premise string | hypothesis string | label int64 |
|---|---|---|
| Formulation | SearchAlgorithm | max(n)GP,tot | ¯tc |
| --- | --- | --- | --- |
| Line-to-Line | 1-stage | ≈2700 | 1<br>1.7·10sec. | | | Line-to-Line | 2-stage | ≈2700 | −1<br>7.7·10sec. |
| --- | --- | --- | --- |
| ABC | 1-stage | ≈180 | 0<br>3.6·10sec. |
| ABC | 2-stage | ≈180 | −2<br>7.6·10sec. | | 1 |
| Formulation | SearchAlgorithm | max(n)GP,tot | ¯tc |
| --- | --- | --- | --- |
| Line-to-Line | 1-stage | ≈2700 | 1<br>1.7·10sec. | | | Size | Stage1 | Stage2 | Stage3 | Stage4 | Stage5 |
| --- | --- | --- | --- | --- | --- |
| 50000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9996 |
| 40000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9993 |
| 30000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9988 |
| 20000 | 0.9999 | 0.9999 | 0.9999 | 0.9996 | 0.9972 |
| 10000 | 0.9999 | 0.9999 | 0.9997 | 0.9992 | 0.9945 | | 0 |
| Formulation | SearchAlgorithm | max(n)GP,tot | ¯tc |
| --- | --- | --- | --- |
| Line-to-Line | 1-stage | ≈2700 | 1<br>1.7·10sec. |
| Line-to-Line | 2-stage | ≈2700 | −1<br>7.7·10sec. | | | ABC | 1-stage | ≈180 | 0<br>3.6·10sec. |
| --- | --- | --- | --- |
| ABC | 2-stage | ≈180 | −2<br>7.6·10sec. | | 1 |
| Formulation | SearchAlgorithm | max(n)GP,tot | ¯tc |
| --- | --- | --- | --- |
| Line-to-Line | 1-stage | ≈2700 | 1<br>1.7·10sec. |
| Line-to-Line | 2-stage | ≈2700 | −1<br>7.7·10sec. | | | 20000 | 0.9999 | 0.9999 | 0.9999 | 0.9996 | 0.9972 |
| --- | --- | --- | --- | --- | --- |
| 10000 | 0.9999 | 0.9999 | 0.9997 | 0.9992 | 0.9945 | | 0 |
| Hashtag | Frequency |
| --- | --- |
| love | 152,930 |
| follow | 101,048 |
| instagood | 72,658 | | | me | 61,303 |
| --- | --- |
| like | 59,995 |
| tbt | 56,636 |
| cute | 54,736 |
| photooftheday | 54,444 |
| beautiful | 50,602 |
| happy | 49027 | | 1 |
| Hashtag | Frequency |
| --- | --- |
| love | 152,930 |
| follow | 101,048 |
| instagood | 72,658 | | | Tweets | 196,985,580 |
| --- | --- |
| Users | 9,801,062 |
| Hashtags | 1,341,733 |
| TweetswithHashtags | 19,043,104 |
| Retweets | 15,126,588 |
| TweetswithURLs | 54,443,857 |
| Direct(@)Tweets | 41,951,786 | | 0 |
| Hashtag | Frequency |
| --- | --- |
| love | 152,930 | | | follow | 101,048 |
| --- | --- |
| instagood | 72,658 |
| me | 61,303 |
| like | 59,995 |
| tbt | 56,636 |
| cute | 54,736 |
| photooftheday | 54,444 |
| beautiful | 50,602 |
| happy | 49027 | | 1 |
| Hashtag | Frequency |
| --- | --- |
| love | 152,930 | | | TweetswithURLs | 54,443,857 |
| --- | --- |
| Direct(@)Tweets | 41,951,786 | | 0 |
| χN | fL/C | fC/S3 | fS/S34 | fS/S45 | fODT |
| --- | --- | --- | --- | --- | --- |
| 20 | 0.36797 | 0.25210 | 0.22436 | 0.21461 | 0.20541 |
| 30 | 0.34531 | 0.20048 | 0.16643 | 0.15475 | 0.14434 |
| 40 | 0.33601 | 0.17474 | 0.13631 | 0.12379 | 0.11347 |
| 50 | 0.33120 | 0.15988 | 0.11714 | 0.10418 | 0.09439 |
| 60 | 0.32828 | 0.15059 | 0.10379 | 0.09086 | 0.08086 |
| 70 | 0.32629 | 0.14452 | 0.09387 | 0.08043 | 0.07143 | | | 80 | 0.32482 | 0.14057 | 0.08698 | 0.07143 | 0.06383 |
| --- | --- | --- | --- | --- | --- |
| 90 | 0.32392 | 0.13737 | 0.08029 | 0.06556 | 0.05789 |
| 100 | 0.32303 | 0.13510 | 0.07535 | 0.05983 | 0.05332 | | 1 |
| χN | fL/C | fC/S3 | fS/S34 | fS/S45 | fODT |
| --- | --- | --- | --- | --- | --- |
| 20 | 0.36797 | 0.25210 | 0.22436 | 0.21461 | 0.20541 |
| 30 | 0.34531 | 0.20048 | 0.16643 | 0.15475 | 0.14434 |
| 40 | 0.33601 | 0.17474 | 0.13631 | 0.12379 | 0.11347 |
| 50 | 0.33120 | 0.15988 | 0.11714 | 0.10418 | 0.09439 |
| 60 | 0.32828 | 0.15059 | 0.10379 | 0.09086 | 0.08086 |
| 70 | 0.32629 | 0.14452 | 0.09387 | 0.08043 | 0.07143 | | | N | fnorm1 | f | ftwo | fone |
| --- | --- | --- | --- | --- |
| 3 | 0.8275 | 0.8199 | 0.5808 | 0.4444 |
| 4 | 0.8235 | 0.8139 | 0.5541 | 0.4219 |
| 5 | 0.8214 | 0.8104 | 0.5391 | 0.4096 |
| 10 | 0.8175 | 0.8038 | 0.5116 | 0.3874 |
| 15 | 0.8163 | 0.8017 | 0.5030 | 0.3806 |
| 20 | 0.8157 | 0.8007 | 0.4988 | 0.3774 | | 0 |
| χN | fL/C | fC/S3 | fS/S34 | fS/S45 | fODT |
| --- | --- | --- | --- | --- | --- |
| 20 | 0.36797 | 0.25210 | 0.22436 | 0.21461 | 0.20541 |
| 30 | 0.34531 | 0.20048 | 0.16643 | 0.15475 | 0.14434 |
| 40 | 0.33601 | 0.17474 | 0.13631 | 0.12379 | 0.11347 | | | 50 | 0.33120 | 0.15988 | 0.11714 | 0.10418 | 0.09439 |
| --- | --- | --- | --- | --- | --- |
| 60 | 0.32828 | 0.15059 | 0.10379 | 0.09086 | 0.08086 |
| 70 | 0.32629 | 0.14452 | 0.09387 | 0.08043 | 0.07143 |
| 80 | 0.32482 | 0.14057 | 0.08698 | 0.07143 | 0.06383 |
| 90 | 0.32392 | 0.13737 | 0.08029 | 0.06556 | 0.05789 |
| 100 | 0.32303 | 0.13510 | 0.07535 | 0.05983 | 0.05332 | | 1 |
| χN | fL/C | fC/S3 | fS/S34 | fS/S45 | fODT |
| --- | --- | --- | --- | --- | --- |
| 20 | 0.36797 | 0.25210 | 0.22436 | 0.21461 | 0.20541 |
| 30 | 0.34531 | 0.20048 | 0.16643 | 0.15475 | 0.14434 |
| 40 | 0.33601 | 0.17474 | 0.13631 | 0.12379 | 0.11347 | | | 5 | 0.8214 | 0.8104 | 0.5391 | 0.4096 |
| --- | --- | --- | --- | --- |
| 10 | 0.8175 | 0.8038 | 0.5116 | 0.3874 |
| 15 | 0.8163 | 0.8017 | 0.5030 | 0.3806 |
| 20 | 0.8157 | 0.8007 | 0.4988 | 0.3774 | | 0 |
| Size | Qhull | Ourimplementation | Speedup | | |
| --- | --- | --- | --- | --- | --- |
| Mode1 | Mode2 | Mode1 | Mode2 | | |
| 100K | 16 | 37.2 | 61.7 | 0.43 | 0.26 |
| 200K | 32 | 36.4 | 65.7 | 0.88 | 0.49 |
| 500K | 62 | 41.7 | 69.2 | 1.49 | 0.90 | | | 1M | 109 | 44.8 | 73.9 | 2.43 | 1.47 |
| --- | --- | --- | --- | --- | --- |
| 2M | 234 | 55.9 | 86.2 | 4.19 | 2.71 |
| 5M | 561 | 77.9 | 118.5 | 7.20 | 4.73 |
| 10M | 1029 | 124.7 | 161.7 | 8.25 | 6.36 |
| 20M | 2262 | 206.0 | 272.5 | 10.98 | 8.30 | | 1 |
| Size | Qhull | Ourimplementation | Speedup | | |
| --- | --- | --- | --- | --- | --- |
| Mode1 | Mode2 | Mode1 | Mode2 | | |
| 100K | 16 | 37.2 | 61.7 | 0.43 | 0.26 |
