10),(6,20),(7,20),(7,20),(7,20) | 3.25 |
| 3.50 | | | | | D | Taskset |
| --- | --- |
| 0.250 | (0.9375,5,10),(0.625,10,10) |
| 0.375 | (1.5625,5,10),(0.625,10,10) |
| 0.500 | (1.875,5,10),(1.25,10,10) |
| 0.625 | (1.875,5,10),(1,5,10),(0.5,10,10) |
| 0.750 | (1.875,5,10),(1.625,5,10),(0.5,10,10) |
| 0.875 | (1.875,5,40),(1.75,5,40),(6,40,40) |
| 1.000 | (1.875,5,40),(1.875,5,40),(0.5,5,40),(6,40,40) |
| 1.125 | (1.875,5,40),(1.5,5,40),(1.3125,5,40),(6,40,40),(1.5,40,40) |
| 1.25 | (1.875,5,40),(1.875,5,40),(1.5625,5,40),(6,40,40),(1.5,40,40) |
| 1.375 | (1.875,5,40),(1.875,5,40),(1.875,5,40),(6,40,40),(4,40,40) | | 0 |
| D | Taskset | D |
| --- | --- | --- |
| 0.50 | (1,5),(1,10),(4,20) | 2.00 |
| 0.75 | (1,5),(1,10),(5,20),(4,20) | 2.25 |
| 1.00 | (1,5),(1,10),(7,20),(7,20) | 2.50 |
| 1.25 | (1,5),(1,10),(6,20),(6,20),(7,20) | 2.75 |
| 1.50 | (1,5),(3,10),(6,20),(7,20),(7,20) | 3.00 | | | 1.75 | (1,5),(2,10),(6,20),(7,20),(7,20),(7,20) | 3.25 |
| --- | --- | --- |
| 3.50 | | |
| 3.75 | | |
| 4.00 | | |
| 4.25 | | | | 1 |
| D | Taskset | D |
| --- | --- | --- |
| 0.50 | (1,5),(1,10),(4,20) | 2.00 |
| 0.75 | (1,5),(1,10),(5,20),(4,20) | 2.25 |
| 1.00 | (1,5),(1,10),(7,20),(7,20) | 2.50 |
| 1.25 | (1,5),(1,10),(6,20),(6,20),(7,20) | 2.75 |
| 1.50 | (1,5),(3,10),(6,20),(7,20),(7,20) | 3.00 | | | 1.25 | (1.875,5,40),(1.875,5,40),(1.5625,5,40),(6,40,40),(1.5,40,40) |
| --- | --- |
| 1.375 | (1.875,5,40),(1.875,5,40),(1.875,5,40),(6,40,40),(4,40,40) | | 0 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 24.3 | 26.0 | 27.5 | 28.8 |
| highest-in-coverage | 20.4 | 21.5 | 23.7 | 25.3 |
| recognizer+N-gramKSs | 20.4 | 22.5 | 23.8 | 25.2 |
| N-gram/highest-in-coverage | 19.0 | 20.5 | 22.6 | 24.1 | | | recognizer+linguisticKSs | 17.6 | 19.6 | 21.7 | 23.5 |
| --- | --- | --- | --- | --- |
| allavailableKSs | 17.6 | 19.6 | 21.5 | 22.8 |
| (lowestWEin10-best) | 11.3 | 12.0 | 13.0 | 14.0 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 1 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 24.3 | 26.0 | 27.5 | 28.8 |
| highest-in-coverage | 20.4 | 21.5 | 23.7 | 25.3 |
| recognizer+N-gramKSs | 20.4 | 22.5 | 23.8 | 25.2 |
| N-gram/highest-in-coverage | 19.0 | 20.5 | 22.6 | 24.1 | | | | 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 |
| 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) | 24.3 | 26.0 | 27.5 | 28.8 |
| highest-in-coverage | 20.4 | 21.5 | 23.7 | 25.3 |
| recognizer+N-gramKSs | 20.4 | 22.5 | 23.8 | 25.2 |
| N-gram/highest-in-coverage | 19.0 | 20.5 | 22.6 | 24.1 |
| recognizer+linguisticKSs | 17.6 | 19.6 | 21.7 | 23.5 | | | allavailableKSs | 17.6 | 19.6 | 21.5 | 22.8 |
| --- | --- | --- | --- | --- |
| (lowestWEin10-best) | 11.3 | 12.0 | 13.0 | 14.0 |
| (#utterances) | 506 | 818 | 936 | 1001 | | 1 |
| | Max.length(words) | | | |
| --- | --- | --- | --- | --- |
| Preferencemethod | 8 | 12 | 16 | ∞ |