| 200K | 32 | 36.4 | 65.7 | 0.88 | 0.49 |
| 500K | 62 | 41.7 | 69.2 | 1.49 | 0.90 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 1004ABCa | 203 | 166 | 13 | 37 | 0.927 | 0.818 | 0.869 | 224 | 213 | 22 | 11 | 0.906 |
| 1012CNNa | 170 | 136 | 13 | 34 | 0.913 | 0.8 | 0.853 | 215 | 194 | 15 | 21 | 0.928 |
| 1016CNNa | 150 | 119 | 9 | 31 | 0.93 | 0.793 | 0.856 | 242 | 214 | 13 | 28 | 0.943 |
| 1021ABCa | 175 | 154 | 13 | 21 | 0.922 | 0.88 | 0.901 | 240 | 230 | 18 | 10 | 0.927 |
| 1101CNNa | 204 | 172 | 20 | 32 | 0.896 | 0.843 | 0.869 | 191 | 187 | 11 | 4 | 0.944 |
| 1109ABCa | 170 | 151 | 10 | 19 | 0.938 | 0.888 | 0.912 | 257 | 246 | 15 | 11 | 0.943 |
| 1123CNNa | 126 | 93 | 29 | 33 | 0.762 | 0.738 | 0.75 | 236 | 214 | 10 | 22 | 0.955 |
| 1126ABCa | 189 | 168 | 12 | 21 | 0.933 | 0.889 | 0.911 | 273 | 261 | 23 | 12 | 0.919 |
| 1208CNNa | 137 | 112 | 15 | 25 | 0.882 | 0.818 | 0.848 | 212 | 196 | 17 | 16 | 0.92 |
| 1210ABCa | 159 | 140 | 8 | 19 | 0.946 | 0.881 | 0.912 | 271 | 252 | 14 | 19 | 0.947 |
| 1216CNNa | 153 | 119 | 11 | 34 | 0.915 | 0.778 | 0.841 | 197 | 187 | 26 | 10 | 0.878 |
| 1221ABCa | 195 | 149 | 14 | 46 | 0.914 | 0.764 | 0.832 | 217 | 197 | 27 | 20 | 0.879 |
| Total | 2031 | 1679 | 167 | 352 | 0.91 | 0.827 | 0.866 | 2031 | 2591 | 211 | 184 | 0.925 | | 0 |
| Size | Qhull | Ourimplementation | Speedup | | |
| --- | --- | --- | --- | --- | --- |
| Mode1 | Mode2 | Mode1 | Mode2 | | |
| 100K | 16 | 37.2 | 61.7 | 0.43 | 0.26 |
| 200K | 32 | 36.4 | 65.7 | 0.88 | 0.49 |
| 500K | 62 | 41.7 | 69.2 | 1.49 | 0.90 |
| 1M | 109 | 44.8 | 73.9 | 2.43 | 1.47 |
| 2M | 234 | 55.9 | 86.2 | 4.19 | 2.71 | | | 5M | 561 | 77.9 | 118.5 | 7.20 | 4.73 |
| --- | --- | --- | --- | --- | --- |
| 10M | 1029 | 124.7 | 161.7 | 8.25 | 6.36 |
| 20M | 2262 | 206.0 | 272.5 | 10.98 | 8.30 | | 1 |
| Size | Qhull | Ourimplementation | Speedup | | |
| --- | --- | --- | --- | --- | --- |
| Mode1 | Mode2 | Mode1 | Mode2 | | |
| 100K | 16 | 37.2 | 61.7 | 0.43 | 0.26 |
| 200K | 32 | 36.4 | 65.7 | 0.88 | 0.49 |
| 500K | 62 | 41.7 | 69.2 | 1.49 | 0.90 |
| 1M | 109 | 44.8 | 73.9 | 2.43 | 1.47 |
| 2M | 234 | 55.9 | 86.2 | 4.19 | 2.71 | | | 1012CNNa | 170 | 136 | 13 | 34 | 0.913 | 0.8 | 0.853 | 215 | 194 | 15 | 21 | 0.928 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1016CNNa | 150 | 119 | 9 | 31 | 0.93 | 0.793 | 0.856 | 242 | 214 | 13 | 28 | 0.943 |
| 1021ABCa | 175 | 154 | 13 | 21 | 0.922 | 0.88 | 0.901 | 240 | 230 | 18 | 10 | 0.927 |
| 1101CNNa | 204 | 172 | 20 | 32 | 0.896 | 0.843 | 0.869 | 191 | 187 | 11 | 4 | 0.944 |
| 1109ABCa | 170 | 151 | 10 | 19 | 0.938 | 0.888 | 0.912 | 257 | 246 | 15 | 11 | 0.943 |
| 1123CNNa | 126 | 93 | 29 | 33 | 0.762 | 0.738 | 0.75 | 236 | 214 | 10 | 22 | 0.955 |
| 1126ABCa | 189 | 168 | 12 | 21 | 0.933 | 0.889 | 0.911 | 273 | 261 | 23 | 12 | 0.919 |
| 1208CNNa | 137 | 112 | 15 | 25 | 0.882 | 0.818 | 0.848 | 212 | 196 | 17 | 16 | 0.92 |
| 1210ABCa | 159 | 140 | 8 | 19 | 0.946 | 0.881 | 0.912 | 271 | 252 | 14 | 19 | 0.947 |
| 1216CNNa | 153 | 119 | 11 | 34 | 0.915 | 0.778 | 0.841 | 197 | 187 | 26 | 10 | 0.878 |
| 1221ABCa | 195 | 149 | 14 | 46 | 0.914 | 0.764 | 0.832 | 217 | 197 | 27 | 20 | 0.879 |
| Total | 2031 | 1679 | 167 | 352 | 0.91 | 0.827 | 0.866 | 2031 | 2591 | 211 | 184 | 0.925 | | 0 |
| WSJ10 | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall | | | 75.3<br>74.6 | 76.1<br>66.7 | 75.7<br>70.5 | 58.7<br>60.0 | 55.9<br>49.4 |
| --- | --- | --- | --- | --- |
| 65.5 | 83.6 | 73.4 | 47.0 | 63.6 |
| 55.2 | 70.0 | 61.7 | 35.4 | 47.4 | | 1 |
| WSJ10 | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall | | | WSJ10test | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- |
| 64.5 | 82.6 | 72.4 | 53.0 | 70.5 |
| 55.1 | 70.5 | 61.8 | 41.5 | 55.3 | | 0 |
| WSJ10 | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall | | | 75.3<br>74.6 | 76.1<br>66.7 | 75.7<br>70.5 | 58.7<br>60.0 | 55.9<br>49.4 |
| --- | --- | --- | --- | --- |
| 65.5 | 83.6 | 73.4 | 47.0 | 63.6 |
| 55.2 | 70.0 | 61.7 | 35.4 | 47.4 | | 1 |
| WSJ10 | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall | | | 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- |
| --- | --- | --- | --- | --- |
| 64.5 | 82.6 | 72.4 | 53.0 | 70.5 |
| 55.1 | 70.5 | 61.8 | 41.5 | 55.3 | | 0 |
| Method | σ=5 | σ=15 | σ=25 | σ=35 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| CBM3D | 40.25 | 33.50 | 30.68 | 28.87 | 27.36 |
| BM3D-Net | - | 33.79 | 30.91 | - | 27.48 |
| CNL-Net | - | 33.69 | 30.96 | - | 27.64 |
| IRCNN | 40.36 | 33.86 | 31.16 | 29.50 | 27.86 | | | Proposed(Initial) | 40.03 | 33.59 | 31.00 | 29.40 | 27.83 |
| --- | --- | --- | --- | --- | --- |
| Proposed(Final) | 40.33 | 33.85 | 31.22 | 29.59 | 27.97 | | 1 |
| Method | σ=5 | σ=15 | σ=25 | σ=35 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| CBM3D | 40.25 | 33.50 | 30.68 | 28.87 | 27.36 |
| BM3D-Net | - | 33.79 | 30.91 | - | 27.48 |
| CNL-Net | - | 33.69 | 30.96 | - | 27.64 |
| IRCNN | 40.36 | 33.86 | 31.16 | 29.50 | 27.86 | | | Method | σ=25 | σ=50 | σ=75 | σ=100 |
| --- | --- | --- | --- | --- |
| BM3D | 28.57/0.802 | 25.62/0.687 | 24.21/0.622 | 23.24/0.576 |
| EPLL | 28.68/0.812 | 25.68/0.688 | 24.10/0.606 | 23.06/0.547 |
| MSEPLL | 28.78/0.812 | 25.83/0.692 | 24.30/0.620 | 23.32/0.573 |
| WNNM | 28.80/0.808 | 25.83/0.698 | 24.39/0.626 | 23.39/0.585 |
| TNRD | 28.77/0.808 | 25.83/0.692 | 24.33/0.624 | 23.30/0.574 |
| TNRD | 28.93/0.816 | 25.96/0.702 | 24.45/0.632 | 23.47/0.586 |
| MSND | 28.92/0.815 | 26.01/0.704 | 24.54/0.638 | 23.58/0.593 |
| MSND | 28.98/0.820 | 26.06/0.709 | 24.58/0.642 | 23.62/0.598 | | 0 |
| Method | σ=5 | σ=15 | σ=25 | σ=35 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| CBM3D | 40.25 | 33.50 | 30.68 | 28.87 | 27.36 | | | BM3D-Net | - | 33.79 | 30.91 | - | 27.48 |