| (1-best) | 24.3 | 26.0 | 27.5 | 28.8 |
| highest-in-coverage | 20.4 | 21.5 | 23.7 | 25.3 |
| recognizer+N-gramKSs | 20.4 | 22.5 | 23.8 | 25.2 |
| N-gram/highest-in-coverage | 19.0 | 20.5 | 22.6 | 24.1 |
| recognizer+linguisticKSs | 17.6 | 19.6 | 21.7 | 23.5 | | | 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 |
| ParentDirectionChildrenCondition |
| --- |
| flights+from$city-frthe$city-frattributeexistsinA,$city-frisold1 |
| leave+from$city-frthe$city-frattributeexistsinA,$city-frisnew1 | | | flights+thatifatleastoneattributeismarkednew |
| --- |
| that+leaveif$city-fr,$date-dep,or$time-deparenew | | 1 |
| ParentDirectionChildrenCondition |
| --- |
| flights+from$city-frthe$city-frattributeexistsinA,$city-frisold1 |
| leave+from$city-frthe$city-frattributeexistsinA,$city-frisnew1 | | | | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | thesystemmetthecriterion | thesystemvisitedthecriterion |
| 2 | thesystemmetthecriterion | thesystemsatisfiedthecriterion |
| 3 | thechildmetthehouse | thechildvisitedthehouse |
| 4 | thechildmetthehouse | thechildsatisfiedthehouse |
| 5 | thechildshowedinterest | thechildpicturedinterest |
| 6 | thechildshowedinterest | thechildexpressedinterest |
| 7 | themapshowedthelocation | themappicturedthelocation |
| 8 | themapshowedthelocation | themapexpressedthelocation | | 0 |
| ParentDirectionChildrenCondition |
| --- |
| flights+from$city-frthe$city-frattributeexistsinA,$city-frisold1 | | | leave+from$city-frthe$city-frattributeexistsinA,$city-frisnew1 |
| --- |
| flights+thatifatleastoneattributeismarkednew |
| that+leaveif$city-fr,$date-dep,or$time-deparenew | | 1 |
| ParentDirectionChildrenCondition |
| --- |
| flights+from$city-frthe$city-frattributeexistsinA,$city-frisold1 | | | 6 | thechildshowedinterest | thechildexpressedinterest |
| --- | --- | --- |
| 7 | themapshowedthelocation | themappicturedthelocation |
| 8 | themapshowedthelocation | themapexpressedthelocation | | 0 |
| Task | Victor | MADlib | Weka | Others |
| --- | --- | --- | --- | --- |
| LR | | | XX | N/A |
| SVM | | X | XX | SVMPerf:XX | | | LMF | | X | X | N/A |
| --- | --- | --- | --- | --- |
| CRF | | N/A | N/A | CRF++:XX<br>Mallet:X | | 1 |
| Task | Victor | MADlib | Weka | Others |
| --- | --- | --- | --- | --- |
| LR | | | XX | N/A |
| SVM | | X | XX | SVMPerf:XX | | | Category | Problems |
| --- | --- |
| LinearAlgebra | VectorDotProduct<br>MatrixMultiplication |
| Reduction,Scan,Sort | ArraySum<br>Scan<br>Quicksort |
| ImageProcessing | Grayscaleconversion<br>Medianfiltering |
| DivideandConquer | MonteCarlo<br>PiusingSeriesSum | | 0 |
| Task | Victor | MADlib | Weka | Others |
| --- | --- | --- | --- | --- |
| LR | | | XX | N/A |
| SVM | | X | XX | SVMPerf:XX | | | LMF | | X | X | N/A |
| --- | --- | --- | --- | --- |
| CRF | | N/A | N/A | CRF++:XX<br>Mallet:X | | 1 |
| Task | Victor | MADlib | Weka | Others |
| --- | --- | --- | --- | --- |
| LR | | | XX | N/A |
| SVM | | X | XX | SVMPerf:XX | | | ImageProcessing | Grayscaleconversion<br>Medianfiltering |
| --- | --- |
| DivideandConquer | MonteCarlo<br>PiusingSeriesSum | | 0 |
| i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman |
| 3 | 8 | ExpressionsofEmotion | Laugh | Cry |
| 4 | 7 | ExpressionsofAffection | Kiss | Hug | | | 5 | 11 | Moods | Happy | Sad |
| --- | --- | --- | --- | --- |
| 6 | 8 | PartsofFace | Nose | Chin |
| 7 | 9 | Movements | Step | Run |
| 8 | 11 | Animals | Whale | Condor |
| 9 | 9 | Humans | Child | Elder |
| 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 1 |
| i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman |
| 3 | 8 | ExpressionsofEmotion | Laugh | Cry |
| 4 | 7 | ExpressionsofAffection | Kiss | Hug | | | i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman |
| 3 | 8 | ExpressionsofEmotion | Laugh | Cry |
| 4 | 7 | ExpressionsofAffection | Kiss | Hug |
| 5 | 11 | Moods | Happy | Sad |
| 6 | 8 | PartsofFace | Nose | Chin |
| 7 | 9 | Movements | Step | Run |
| 8 | 11 | Animals | Whale | Condor |
| 9 | 9 | Humans | Child | Elder |
| 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 0 |
| i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman | | | 3 | 8 | ExpressionsofEmotion | Laugh | Cry |
| --- | --- | --- | --- | --- |
| 4 | 7 | ExpressionsofAffection | Kiss | Hug |
| 5 | 11 | Moods | Happy | Sad |
| 6 | 8 | PartsofFace | Nose | Chin |
| 7 | 9 | Movements | Step | Run |
| 8 | 11 | Animals | Whale | Condor |
| 9 | 9 | Humans | Child | Elder |
| 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 1 |
| i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman | | | 9 | 9 | Humans | Child | Elder |
| --- | --- | --- | --- | --- |
| 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 0 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 |
| F | 17.5459 | -10.6024 | -78.9854 | | | Algorithm | RelativeTranslation(mm) | | |
| --- | --- | --- | --- |
| Tx | Ty | Tz | |
| III | 295.4183 | -232.4576 | 34.5004 |
| F | 294.0235 | -229.8369 | 28.9739 | | 1 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 |
| F | 17.5459 | -10.6024 | -78.9854 | | | Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| IV | 17.4883 | -10.5185 | -79.2551 |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| IV | 295.9218 | -220.6804 | 11.5566 |
| F | 294.0235 | -229.8369 | 28.9739 | | 0 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 | | | F | 17.5459 | -10.6024 | -78.9854 |
| --- | --- | --- | --- |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| III | 295.4183 | -232.4576 | 34.5004 |
| F | 294.0235 | -229.8369 | 28.9739 | | 1 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 | | | IV | 17.4883 | -10.5185 | -79.2551 |