| --- | --- | --- | --- | --- | --- |
| CNL-Net | - | 33.69 | 30.96 | - | 27.64 |
| IRCNN | 40.36 | 33.86 | 31.16 | 29.50 | 27.86 |
| Proposed(Initial) | 40.03 | 33.59 | 31.00 | 29.40 | 27.83 |
| Proposed(Final) | 40.33 | 33.85 | 31.22 | 29.59 | 27.97 | | 1 |
| Method | σ=5 | σ=15 | σ=25 | σ=35 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| CBM3D | 40.25 | 33.50 | 30.68 | 28.87 | 27.36 | | | MSEPLL | 28.78/0.812 | 25.83/0.692 | 24.30/0.620 | 23.32/0.573 |
| --- | --- | --- | --- | --- |
| WNNM | 28.80/0.808 | 25.83/0.698 | 24.39/0.626 | 23.39/0.585 |
| TNRD | 28.77/0.808 | 25.83/0.692 | 24.33/0.624 | 23.30/0.574 |
| TNRD | 28.93/0.816 | 25.96/0.702 | 24.45/0.632 | 23.47/0.586 |
| MSND | 28.92/0.815 | 26.01/0.704 | 24.54/0.638 | 23.58/0.593 |
| MSND | 28.98/0.820 | 26.06/0.709 | 24.58/0.642 | 23.62/0.598 | | 0 |
| Trees | TreeA | TreeB | TreeC |
| --- | --- | --- | --- |
| SynsetID | 12638 | 19919 | 23733 |
| Name | consumergoods | animal | food,nutrient | | | h=4 | 187 | 207 | 572 |
| --- | --- | --- | --- |
| h=5 | 362 | 415 | 890 |
| h=6 | 493 | 800 | 1166 |
| h=7 | 524 | 1386 | 1326 | | 1 |
| Trees | TreeA | TreeB | TreeC |
| --- | --- | --- | --- |
| SynsetID | 12638 | 19919 | 23733 |
| Name | consumergoods | animal | food,nutrient | | | No. | Class | Total | Training | Test | No. | Class | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | Alfalfa | 46 | 5 | 41 | 9 | Oats | 20 |
| 2 | Corn-notill | 1428 | 143 | 1285 | 10 | Soybean-notill | 972 |
| 3 | Corn-mintill | 830 | 83 | 747 | 11 | Soybean-mintill | 2455 |
| 4 | Corn | 237 | 24 | 213 | 12 | Soybean-clean | 593 |
| 5 | Grass-pasture | 483 | 48 | 435 | 13 | Wheat | 205 |
| 6 | Grass-trees | 730 | 73 | 657 | 14 | Woods | 1265 |
| 7 | Grass-pasture-mowed | 28 | 3 | 25 | 15 | Buildings-Grass-Trees-Drives | 386 |
| 8 | Hay-windrowed | 478 | 48 | 430 | 16 | Stone-Steel-Towers | 93 | | 0 |
| Trees | TreeA | TreeB | TreeC |
| --- | --- | --- | --- |
| SynsetID | 12638 | 19919 | 23733 |
| Name | consumergoods | animal | food,nutrient |
| h=4 | 187 | 207 | 572 |
| h=5 | 362 | 415 | 890 | | | h=6 | 493 | 800 | 1166 |
| --- | --- | --- | --- |
| h=7 | 524 | 1386 | 1326 | | 1 |
| Trees | TreeA | TreeB | TreeC |
| --- | --- | --- | --- |
| SynsetID | 12638 | 19919 | 23733 |
| Name | consumergoods | animal | food,nutrient |
| h=4 | 187 | 207 | 572 |
| h=5 | 362 | 415 | 890 | | | 2 | Corn-notill | 1428 | 143 | 1285 | 10 | Soybean-notill | 972 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | Corn-mintill | 830 | 83 | 747 | 11 | Soybean-mintill | 2455 |
| 4 | Corn | 237 | 24 | 213 | 12 | Soybean-clean | 593 |
| 5 | Grass-pasture | 483 | 48 | 435 | 13 | Wheat | 205 |
| 6 | Grass-trees | 730 | 73 | 657 | 14 | Woods | 1265 |
| 7 | Grass-pasture-mowed | 28 | 3 | 25 | 15 | Buildings-Grass-Trees-Drives | 386 |
| 8 | Hay-windrowed | 478 | 48 | 430 | 16 | Stone-Steel-Towers | 93 | | 0 |
| NumberofMoves | 0 | 3 | 5 | 10 | 20 |
| --- | --- | --- | --- | --- | --- |
| Method | Split1 | | | | | | | Ours | .30 | .43 | .45 | .49 | .51 |
| --- | --- | --- | --- | --- | --- |
| Random | .30 | .26 | .28 | .28 | .33 |
| Forward | .30 | .29 | .29 | .29 | .29 |
| | Split2 | | | | |
| Ours | .25 | .40 | .46 | .52 | .53 |
| Random | .25 | .24 | .26 | .29 | .33 |
| Forward | .25 | .29 | .30 | .31 | .31 |
| | Split3 | | | | |
| Ours | .42 | .56 | .62 | .67 | .73 |
| Random | .42 | .38 | .40 | .42 | .46 |
| Forward | .42 | .39 | .39 | .40 | .40 | | 1 |
| NumberofMoves | 0 | 3 | 5 | 10 | 20 |
| --- | --- | --- | --- | --- | --- |
| Method | Split1 | | | | | | | Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| NumberofMoves | 0 | 3 | 5 | 10 | 20 |
| --- | --- | --- | --- | --- | --- |
| Method | Split1 | | | | |
| Ours | .30 | .43 | .45 | .49 | .51 |
| Random | .30 | .26 | .28 | .28 | .33 |
| Forward | .30 | .29 | .29 | .29 | .29 |
| | Split2 | | | | |
| Ours | .25 | .40 | .46 | .52 | .53 | | | Random | .25 | .24 | .26 | .29 | .33 |
| --- | --- | --- | --- | --- | --- |
| Forward | .25 | .29 | .30 | .31 | .31 |
| | Split3 | | | | |
| Ours | .42 | .56 | .62 | .67 | .73 |
| Random | .42 | .38 | .40 | .42 | .46 |
| Forward | .42 | .39 | .39 | .40 | .40 | | 1 |
| NumberofMoves | 0 | 3 | 5 | 10 | 20 |
| --- | --- | --- | --- | --- | --- |
| Method | Split1 | | | | |
| Ours | .30 | .43 | .45 | .49 | .51 |
| Random | .30 | .26 | .28 | .28 | .33 |
| Forward | .30 | .29 | .29 | .29 | .29 |
| | Split2 | | | | |
| Ours | .25 | .40 | .46 | .52 | .53 | | | Ours-L2 | 74.70 | 93.52 | 96.45 |
| --- | --- | --- | --- |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| Method | PartA | PartB | | |
| --- | --- | --- | --- | --- |
| MAE | MSE | MAE | MSE | |
| LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 | | | Zhangetal. | 181.8 | 277.7 | 32.0 | 49.8 |
| --- | --- | --- | --- | --- |
| MCNN | 110.2 | 173.2 | 26.4 | 41.3 |
| Proposed | 79.1 | 130.1 | 17.8 | 26.0 | | 1 |
| Method | PartA | PartB | | |
| --- | --- | --- | --- | --- |
| MAE | MSE | MAE | MSE | |
| LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 | | | PartA | | |
| --- | --- | --- |
| MAE | MSE | MAE |
| 83.1 | 120.4 | 20.1 |
| 75.9 | 109.2 | 16.5 |
| 72.9 | 103.1 | 14.6 |
| 69.3 | 96.4 | 11.6 | | 0 |
| Method | PartA | PartB | | |
| --- | --- | --- | --- | --- |
| MAE | MSE | MAE | MSE | |
| LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 |
| Zhangetal. | 181.8 | 277.7 | 32.0 | 49.8 | | | MCNN | 110.2 | 173.2 | 26.4 | 41.3 |
| --- | --- | --- | --- | --- |
| Proposed | 79.1 | 130.1 | 17.8 | 26.0 | | 1 |
| Method | PartA | PartB | | |
| --- | --- | --- | --- | --- |
| MAE | MSE | MAE | MSE | |
| LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 |
| Zhangetal. | 181.8 | 277.7 | 32.0 | 49.8 | | | 83.1 | 120.4 | 20.1 |
| --- | --- | --- |