| --- | --- | --- | --- |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| IV | 295.9218 | -220.6804 | 11.5566 |
| F | 294.0235 | -229.8369 | 28.9739 | | 0 |
| | Betting<br>(probability<br>distribution) | Betting<br>(best<br>team) | Accuracy |
| --- | --- | --- | --- |
| countbaseline | 631.47 | 546.7 | 0.4531 |
| coinflipbaseline | 656.60 | 513.2 | 0.4062 |
| rankingbaseline | 642.01 | 637.7 | 0.5468 |
| naiverankingbaseline | 637.70 | 637.7 | 0.5468 |
| predictionmarket | 640.00 | 646.9 | 0.5625 |
| strongpredictions | 625.38 | 591.6 | 0.5156 |
| allpredictions | 626.86 | 651.1 | 0.5156 |
| support | 638.02 | 696.9 | 0.5 | | | LogisticRegression | 626.54 | 610.4 | 0.5312 |
| --- | --- | --- | --- |
| SMOreg | 626.89 | 591.6 | 0.5156 | | 1 |
| | Betting<br>(probability<br>distribution) | Betting<br>(best<br>team) | Accuracy |
| --- | --- | --- | --- |
| countbaseline | 631.47 | 546.7 | 0.4531 |
| coinflipbaseline | 656.60 | 513.2 | 0.4062 |
| rankingbaseline | 642.01 | 637.7 | 0.5468 |
| naiverankingbaseline | 637.70 | 637.7 | 0.5468 |
| predictionmarket | 640.00 | 646.9 | 0.5625 |
| strongpredictions | 625.38 | 591.6 | 0.5156 |
| allpredictions | 626.86 | 651.1 | 0.5156 |
| support | 638.02 | 696.9 | 0.5 | | | Weighted<br>Parameter | RMSEagainst<br>actualresult | RMSEagainst<br>predictionmarket |
| --- | --- | --- |
| 1-RMSE | 0.4154 | 0.1115 |
| previouspredictions | 0.4131 | 0.1204 |
| numberoffollowers | 0.4183 | 0.1148 |
| numberoffriends | 0.4158 | 0.1124 |
| allfouraveraged | 0.4169 | 0.1104 |
| Trustworthiness | 0.4147 | 0.1131 |
| non-weighted | 0.4197 | 0.1159 |
| Betting | 0.3959 | 0.0000 | | 0 |
| | Betting<br>(probability<br>distribution) | Betting<br>(best<br>team) | Accuracy |
| --- | --- | --- | --- |
| countbaseline | 631.47 | 546.7 | 0.4531 |
| coinflipbaseline | 656.60 | 513.2 | 0.4062 | | | rankingbaseline | 642.01 | 637.7 | 0.5468 |
| --- | --- | --- | --- |
| naiverankingbaseline | 637.70 | 637.7 | 0.5468 |
| predictionmarket | 640.00 | 646.9 | 0.5625 |
| strongpredictions | 625.38 | 591.6 | 0.5156 |
| allpredictions | 626.86 | 651.1 | 0.5156 |
| support | 638.02 | 696.9 | 0.5 |
| LogisticRegression | 626.54 | 610.4 | 0.5312 |
| SMOreg | 626.89 | 591.6 | 0.5156 | | 1 |
| | Betting<br>(probability<br>distribution) | Betting<br>(best<br>team) | Accuracy |
| --- | --- | --- | --- |
| countbaseline | 631.47 | 546.7 | 0.4531 |
| coinflipbaseline | 656.60 | 513.2 | 0.4062 | | | allfouraveraged | 0.4169 | 0.1104 |
| --- | --- | --- |
| Trustworthiness | 0.4147 | 0.1131 |
| non-weighted | 0.4197 | 0.1159 |
| Betting | 0.3959 | 0.0000 | | 0 |
| K | PCA | NMF | SNMF | SSC | LRR | MFC10 | MFC20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.51 | 0.80 | 1.00 | 0.98 | 1.00 | 1.00 | 1.00 |
| 4 | 0.35 | 0.59 | 0.63 | 0.88 | 0.86 | 0.85 | 0.89 |
| 6 | 0.30 | 0.72 | 0.57 | 0.84 | 0.82 | 0.84 | 0.86 |
| 8 | 0.20 | 0.37 | 0.48 | 0.76 | 0.74 | 0.69 | 0.76 |
| 10 | 0.23 | 0.45 | 0.41 | 0.74 | 0.71 | 0.68 | 0.75 |
| 12 | 0.22 | 0.37 | 0.41 | 0.67 | 0.70 | 0.70 | 0.70 |
| 14 | 0.18 | 0.36 | 0.39 | 0.64 | 0.68 | 0.77 | 0.72 |
| 16 | 0.18 | 0.37 | 0.39 | 0.63 | 0.67 | 0.72 | 0.73 | | | 18 | 0.15 | 0.35 | 0.35 | 0.63 | 0.68 | 0.74 | 0.74 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.15 | 0.37 | 0.37 | 0.60 | 0.66 | 0.72 | 0.72 |
| Avg. | 0.25 | 0.47 | 0.49 | 0.74 | 0.75 | 0.77 | 0.79 | | 1 |
| K | PCA | NMF | SNMF | SSC | LRR | MFC10 | MFC20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.51 | 0.80 | 1.00 | 0.98 | 1.00 | 1.00 | 1.00 |
| 4 | 0.35 | 0.59 | 0.63 | 0.88 | 0.86 | 0.85 | 0.89 |
| 6 | 0.30 | 0.72 | 0.57 | 0.84 | 0.82 | 0.84 | 0.86 |
| 8 | 0.20 | 0.37 | 0.48 | 0.76 | 0.74 | 0.69 | 0.76 |
| 10 | 0.23 | 0.45 | 0.41 | 0.74 | 0.71 | 0.68 | 0.75 |
| 12 | 0.22 | 0.37 | 0.41 | 0.67 | 0.70 | 0.70 | 0.70 |
| 14 | 0.18 | 0.36 | 0.39 | 0.64 | 0.68 | 0.77 | 0.72 |
| 16 | 0.18 | 0.37 | 0.39 | 0.63 | 0.67 | 0.72 | 0.73 | | | K | PCA | NMF | SNMF | SSC | LRR | MFC10 | MFC20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.92 | 0.98 | 0.96 | 0.99 | 0.99 | 1.00 | 1.00 |
| 3 | 0.80 | 0.91 | 0.86 | 0.95 | 0.91 | 0.94 | 0.94 |
| 4 | 0.63 | 0.76 | 0.78 | 0.85 | 0.89 | 0.93 | 0.87 |
| 5 | 0.67 | 0.64 | 0.74 | 0.80 | 0.79 | 0.87 | 0.88 |
| 6 | 0.57 | 0.56 | 0.67 | 0.80 | 0.77 | 0.78 | 0.76 |
| 7 | 0.56 | 0.55 | 0.58 | 0.68 | 0.65 | 0.74 | 0.64 |
| 8 | 0.56 | 0.57 | 0.57 | 0.54 | 0.62 | 0.66 | 0.69 |
| 9 | 0.54 | 0.52 | 0.51 | 0.46 | 0.61 | 0.68 | 0.63 |
| 10 | 0.54 | 0.47 | 0.48 | 0.53 | 0.47 | 0.64 | 0.58 |
| Avg. | 0.64 | 0.66 | 0.68 | 0.73 | 0.74 | 0.80 | 0.78 | | 0 |
| K | PCA | NMF | SNMF | SSC | LRR | MFC10 | MFC20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.51 | 0.80 | 1.00 | 0.98 | 1.00 | 1.00 | 1.00 |
| 4 | 0.35 | 0.59 | 0.63 | 0.88 | 0.86 | 0.85 | 0.89 |
| 6 | 0.30 | 0.72 | 0.57 | 0.84 | 0.82 | 0.84 | 0.86 |
| 8 | 0.20 | 0.37 | 0.48 | 0.76 | 0.74 | 0.69 | 0.76 |
| 10 | 0.23 | 0.45 | 0.41 | 0.74 | 0.71 | 0.68 | 0.75 |
| 12 | 0.22 | 0.37 | 0.41 | 0.67 | 0.70 | 0.70 | 0.70 |
| 14 | 0.18 | 0.36 | 0.39 | 0.64 | 0.68 | 0.77 | 0.72 |
| 16 | 0.18 | 0.37 | 0.39 | 0.63 | 0.67 | 0.72 | 0.73 |
| 18 | 0.15 | 0.35 | 0.35 | 0.63 | 0.68 | 0.74 | 0.74 | | | 20 | 0.15 | 0.37 | 0.37 | 0.60 | 0.66 | 0.72 | 0.72 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Avg. | 0.25 | 0.47 | 0.49 | 0.74 | 0.75 | 0.77 | 0.79 | | 1 |
| K | PCA | NMF | SNMF | SSC | LRR | MFC10 | MFC20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.51 | 0.80 | 1.00 | 0.98 | 1.00 | 1.00 | 1.00 |
| 4 | 0.35 | 0.59 | 0.63 | 0.88 | 0.86 | 0.85 | 0.89 |
| 6 | 0.30 | 0.72 | 0.57 | 0.84 | 0.82 | 0.84 | 0.86 |
| 8 | 0.20 | 0.37 | 0.48 | 0.76 | 0.74 | 0.69 | 0.76 |
| 10 | 0.23 | 0.45 | 0.41 | 0.74 | 0.71 | 0.68 | 0.75 |