| 75.9 | 109.2 | 16.5 |
| 72.9 | 103.1 | 14.6 |
| 69.3 | 96.4 | 11.6 | | 0 |
| Imagetosentence |
| --- |
| R@1R@5R@10Medianrank |
| 22.248.261.44.8 | | | 18.440.250.910 |
| --- |
| 23.050.762.95 |
| 26.652.063.75 | | 1 |
| Imagetosentence |
| --- |
| R@1R@5R@10Medianrank |
| 22.248.261.44.8 | | | Imagetosentence |
| --- |
| R@1R@5R@10Medianrank |
| 2.56.79.7714 |
| 0.00.41.21348 |
| 0.10.71.11103 |
| 1.25.79.5360 |
| 1.45.78.9278 |
| 10.429.340.017 | | 0 |
| Imagetosentence |
| --- |
| R@1R@5R@10Medianrank | | | 22.248.261.44.8 |
| --- |
| 18.440.250.910 |
| 23.050.762.95 |
| 26.652.063.75 | | 1 |
| Imagetosentence |
| --- |
| R@1R@5R@10Medianrank | | | 0.00.41.21348 |
| --- |
| 0.10.71.11103 |
| 1.25.79.5360 |
| 1.45.78.9278 |
| 10.429.340.017 | | 0 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 134 | 44 | 37 | 0.753 | 0.784 | 0.768 | 280 | 228 | 13 | 52 | 0.946 |
| 222CNN | 101 | 74 | 5 | 27 | 0.937 | 0.733 | 0.822 | 309 | 273 | 11 | 36 | 0.961 |
| 224ABC | 131 | 108 | 10 | 23 | 0.915 | 0.824 | 0.867 | 296 | 281 | 13 | 15 | 0.956 |
| 412ABC | 137 | 115 | 6 | 22 | 0.95 | 0.839 | 0.891 | 345 | 323 | 17 | 22 | 0.95 |
| 425ABC | 180 | 161 | 12 | 19 | 0.931 | 0.894 | 0.912 | 295 | 266 | 11 | 29 | 0.96 |
| 515CNN | 131 | 89 | 11 | 42 | 0.89 | 0.679 | 0.771 | 283 | 265 | 17 | 18 | 0.94 | | | 531CNN | 108 | 75 | 12 | 33 | 0.862 | 0.694 | 0.769 | 359 | 316 | 13 | 43 | 0.96 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 619ABC | 127 | 46 | 125 | 81 | 0.269 | 0.362 | 0.309 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 802 | 225 | 284 | 0.781 | 0.738 | 0.759 | 2488 | 2106 | 250 | 382 | 0.894 | | 1 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 134 | 44 | 37 | 0.753 | 0.784 | 0.768 | 280 | 228 | 13 | 52 | 0.946 |
| 222CNN | 101 | 74 | 5 | 27 | 0.937 | 0.733 | 0.822 | 309 | 273 | 11 | 36 | 0.961 |
| 224ABC | 131 | 108 | 10 | 23 | 0.915 | 0.824 | 0.867 | 296 | 281 | 13 | 15 | 0.956 |
| 412ABC | 137 | 115 | 6 | 22 | 0.95 | 0.839 | 0.891 | 345 | 323 | 17 | 22 | 0.95 |
| 425ABC | 180 | 161 | 12 | 19 | 0.931 | 0.894 | 0.912 | 295 | 266 | 11 | 29 | 0.96 |
| 515CNN | 131 | 89 | 11 | 42 | 0.89 | 0.679 | 0.771 | 283 | 265 | 17 | 18 | 0.94 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 143 | 57 | 28 | 0.715 | 0.836 | 0.771 | 280 | 230 | 9 | 50 | 0.962 |
| 222CNN | 101 | 80 | 24 | 21 | 0.769 | 0.792 | 0.78 | 309 | 275 | 11 | 34 | 0.962 |
| 224ABC | 131 | 116 | 14 | 15 | 0.892 | 0.885 | 0.889 | 296 | 282 | 8 | 14 | 0.972 |
| 412ABC | 137 | 122 | 11 | 15 | 0.917 | 0.891 | 0.904 | 345 | 323 | 11 | 22 | 0.967 |
| 425ABC | 180 | 170 | 28 | 10 | 0.859 | 0.944 | 0.899 | 295 | 265 | 12 | 30 | 0.957 |
| 515CNN | 131 | 105 | 16 | 26 | 0.868 | 0.802 | 0.833 | 283 | 259 | 15 | 24 | 0.945 |
| 531CNN | 108 | 85 | 24 | 23 | 0.78 | 0.787 | 0.783 | 359 | 316 | 18 | 43 | 0.946 |
| 619ABC | 127 | 52 | 131 | 75 | 0.284 | 0.409 | 0.335 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 873 | 305 | 213 | 0.741 | 0.804 | 0.771 | 2488 | 2104 | 239 | 384 | 0.898 | | 0 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 134 | 44 | 37 | 0.753 | 0.784 | 0.768 | 280 | 228 | 13 | 52 | 0.946 | | | 222CNN | 101 | 74 | 5 | 27 | 0.937 | 0.733 | 0.822 | 309 | 273 | 11 | 36 | 0.961 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 224ABC | 131 | 108 | 10 | 23 | 0.915 | 0.824 | 0.867 | 296 | 281 | 13 | 15 | 0.956 |
| 412ABC | 137 | 115 | 6 | 22 | 0.95 | 0.839 | 0.891 | 345 | 323 | 17 | 22 | 0.95 |
| 425ABC | 180 | 161 | 12 | 19 | 0.931 | 0.894 | 0.912 | 295 | 266 | 11 | 29 | 0.96 |
| 515CNN | 131 | 89 | 11 | 42 | 0.89 | 0.679 | 0.771 | 283 | 265 | 17 | 18 | 0.94 |
| 531CNN | 108 | 75 | 12 | 33 | 0.862 | 0.694 | 0.769 | 359 | 316 | 13 | 43 | 0.96 |
| 619ABC | 127 | 46 | 125 | 81 | 0.269 | 0.362 | 0.309 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 802 | 225 | 284 | 0.781 | 0.738 | 0.759 | 2488 | 2106 | 250 | 382 | 0.894 | | 1 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 134 | 44 | 37 | 0.753 | 0.784 | 0.768 | 280 | 228 | 13 | 52 | 0.946 | | | 222CNN | 101 | 80 | 24 | 21 | 0.769 | 0.792 | 0.78 | 309 | 275 | 11 | 34 | 0.962 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 224ABC | 131 | 116 | 14 | 15 | 0.892 | 0.885 | 0.889 | 296 | 282 | 8 | 14 | 0.972 |
| 412ABC | 137 | 122 | 11 | 15 | 0.917 | 0.891 | 0.904 | 345 | 323 | 11 | 22 | 0.967 |
| 425ABC | 180 | 170 | 28 | 10 | 0.859 | 0.944 | 0.899 | 295 | 265 | 12 | 30 | 0.957 |
| 515CNN | 131 | 105 | 16 | 26 | 0.868 | 0.802 | 0.833 | 283 | 259 | 15 | 24 | 0.945 |
| 531CNN | 108 | 85 | 24 | 23 | 0.78 | 0.787 | 0.783 | 359 | 316 | 18 | 43 | 0.946 |
| 619ABC | 127 | 52 | 131 | 75 | 0.284 | 0.409 | 0.335 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 873 | 305 | 213 | 0.741 | 0.804 | 0.771 | 2488 | 2104 | 239 | 384 | 0.898 | | 0 |
| HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError | | | 80.55 | 94.65 | 98.26 | 0.399 |
| --- | --- | --- | --- |
| 80.39 | 94.67 | 98.31 | 0.400 |
| 79.88 | 94.45 | 98.15 | 0.411 |
| 79.69 | 94.28 | 98.09 | 0.411 | | 1 |
| HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError | | | HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError |
| 80.55 | 94.65 | 98.26 | 0.399 |
| 79.88 | 94.45 | 98.15 | 0.411 |
| 78.70 | 94.06 | 98.13 | 0.419 |
| 78.72 | 94.13 | 98.08 | 0.423 |
| 80.17 | 94.74 | 98.27 | 0.401 |
| 79.26 | 94.19 | 98.07 | 0.422 | | 0 |
| HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError |
| 80.55 | 94.65 | 98.26 | 0.399 | | | 80.39 | 94.67 | 98.31 | 0.400 |
| --- | --- | --- | --- |
| 79.88 | 94.45 | 98.15 | 0.411 |
| 79.69 | 94.28 | 98.09 | 0.411 | | 1 |
| HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError |
| 80.55 | 94.65 | 98.26 | 0.399 | | | 78.70 | 94.06 | 98.13 | 0.419 |
| --- | --- | --- | --- |