| 12 | 0.22 | 0.37 | 0.41 | 0.67 | 0.70 | 0.70 | 0.70 |
| 14 | 0.18 | 0.36 | 0.39 | 0.64 | 0.68 | 0.77 | 0.72 |
| 16 | 0.18 | 0.37 | 0.39 | 0.63 | 0.67 | 0.72 | 0.73 |
| 18 | 0.15 | 0.35 | 0.35 | 0.63 | 0.68 | 0.74 | 0.74 | | | 4 | 0.63 | 0.76 | 0.78 | 0.85 | 0.89 | 0.93 | 0.87 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0.67 | 0.64 | 0.74 | 0.80 | 0.79 | 0.87 | 0.88 |
| 6 | 0.57 | 0.56 | 0.67 | 0.80 | 0.77 | 0.78 | 0.76 |
| 7 | 0.56 | 0.55 | 0.58 | 0.68 | 0.65 | 0.74 | 0.64 |
| 8 | 0.56 | 0.57 | 0.57 | 0.54 | 0.62 | 0.66 | 0.69 |
| 9 | 0.54 | 0.52 | 0.51 | 0.46 | 0.61 | 0.68 | 0.63 |
| 10 | 0.54 | 0.47 | 0.48 | 0.53 | 0.47 | 0.64 | 0.58 |
| Avg. | 0.64 | 0.66 | 0.68 | 0.73 | 0.74 | 0.80 | 0.78 | | 0 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.03[98.41,99.64] | 93.86[93.03,94.70] | 75.74[72.06,79.43] | 11.34[09.42,13.27] | 67.83[62.21,73.45] | | | Cataletal. | 99.63[99.32,99.93] | 95.77[95.23,96.31] | 88.76[88.12,89.41] | 46.90[44.56,49.23] | 82.10[79.28,84.93] |
| --- | --- | --- | --- | --- | --- |
| Kimetal. | 99.70[99.40,100.0] | 92.84[92.31,93.37] | 86.80[85.89,87.71] | 48.02[46.28,49.76] | 73.03[69.91,76.16] |
| ChenandXue | 91.61[89.98,93.25] | 92.36[91.55,93.18] | 82.63[82.04,83.23] | − | − |
| JiangandYin | 51.00[29.29,72.70] | − | 76.77[75.78,77.77] | − | − |
| Haetal. | 90.85[88.96,92.75] | 90.77[89.45,92.09] | − | − | − |
| HaandChoi | 82.70[79.76,85.64] | 87.36[86.20,88.52] | − | − | − |
| MeanAccuracy | 87.78 | 92.16 | 82.14 | 35.41 | 74.32 | | 1 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.03[98.41,99.64] | 93.86[93.03,94.70] | 75.74[72.06,79.43] | 11.34[09.42,13.27] | 67.83[62.21,73.45] | | | | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.49[99.28,99.71] | 97.09[96.72,97.46] | 76.08[68.27,83.89] | 15.54[13.11,17.96] | 70.73[65.32,76.13] |
| Cataletal. | 99.92[99.83,1.000] | 97.66[97.34,97.98] | 91.37[91.00,91.73] | 48.57[47.01,50.12] | 82.00[80.55,83.45] |
| Kimetal. | 99.88[99.77,99.99] | 94.99[94.54,95.44] | 90.21[89.84,90.58] | 51.42[50.29,52.55] | 74.97[73.12,76.82] |
| ChenandXue | 93.19[91.75,94.62] | 94.03[93.12,94.95] | 86.78[86.00,87.55] | − | − |
| JiangandYin | 60.69[48.88,72.50] | − | 82.55[81.73,83.36] | − | − |
| Haetal. | 92.60[91.29,93.91] | 93.42[92.74,94.10] | − | − | − |
| HaandChoi | 84.46[82.42,86.51] | 90.68[89.93,91.43] | − | − | − |
| MeanAccuracy | 90.03 | 94.64 | 85.39 | 38.51 | 75.90 | | 0 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.03[98.41,99.64] | 93.86[93.03,94.70] | 75.74[72.06,79.43] | 11.34[09.42,13.27] | 67.83[62.21,73.45] |
| Cataletal. | 99.63[99.32,99.93] | 95.77[95.23,96.31] | 88.76[88.12,89.41] | 46.90[44.56,49.23] | 82.10[79.28,84.93] | | | Kimetal. | 99.70[99.40,100.0] | 92.84[92.31,93.37] | 86.80[85.89,87.71] | 48.02[46.28,49.76] | 73.03[69.91,76.16] |
| --- | --- | --- | --- | --- | --- |
| ChenandXue | 91.61[89.98,93.25] | 92.36[91.55,93.18] | 82.63[82.04,83.23] | − | − |
| JiangandYin | 51.00[29.29,72.70] | − | 76.77[75.78,77.77] | − | − |
| Haetal. | 90.85[88.96,92.75] | 90.77[89.45,92.09] | − | − | − |
| HaandChoi | 82.70[79.76,85.64] | 87.36[86.20,88.52] | − | − | − |
| MeanAccuracy | 87.78 | 92.16 | 82.14 | 35.41 | 74.32 | | 1 |
| | MHEALTH | PAMAP2 | USCHAD | UTD-MHAD1 | UTD-MHAD2 |
| --- | --- | --- | --- | --- | --- |
| Kwapiszetal. | 99.03[98.41,99.64] | 93.86[93.03,94.70] | 75.74[72.06,79.43] | 11.34[09.42,13.27] | 67.83[62.21,73.45] |
| Cataletal. | 99.63[99.32,99.93] | 95.77[95.23,96.31] | 88.76[88.12,89.41] | 46.90[44.56,49.23] | 82.10[79.28,84.93] | | | JiangandYin | 60.69[48.88,72.50] | − | 82.55[81.73,83.36] | − | − |
| --- | --- | --- | --- | --- | --- |
| Haetal. | 92.60[91.29,93.91] | 93.42[92.74,94.10] | − | − | − |
| HaandChoi | 84.46[82.42,86.51] | 90.68[89.93,91.43] | − | − | − |
| MeanAccuracy | 90.03 | 94.64 | 85.39 | 38.51 | 75.90 | | 0 |
| | a1 | A2:K | 1<br>M | 2:K<br>M | B |
| --- | --- | --- | --- | --- | --- |
| K-means(×10) | 0.043 | 0.225 | 0.015 | 6.136 | - |
| VCA(×10) | 0.667 | 1.817 | 0.093 | 1.301 | - | | | NMF(×10) | 0.010 | 0.381 | 0.448 | 1.486 | - |
| --- | --- | --- | --- | --- | --- |
| LMM(×10) | 3.791 | 0.043 | 0.602 | 1.469 | - |
| SLMM(×10) | 1.270 | 0.312 | 0.003 | 0.098 | 2.261 | | 1 |
| | a1 | A2:K | 1<br>M | 2:K<br>M | B |
| --- | --- | --- | --- | --- | --- |
| K-means(×10) | 0.043 | 0.225 | 0.015 | 6.136 | - |
| VCA(×10) | 0.667 | 1.817 | 0.093 | 1.301 | - | | | | a1 | A2:K | 1<br>M | 2:K<br>M | B |
| --- | --- | --- | --- | --- | --- |
| K-means | 0.567 | 0.669 | 0.120 | 0.442 | - |
| VCA | 0.547 | 0.481 | 0.517 | 0.248 | - |
| NMF | 0.512 | 0.558 | 0.517 | 0.133 | - |
| LMM | 0.437 | 0.473 | 0.349 | 0.148 | - |
| SLMM | 0.359 | 0.495 | 0.009 | 0.128 | 0.259 | | 0 |
| | a1 | A2:K | 1<br>M | 2:K<br>M | B |
| --- | --- | --- | --- | --- | --- |
| K-means(×10) | 0.043 | 0.225 | 0.015 | 6.136 | - |
| VCA(×10) | 0.667 | 1.817 | 0.093 | 1.301 | - |
| NMF(×10) | 0.010 | 0.381 | 0.448 | 1.486 | - | | | LMM(×10) | 3.791 | 0.043 | 0.602 | 1.469 | - |
| --- | --- | --- | --- | --- | --- |
| SLMM(×10) | 1.270 | 0.312 | 0.003 | 0.098 | 2.261 | | 1 |
| | a1 | A2:K | 1<br>M | 2:K<br>M | B |
| --- | --- | --- | --- | --- | --- |
| K-means(×10) | 0.043 | 0.225 | 0.015 | 6.136 | - |
| VCA(×10) | 0.667 | 1.817 | 0.093 | 1.301 | - |
| NMF(×10) | 0.010 | 0.381 | 0.448 | 1.486 | - | | | LMM | 0.437 | 0.473 | 0.349 | 0.148 | - |
| --- | --- | --- | --- | --- | --- |
| SLMM | 0.359 | 0.495 | 0.009 | 0.128 | 0.259 | | 0 |
| Simulationresult<br>(methodneeded) | Virtuallab,<br>i.e.setofcomponents | Reallab,<br>device |
| --- | --- | --- |
| Atomicstructure<br>inbulk(TEM) | LAMMPS<br>+AtomEye | JEOLR005<br>microscope | | | Stress-strainplot<br>(AFM) | LAMMPS<br>+R | H-Ptestingmachine,<br>JEOLAFM |