| 78.72 | 94.13 | 98.08 | 0.423 |
| 80.17 | 94.74 | 98.27 | 0.401 |
| 79.26 | 94.19 | 98.07 | 0.422 | | 0 |
| Dataset | Size | Dataset | Size |
| --- | --- | --- | --- |
| Coffeeshops1 | 1733 | Inn1 | 1108 |
| Coffeeshops2 | 1807 | Inn2 | 1265 | | | Starbucks | 149 | Home-Inn | 235 |
| --- | --- | --- | --- |
| Costa | 75 | JinJiang | 57 | | 1 |
| Dataset | Size | Dataset | Size |
| --- | --- | --- | --- |
| Coffeeshops1 | 1733 | Inn1 | 1108 |
| Coffeeshops2 | 1807 | Inn2 | 1265 | | | Dataset | No.ofimages | Resolution | Min | Ave | Max | Totalcount |
| --- | --- | --- | --- | --- | --- | --- |
| UCSD | 2000 | 158x238 | 11 | 25 | 46 | 49,885 |
| Mall | 2000 | 320x240 | 13 | - | 53 | 62,325 |
| UCFCC50 | 50 | Varied | 94 | 1279 | 4543 | 63,974 |
| WorldExpo’10 | 3980 | 576x720 | 1 | 50 | 253 | 199,923 |
| ShanghaiTechPartA | 482 | Varied | 33 | 501 | 3139 | 241,677 |
| ShanghaiTechPartB | 716 | 768x1024 | 9 | 123 | 578 | 88,488 | | 0 |
| Dataset | Size | Dataset | Size |
| --- | --- | --- | --- |
| Coffeeshops1 | 1733 | Inn1 | 1108 | | | Coffeeshops2 | 1807 | Inn2 | 1265 |
| --- | --- | --- | --- |
| Starbucks | 149 | Home-Inn | 235 |
| Costa | 75 | JinJiang | 57 | | 1 |
| Dataset | Size | Dataset | Size |
| --- | --- | --- | --- |
| Coffeeshops1 | 1733 | Inn1 | 1108 | | | ShanghaiTechPartA | 482 | Varied | 33 | 501 | 3139 | 241,677 |
| --- | --- | --- | --- | --- | --- | --- |
| ShanghaiTechPartB | 716 | 768x1024 | 9 | 123 | 578 | 88,488 | | 0 |
| | broccoli<br>RMSEranktime | cabbage<br>RMSEranktime |
| --- | --- | --- |
| AIS-Impute | 0.275±0.00134560±90 | 0.180±0.00128493±46 | | | LMaFit | 0.302±0.00126±2 | 0.181±0.00136±3 |
| --- | --- | --- |
| ER1MP | 0.344±0.0022188±12 | 0.252±0.0034175±23 |
| FaNCL | 0.252±0.00396079±1378 | 0.149±0.001103243±163 |
| FaNCL-acc | 0.251±0.0049274±77 | 0.149±0.00110221±12 | | 1 |
| | broccoli<br>RMSEranktime | cabbage<br>RMSEranktime |
| --- | --- | --- |
| AIS-Impute | 0.275±0.00134560±90 | 0.180±0.00128493±46 | | | | tree<br>RMSEranktime | rice<br>RMSEranktime |
| --- | --- | --- |
| APG | 0.433±0.001180308.7±71.9 | 0.224±0.002148242.3±27.8 |
| AIS-Impute | 0.432±0.001181251.6±61.7 | 0.225±0.002150138.1±5.7 |
| active | 0.445±0.001222935.5±117.9 | 0.263±0.002170640.8±10.8 |
| LMaFit | 0.518±0.01295.4±1.1 | 0.281±0.031107.8±1.6 |
| ER1MP | 0.473±0.001191.5±0.2 | 0.295±0.002222.2±0.6 |
| IRNN | 0.416±0.00312204.9±19.0 | 0.197±0.00315480.0±50.5 |
| GPG | 0.417±0.00412195.9±17.5 | 0.197±0.00315464.3±55.0 |
| FaNCL | 0.416±0.0021210.6±1.8 | 0.198±0.0041525.0±1.8 |
| FaNCL-acc | 0.414±0.001125.4±0.8 | 0.197±0.001158.4±1.2 | | 0 |
| | broccoli<br>RMSEranktime | cabbage<br>RMSEranktime |
| --- | --- | --- |
| AIS-Impute | 0.275±0.00134560±90 | 0.180±0.00128493±46 |
| LMaFit | 0.302±0.00126±2 | 0.181±0.00136±3 |
| ER1MP | 0.344±0.0022188±12 | 0.252±0.0034175±23 | | | FaNCL | 0.252±0.00396079±1378 | 0.149±0.001103243±163 |
| --- | --- | --- |
| FaNCL-acc | 0.251±0.0049274±77 | 0.149±0.00110221±12 | | 1 |
| | broccoli<br>RMSEranktime | cabbage<br>RMSEranktime |
| --- | --- | --- |
| AIS-Impute | 0.275±0.00134560±90 | 0.180±0.00128493±46 |
| LMaFit | 0.302±0.00126±2 | 0.181±0.00136±3 |
| ER1MP | 0.344±0.0022188±12 | 0.252±0.0034175±23 | | | GPG | 0.417±0.00412195.9±17.5 | 0.197±0.00315464.3±55.0 |
| --- | --- | --- |
| FaNCL | 0.416±0.0021210.6±1.8 | 0.198±0.0041525.0±1.8 |
| FaNCL-acc | 0.414±0.001125.4±0.8 | 0.197±0.001158.4±1.2 | | 0 |
| n | D(n) | D(n)f | D(n)/D(n)f |
| --- | --- | --- | --- |
| 4 | 7 | 6 | 0.857143 |
| 5 | 20 | 18 | 0.900000 |
| 6 | 71 | 63 | 0.887324 |
| 7 | 240 | 216 | 0.900000 |
| 8 | 871 | 783 | 0.898967 | | | 9 | 3148 | 2843 | 0.903113 |
| --- | --- | --- | --- |
| 10 | 11655 | 10535 | 0.903904 |
| 11 | 43332 | 39232 | 0.905382 |
| 12 | 162769 | 147457 | 0.905928 |
| 13 | 614198 | 556859 | 0.906644 |
| 14 | 2330537 | 2113982 | 0.907079 |
| 15 | 8875768 | 8054923 | 0.907518 |
| 16 | 33924859 | 30799063 | 0.907861 |
| 17 | 130038230 | 118098443 | 0.908182 |
| 18 | 499753855 | 454006818 | 0.908461 |
| 19 | 1924912894 | 1749201100 | 0.908717 |
| 20 | 7429160296 | 6752721263 | 0.908948 |
| 21 | 28723877732 | 26114628694 | 0.909161 |
| 22 | 111236423288 | 101153550972 | 0.909356 |
| 23 | 431403470222 | 392377497401 | 0.909537 |
| 24 | 1675316535350 | 1524043284254 | 0.909705 |
| 25 | 6513837679610 | 5926683351876 | 0.909860 |
| 26 | 25354842100894 | 23073049582134 | 0.910006 | | 1 |
| n | D(n) | D(n)f | D(n)/D(n)f |
| --- | --- | --- | --- |
| 4 | 7 | 6 | 0.857143 |
| 5 | 20 | 18 | 0.900000 |
| 6 | 71 | 63 | 0.887324 |
| 7 | 240 | 216 | 0.900000 |
| 8 | 871 | 783 | 0.898967 | | | n | g(n) | g(n)f | g(n)/g(n)f |
| --- | --- | --- | --- |
| 10 | 17 | 8 | 0.470588 |
| 20 | 244 | 81 | 0.331967 |
| 30 | 2136 | 586 | 0.274345 |
| 40 | 14048 | 3308 | 0.235478 |
| 50 | 76104 | 15748 | 0.206927 |
| 60 | 357635 | 66843 | 0.186903 |
| 70 | 1503172 | 256347 | 0.170537 |
| 80 | 5777292 | 909945 | 0.157504 |
| 90 | 20614755 | 3026907 | 0.146832 |
| 100 | 69065657 | 9512939 | 0.137738 |
| 110 | 219186741 | 28504221 | 0.130045 |
| 120 | 663394137 | 81823499 | 0.123341 |
| 130 | 1925513465 | 226224550 | 0.117488 |
| 140 | 5383833857 | 604601758 | 0.112299 |
| 150 | 14555902348 | 1567370784 | 0.107679 |
| 160 | 38173235010 | 3951974440 | 0.103527 |
| 170 | 97368672089 | 9714690421 | 0.099772 | | 0 |
| n | D(n) | D(n)f | D(n)/D(n)f |
| --- | --- | --- | --- |
| 4 | 7 | 6 | 0.857143 |
| 5 | 20 | 18 | 0.900000 |
| 6 | 71 | 63 | 0.887324 | | | 7 | 240 | 216 | 0.900000 |
| --- | --- | --- | --- |
| 8 | 871 | 783 | 0.898967 |
| 9 | 3148 | 2843 | 0.903113 |
| 10 | 11655 | 10535 | 0.903904 |
| 11 | 43332 | 39232 | 0.905382 |
| 12 | 162769 | 147457 | 0.905928 |
| 13 | 614198 | 556859 | 0.906644 |
| 14 | 2330537 | 2113982 | 0.907079 |
| 15 | 8875768 | 8054923 | 0.907518 |
| 16 | 33924859 | 30799063 | 0.907861 |
| 17 | 130038230 | 118098443 | 0.908182 |
| 18 | 499753855 | 454006818 | 0.908461 |
| 19 | 1924912894 | 1749201100 | 0.908717 |
| 20 | 7429160296 | 6752721263 | 0.908948 |
| 21 | 28723877732 | 26114628694 | 0.909161 |
| 22 | 111236423288 | 101153550972 | 0.909356 |
| 23 | 431403470222 | 392377497401 | 0.909537 |
| 24 | 1675316535350 | 1524043284254 | 0.909705 |
| 25 | 6513837679610 | 5926683351876 | 0.909860 |
| 26 | 25354842100894 | 23073049582134 | 0.910006 | | 1 |
| n | D(n) | D(n)f | D(n)/D(n)f |
| --- | --- | --- | --- |
| 4 | 7 | 6 | 0.857143 |
| 5 | 20 | 18 | 0.900000 |
| 6 | 71 | 63 | 0.887324 | | | 100 | 69065657 | 9512939 | 0.137738 |
| --- | --- | --- | --- |
| 110 | 219186741 | 28504221 | 0.130045 |
| 120 | 663394137 | 81823499 | 0.123341 |
| 130 | 1925513465 | 226224550 | 0.117488 |
| 140 | 5383833857 | 604601758 | 0.112299 |
| 150 | 14555902348 | 1567370784 | 0.107679 |
| 160 | 38173235010 | 3951974440 | 0.103527 |
| 170 | 97368672089 | 9714690421 | 0.099772 | | 0 |
| AccuracyRate<br>ExaminerPrecisionRecallF-measure | | | |
| --- | --- | --- | --- |
| Examiner2 | .43 | 1 | .60 |
| Examiner5 | 1 | .47 | .64 |
| Examiner1 | .83 | .26 | .40 | | | Examiner3 | .25 | 1 | .41 |
| --- | --- | --- | --- |
| Examiner4 | .48 | 1 | .64 | | 1 |
| AccuracyRate<br>ExaminerPrecisionRecallF-measure | | | |
| --- | --- | --- | --- |
| Examiner2 | .43 | 1 | .60 |
| Examiner5 | 1 | .47 | .64 |
| Examiner1 | .83 | .26 | .40 | | | Expert | System | | |
| --- | --- | --- | --- |
| Precision | Recall | F-measure | |
| ExpertA | 75.38 | 29.09 | 0.42 |
| ExpertB | 77.08 | 25.23 | 0.38 |
| ExpertC | 73.85 | 37.88 | 0.50 | | 0 |
| AccuracyRate<br>ExaminerPrecisionRecallF-measure | | | |
| --- | --- | --- | --- |
| Examiner2 | .43 | 1 | .60 | | | Examiner5 | 1 | .47 | .64 |
| --- | --- | --- | --- |
| Examiner1 | .83 | .26 | .40 |
| Examiner3 | .25 | 1 | .41 |
| Examiner4 | .48 | 1 | .64 | | 1 |
| AccuracyRate<br>ExaminerPrecisionRecallF-measure | | | |
| --- | --- | --- | --- |
| Examiner2 | .43 | 1 | .60 | | | ExpertA | 75.38 | 29.09 | 0.42 |
| --- | --- | --- | --- |
| ExpertB | 77.08 | 25.23 | 0.38 |
| ExpertC | 73.85 | 37.88 | 0.50 | | 0 |
| Model | IBMDNES-309170W |
| --- | --- |
| DiskCapacity | C=9.17GB |
| Numberofcylinders/zones | 11,474/11 |
| Trackspercylinder | 5 |
| Rotationsperminute | 7200RPM |
| Diskrotationtime | T=8.33msrot |
| | latrot |
| Headsettlingtime | T=0.14msh |
| | seek | | | | xfer |
| --- | --- |
| SR | seeklatxfer |
| | SR |
| | SWSRh |
| | RMWSRrot | | 1 |
| Model | IBMDNES-309170W |
| --- | --- |
| DiskCapacity | C=9.17GB |
| Numberofcylinders/zones | 11,474/11 |
| Trackspercylinder | 5 |
| Rotationsperminute | 7200RPM |
| Diskrotationtime | T=8.33msrot |
| | latrot |
| Headsettlingtime | T=0.14msh |
| | seek | | | Hardware | Model |
| --- | --- |
| GPU | NVIDIATeslaP40 |
| CPU | IntelXeonE5-2650v4Dual |
| Network | 56GbpsInfiniBand+1GbpsEthernet |
| Memory | 128GBDDR4 |
| Harddisk | SSD6T(x2withRAID0)inNode0,<br>andothersareHDD1T(x4withRAID5).<br>Eachnodehasonecopyofthedataset | | 0 |
| Model | IBMDNES-309170W |
| --- | --- |
| DiskCapacity | C=9.17GB |
| Numberofcylinders/zones | 11,474/11 |
| Trackspercylinder | 5 |
| Rotationsperminute | 7200RPM |
| Diskrotationtime | T=8.33msrot |
| | latrot | | | Headsettlingtime | T=0.14msh |
| --- | --- |
| | seek |
| | xfer |
| SR | seeklatxfer |
| | SR |
| | SWSRh |
| | RMWSRrot | | 1 |
| Model | IBMDNES-309170W |
| --- | --- |
| DiskCapacity | C=9.17GB |
| Numberofcylinders/zones | 11,474/11 |
| Trackspercylinder | 5 |
| Rotationsperminute | 7200RPM |
| Diskrotationtime | T=8.33msrot |
| | latrot | | | Memory | 128GBDDR4 |
| --- | --- |
| Harddisk | SSD6T(x2withRAID0)inNode0,<br>andothersareHDD1T(x4withRAID5).<br>Eachnodehasonecopyofthedataset | | 0 |
| Problem | VR | Q | Q’ | No.vehicles | No.Routes |
| --- | --- | --- | --- | --- | --- |
| 11eil51 | 2 | 160 | 320 | 6 | 3 |
| 16eil76A | 2 | 140 | 280 | 10 | 5 | | | 16eil76B | 3 | 100 | 300 | 15 | 5 |
| --- | --- | --- | --- | --- | --- |
| 16eil76C | 2 | 180 | 360 | 8 | 4 |
| 16eil76D | 2 | 220 | 440 | 6 | 3 |
| 21eil101A | 2 | 200 | 400 | 8 | 4 |
| 21eil101B | 2 | 112 | 224 | 14 | 7 | | 1 |
| Problem | VR | Q | Q’ | No.vehicles | No.Routes |
| --- | --- | --- | --- | --- | --- |
| 11eil51 | 2 | 160 | 320 | 6 | 3 |
| 16eil76A | 2 | 140 | 280 | 10 | 5 | | | | 1Node | 2Nodes | 4Nodes | 8Nodes | 16Nodes |
| --- | --- | --- | --- | --- | --- |
| Q1 | 395.82 | 254.49 | 307.9 | 215.35 | 146.35 |
| Q2 | 181.91 | 165.32 | 160.97 | 150.87 | 144.49 |
| Q3 | 354.55 | 192.83 | 231.96 | 156.26 | 106.05 |
| Q4 | 705.96 | 737.82 | 725.21 | 292.48 | 196.56 |
| Q5 | 178.55 | 161.36 | 168.21 | 167.29 | 147.78 |
| Q7 | 889.83 | 602.84 | 569.87 | 446.54 | 335.63 |
| Q8 | 271.94 | 202.84 | 247.64 | 184.74 | 146.29 |
| Q9 | 615.42 | 457.34 | 349.46 | 259.7 | 137.27 |
| Q10 | 526.03 | 319.47 | 339.01 | 258.55 | 203.17 |
| Q11 | 36.64 | 36.3 | 36.24 | 36.52 | 33.58 |
| Q12 | 102.55 | 72.25 | 66.01 | 85.13 | 68.13 | | 0 |
| Problem | VR | Q | Q’ | No.vehicles | No.Routes |
| --- | --- | --- | --- | --- | --- |
| 11eil51 | 2 | 160 | 320 | 6 | 3 |
| 16eil76A | 2 | 140 | 280 | 10 | 5 | | | 16eil76B | 3 | 100 | 300 | 15 | 5 |
| --- | --- | --- | --- | --- | --- |
| 16eil76C | 2 | 180 | 360 | 8 | 4 |
| 16eil76D | 2 | 220 | 440 | 6 | 3 |
| 21eil101A | 2 | 200 | 400 | 8 | 4 |
| 21eil101B | 2 | 112 | 224 | 14 | 7 | | 1 |
| Problem | VR | Q | Q’ | No.vehicles | No.Routes |
| --- | --- | --- | --- | --- | --- |
| 11eil51 | 2 | 160 | 320 | 6 | 3 |
| 16eil76A | 2 | 140 | 280 | 10 | 5 | | | Q9 | 615.42 | 457.34 | 349.46 | 259.7 | 137.27 |
| --- | --- | --- | --- | --- | --- |