| --- | --- | --- |
| CN,RDFplots(neutron,<br>X-rayscattering) | LAMMPS<br>+R | X-ray<br>diffractometer |
| X-raydiffraction<br>spectrum(XRD) | LAMMPS<br>+debyer+R | SOLEIL<br>synchrotronfacility |
| Neutrondiffraction<br>spectrum(ND) | LAMMPS<br>+debyer+R | SwissLightSource,<br>LargeHadronCollider | | 1 |
| Simulationresult<br>(methodneeded) | Virtuallab,<br>i.e.setofcomponents | Reallab,<br>device |
| --- | --- | --- |
| Atomicstructure<br>inbulk(TEM) | LAMMPS<br>+AtomEye | JEOLR005<br>microscope | | | Method/Struct. | Harm.osc. | Beam | Cant.grand. | Real.grand. |
| --- | --- | --- | --- | --- |
| fullsystem | | | | |
| ndof<br>nL<br>MC50<br>Freq.domain<br>Timedomain | 1<br>14<br>0.601s<br>0.106s<br>0.112s | 29<br>86<br>20.078s<br>2.672s<br>2.392s | 504<br>1512<br>380.451s<br>74.639s<br>38.915s | 4068<br>12546<br>5484s<br>4178s<br>6507s |
| partialmodaltransform,cfequations(??),(??)and(??) | | | | |
| neig<br>feig<br>nL<br>MC50<br>Freq.domain<br>Timedomain | –<br>–<br>–<br>–<br>–<br>– | 7<br>37Hz<br>42<br>13.240s<br>1.764s<br>1.588s | 10<br>30Hz<br>524<br>36.214s<br>4.452s<br>2.582s | 50<br>23Hz<br>4510<br>307s<br>734s<br>67s | | 0 |
| Simulationresult<br>(methodneeded) | Virtuallab,<br>i.e.setofcomponents | Reallab,<br>device |
| --- | --- | --- |
| Atomicstructure<br>inbulk(TEM) | LAMMPS<br>+AtomEye | JEOLR005<br>microscope |
| Stress-strainplot<br>(AFM) | LAMMPS<br>+R | H-Ptestingmachine,<br>JEOLAFM |
| CN,RDFplots(neutron,<br>X-rayscattering) | LAMMPS<br>+R | X-ray<br>diffractometer | | | X-raydiffraction<br>spectrum(XRD) | LAMMPS<br>+debyer+R | SOLEIL<br>synchrotronfacility |
| --- | --- | --- |
| Neutrondiffraction<br>spectrum(ND) | LAMMPS<br>+debyer+R | SwissLightSource,<br>LargeHadronCollider | | 1 |
| Simulationresult<br>(methodneeded) | Virtuallab,<br>i.e.setofcomponents | Reallab,<br>device |
| --- | --- | --- |
| Atomicstructure<br>inbulk(TEM) | LAMMPS<br>+AtomEye | JEOLR005<br>microscope |
| Stress-strainplot<br>(AFM) | LAMMPS<br>+R | H-Ptestingmachine,<br>JEOLAFM |
| CN,RDFplots(neutron,<br>X-rayscattering) | LAMMPS<br>+R | X-ray<br>diffractometer | | | ndof<br>nL<br>MC50<br>Freq.domain<br>Timedomain | 1<br>14<br>0.601s<br>0.106s<br>0.112s | 29<br>86<br>20.078s<br>2.672s<br>2.392s | 504<br>1512<br>380.451s<br>74.639s<br>38.915s | 4068<br>12546<br>5484s<br>4178s<br>6507s |
| --- | --- | --- | --- | --- |
| partialmodaltransform,cfequations(??),(??)and(??) | | | | |
| neig<br>feig<br>nL<br>MC50<br>Freq.domain<br>Timedomain | –<br>–<br>–<br>–<br>–<br>– | 7<br>37Hz<br>42<br>13.240s<br>1.764s<br>1.588s | 10<br>30Hz<br>524<br>36.214s<br>4.452s<br>2.582s | 50<br>23Hz<br>4510<br>307s<br>734s<br>67s | | 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 | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
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