| Q10 | 526.03 | 319.47 | 339.01 | 258.55 | 203.17 |
| Q11 | 36.64 | 36.3 | 36.24 | 36.52 | 33.58 |
| Q12 | 102.55 | 72.25 | 66.01 | 85.13 | 68.13 | | 0 |
| - | - |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 | | | 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| --- | --- |
| - | - | | 1 |
| - | - |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 | | | - | - |
| --- | --- |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>3x3 | 1<br>1 | | 0 |
| - | - |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 | | | 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| - | - | | 1 |
| - | - |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 | | | 3x3<br>2x2 | 1<br>2 |
| --- | --- |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>2x2 | 1<br>2 |
| 3x3<br>3x3 | 1<br>1 | | 0 |
| Homosapiens75 | | | |
| --- | --- | --- | --- |
| Subsampleperc | Total | node1 | node2 | | | 25 | 86.5 | 80.1 | 86.5 |
| --- | --- | --- | --- |
| 55 | 88.8 | 88.8 | 88.3 |
| 75 | 85.8 | 71.5 | 85.8 |
| 90 | 84.9 | 69.1 | 84.9 |
| 100 | 95.3 | 80.9 | 95.3 |
| Sequential | 94 | | | | 1 |
| Homosapiens75 | | | |
| --- | --- | --- | --- |
| Subsampleperc | Total | node1 | node2 | | | Homosapiens75 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Run1 | Run2 | | | | | |
| Subsampleperc | Top3 | Top5 | Top10 | Top3 | Top5 | Top10 |
| 25 | 0 | 0 | 0 | 0 | 0 | 0 |
| 55 | 0 | 0 | 2 | 0 | 1 | 1 |
| 75 | 1 | 1 | 2 | 1 | 1 | 3 |
| 90 | 0 | 0 | 0 | 0 | 0 | 1 |
| 100 | 3 | 5 | 10 | 3 | 5 | 10 | | 0 |
| Homosapiens75 | | | |
| --- | --- | --- | --- |
| Subsampleperc | Total | node1 | node2 |
| 25 | 86.5 | 80.1 | 86.5 | | | 55 | 88.8 | 88.8 | 88.3 |
| --- | --- | --- | --- |
| 75 | 85.8 | 71.5 | 85.8 |
| 90 | 84.9 | 69.1 | 84.9 |
| 100 | 95.3 | 80.9 | 95.3 |
| Sequential | 94 | | | | 1 |
| Homosapiens75 | | | |
| --- | --- | --- | --- |
| Subsampleperc | Total | node1 | node2 |
| 25 | 86.5 | 80.1 | 86.5 | | | Subsampleperc | Top3 | Top5 | Top10 | Top3 | Top5 | Top10 |
| --- | --- | --- | --- | --- | --- | --- |
| 25 | 0 | 0 | 0 | 0 | 0 | 0 |
| 55 | 0 | 0 | 2 | 0 | 1 | 1 |
| 75 | 1 | 1 | 2 | 1 | 1 | 3 |
| 90 | 0 | 0 | 0 | 0 | 0 | 1 |
| 100 | 3 | 5 | 10 | 3 | 5 | 10 | | 0 |
| Tab.??name | DIMACSname | \|V\| | d | avgdeg./std.dev. |
| --- | --- | --- | --- | --- |
| g1 | david.col | 87 | 0.11 | 9.33/10.49 |
| g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 |
| g4 | queen812.col | 96 | 0.30 | 28.5/2.29 | | | g5 | queen88.col | 64 | 0.36 | 22.75/1.85 |
| --- | --- | --- | --- | --- |
| g6 | queen99.col | 81 | 0.33 | 26.07/2.09 | | 1 |
| Tab.??name | DIMACSname | \|V\| | d | avgdeg./std.dev. |
| --- | --- | --- | --- | --- |
| g1 | david.col | 87 | 0.11 | 9.33/10.49 |
| g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 |
| g4 | queen812.col | 96 | 0.30 | 28.5/2.29 | | | Time(s) | Exp2 | Branin | Hart. | Michal. | Walker | MCar | LogR | OnLDA | HPNN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #dims | 2 | 2 | 6 | 10 | 8 | 7 | 4 | 3 | 14 |
| #evals | 60 | 40 | 70 | 210 | 40 | 40 | 50 | 70 | 110 |
| BO | 120 | 171 | 460 | 8360 | 47 | 38 | 28 | 112 | 763 |
| SBO | 2481 | 3732 | 10415 | 225313 | 440 | 797 | 730 | 2131 | 28442 |
| WARP | 13929 | 28474 | 188942 | 4445854 | 20271 | 18972 | 9149 | 21299 | 710974 | | 0 |
| Tab.??name | DIMACSname | \|V\| | d | avgdeg./std.dev. |
| --- | --- | --- | --- | --- |
| g1 | david.col | 87 | 0.11 | 9.33/10.49 |
| g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 | | | g4 | queen812.col | 96 | 0.30 | 28.5/2.29 |
| --- | --- | --- | --- | --- |
| g5 | queen88.col | 64 | 0.36 | 22.75/1.85 |
| g6 | queen99.col | 81 | 0.33 | 26.07/2.09 | | 1 |
| Tab.??name | DIMACSname | \|V\| | d | avgdeg./std.dev. |
| --- | --- | --- | --- | --- |
| g1 | david.col | 87 | 0.11 | 9.33/10.49 |
| g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 | | | BO | 120 | 171 | 460 | 8360 | 47 | 38 | 28 | 112 | 763 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SBO | 2481 | 3732 | 10415 | 225313 | 440 | 797 | 730 | 2131 | 28442 |
| WARP | 13929 | 28474 | 188942 | 4445854 | 20271 | 18972 | 9149 | 21299 | 710974 | | 0 |
| Parameter | Value | Parameter | Value |
| --- | --- | --- | --- |
| c | 1−5 | r | 0.002−0.05 |
| k | 10−250 | Pagesize | 4KB |
| Pageacc.time | 2ms | | |
| Gowalla | | | |
| User# | 107,092 | Edge# | 456,830 |
| Maxdegree | 9,967 | Avg.degree | 9.177 |
| Maxcorenum. | 43 | Avg.corenum. | 4.839 |
| Datasetsize | 27.2MB | | |
| Dianping | | | |
| User# | 2,673,970 | Edge# | 922,977 |
| Maxdegree | 11423 | Avg.degree | 5.184 | | | Maxcorenum. | 24 | Avg.corenum. | 2.741 |
| --- | --- | --- | --- |
| Datasize | 162M | | |
| Twitter-2010 | | | |
| User# | 41,652,098 | Edge# | 684,500,219 |
| Maxdegree | 1,405,986 | Avg.degree | 30.453 |
| Maxcorenum. | 2,059 | Avg.corenum. | 14.692 |
| Datasetsize | 29.7GB | | | | 1 |
| Parameter | Value | Parameter | Value |
| --- | --- | --- | --- |
| c | 1−5 | r | 0.002−0.05 |
| k | 10−250 | Pagesize | 4KB |
| Pageacc.time | 2ms | | |
| Gowalla | | | |
| User# | 107,092 | Edge# | 456,830 |
| Maxdegree | 9,967 | Avg.degree | 9.177 |
| Maxcorenum. | 43 | Avg.corenum. | 4.839 |
| Datasetsize | 27.2MB | | |
| Dianping | | | |
| User# | 2,673,970 | Edge# | 922,977 |
| Maxdegree | 11423 | Avg.degree | 5.184 | | | name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 |
| ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 |
| ex195 | 216 | 382 | 10 | 114 | 84 | 0.015 |
| ex197 | 303 | 1158 | 15 | 176 | 56 | 0.062 |
| ex199 | 310 | 537 | 9 | 157 | 131 | 0.046 | | 0 |
| Parameter | Value | Parameter | Value |
| --- | --- | --- | --- |
| c | 1−5 | r | 0.002−0.05 |
| k | 10−250 | Pagesize | 4KB |
| Pageacc.time | 2ms | | |
| Gowalla | | | |
| User# | 107,092 | Edge# | 456,830 | | | Maxdegree | 9,967 | Avg.degree | 9.177 |
| --- | --- | --- | --- |
| Maxcorenum. | 43 | Avg.corenum. | 4.839 |
| Datasetsize | 27.2MB | | |
| Dianping | | | |
| User# | 2,673,970 | Edge# | 922,977 |
| Maxdegree | 11423 | Avg.degree | 5.184 |
| Maxcorenum. | 24 | Avg.corenum. | 2.741 |
| Datasize | 162M | | |
| Twitter-2010 | | | |
| User# | 41,652,098 | Edge# | 684,500,219 |
| Maxdegree | 1,405,986 | Avg.degree | 30.453 |
| Maxcorenum. | 2,059 | Avg.corenum. | 14.692 |
| Datasetsize | 29.7GB | | | | 1 |
| Parameter | Value | Parameter | Value |
| --- | --- | --- | --- |
| c | 1−5 | r | 0.002−0.05 |
| k | 10−250 | Pagesize | 4KB |
| Pageacc.time | 2ms | | |
| Gowalla | | | |
| User# | 107,092 | Edge# | 456,830 | | | ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| --- | --- | --- | --- | --- | --- | --- |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 |
| ex195 | 216 | 382 | 10 | 114 | 84 | 0.015 |
| ex197 | 303 | 1158 | 15 | 176 | 56 | 0.062 |
| ex199 | 310 | 537 | 9 | 157 | 131 | 0.046 | | 0 |
| DTDCardinalitySymbol | Rule | XDSoccurrences |
| --- | --- | --- |
| + | isequivalentto | (;)minOccurs=1maxOccurs=unbounded |
| * | isequivalentto | (;)minOccurs=0maxOccurs=unbounded | | | ? | isequivalentto | (;)minOccurs=0maxOccurs=1 |
| --- | --- | --- |
| None | isequivalentto | (;)minOccurs=1maxOccurs=1 | | 1 |
| DTDCardinalitySymbol | Rule | XDSoccurrences |
| --- | --- | --- |
| + | isequivalentto | (;)minOccurs=1maxOccurs=unbounded |
| * | isequivalentto | (;)minOccurs=0maxOccurs=unbounded | | | D1 | D2 | X1 | X2 | Function |
| --- | --- | --- | --- | --- |
| A | A | 0 | B | A·B(AND) |
| A | A | 0 | B | A+B(NOR) |
| A | A | B | B | A⊕B(XOR) |
| A | A | B | B | A(cid:12)B(XNOR) | | 0 |
| DTDCardinalitySymbol | Rule | XDSoccurrences |
| --- | --- | --- |
| + | isequivalentto | (;)minOccurs=1maxOccurs=unbounded | | | * | isequivalentto | (;)minOccurs=0maxOccurs=unbounded |
| --- | --- | --- |
| ? | isequivalentto | (;)minOccurs=0maxOccurs=1 |
| None | isequivalentto | (;)minOccurs=1maxOccurs=1 | | 1 |
| DTDCardinalitySymbol | Rule | XDSoccurrences |
| --- | --- | --- |
| + | isequivalentto | (;)minOccurs=1maxOccurs=unbounded | | | A | A | 0 | B | A+B(NOR) |
| --- | --- | --- | --- | --- |
| A | A | B | B | A⊕B(XOR) |
| A | A | B | B | A(cid:12)B(XNOR) | | 0 |
| ρ |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | | 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | 1 |
| ρ |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | | n | ρ |
| --- | --- |
| 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 |
| 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 |
| 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 |
| 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 | | 0 |
| ρ |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | | 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | 1 |
| ρ |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | | 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 |
| --- | --- |
| 10,000<br>30,000 | 0<br>0.3<br>0<br>0.3 | | 0 |
| Methods | ROUGE-1 | ROUGE-2 | ROUGE-L | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| R | P | F1 | R | P | F1 | R | P | F1 | R | P | |
| LexRank | 11.32 | 11.16 | 11.04 | 1.32 | 1.34 | 1.31 | 10.33 | 10.16 | 10.06 | 3.41 | 3.38 |
| RMRt | 11.17 | 10.25 | 10.54 | 2.25 | 2.16 | 2.19 | 10.22 | 9.39 | 9.65 | 3.88 | 3.66 | | | CTRt | 10.74 | 9.95 | 10.19 | 2.21 | 2.14 | 2.15 | 9.91 | 9.19 | 9.41 | 3.96 | 3.64 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| NRT | 9.39 | 17.75 | 11.64 | 1.83 | 3.39 | 2.22 | 8.70 | 16.27 | 10.74 | 3.01 | 7.06 | | 1 |
| Methods | ROUGE-1 | ROUGE-2 | ROUGE-L | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| R | P | F1 | R | P | F1 | R | P | F1 | R | P | |
| LexRank | 11.32 | 11.16 | 11.04 | 1.32 | 1.34 | 1.31 | 10.33 | 10.16 | 10.06 | 3.41 | 3.38 |
| RMRt | 11.17 | 10.25 | 10.54 | 2.25 | 2.16 | 2.19 | 10.22 | 9.39 | 9.65 | 3.88 | 3.66 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| BG11362 | 4 | 0 | 2 | 4 | 0 | 0 | - | 104 | 81 | 13 | 23 | 0.862 |
| BG14213 | 61 | 45 | 2 | 16 | 0.957 | 0.738 | 0.833 | 106 | 106 | 3 | 0 | 0.972 |
| BG2408 | 20 | 18 | 5 | 2 | 0.783 | 0.9 | 0.837 | 101 | 100 | 7 | 1 | 0.935 |
| BG34901 | 16 | 8 | 2 | 8 | 0.8 | 0.5 | 0.615 | 224 | 219 | 6 | 5 | 0.973 |
| BG35050 | 4 | 0 | 1 | 4 | 0 | 0 | - | 98 | 98 | 0 | 0 | 1 |
| BG35187 | 23 | 19 | 1 | 4 | 0.95 | 0.826 | 0.884 | 135 | 125 | 3 | 10 | 0.977 |
| BG36028 | 0 | 0 | 0 | 0 | - | - | - | 87 | 86 | 14 | 1 | 0.86 |
| BG36182 | 14 | 3 | 0 | 11 | 1 | 0.214 | 0.353 | 95 | 95 | 3 | 0 | 0.969 |
| BG36506 | 6 | 4 | 2 | 2 | 0.667 | 0.667 | 0.667 | 77 | 76 | 1 | 1 | 0.987 |
| BG36537 | 30 | 24 | 20 | 6 | 0.545 | 0.8 | 0.649 | 259 | 244 | 0 | 15 | 1 |
| BG36628 | 10 | 6 | 3 | 4 | 0.667 | 0.6 | 0.632 | 192 | 191 | 5 | 1 | 0.974 |
| BG37359 | 6 | 6 | 1 | 0 | 0.857 | 1 | 0.923 | 164 | 157 | 3 | 7 | 0.981 |
| BG37417 | 12 | 10 | 2 | 2 | 0.833 | 0.833 | 0.833 | 76 | 72 | 4 | 4 | 0.947 |
| BG37822 | 10 | 9 | 1 | 1 | 0.9 | 0.9 | 0.9 | 119 | 115 | 5 | 4 | 0.958 |
| BG37879 | 4 | 3 | 1 | 1 | 0.75 | 0.75 | 0.75 | 95 | 92 | 0 | 3 | 1 |
| BG38150 | 4 | 4 | 2 | 0 | 0.667 | 1 | 0.8 | 215 | 214 | 1 | 1 | 0.995 |
| BG9401 | 3 | 3 | 1 | 0 | 0.75 | 1 | 0.857 | 89 | 89 | 0 | 0 | 1 |
| Total | 227 | 162 | 46 | 65 | 0.779 | 0.714 | 0.745 | 2236 | 2160 | 68 | 76 | 0.969 | | 0 |
| Methods | ROUGE-1 | ROUGE-2 | ROUGE-L | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| R | P | F1 | R | P | F1 | R | P | F1 | R | P | | | LexRank | 11.32 | 11.16 | 11.04 | 1.32 | 1.34 | 1.31 | 10.33 | 10.16 | 10.06 | 3.41 | 3.38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| RMRt | 11.17 | 10.25 | 10.54 | 2.25 | 2.16 | 2.19 | 10.22 | 9.39 | 9.65 | 3.88 | 3.66 |
| CTRt | 10.74 | 9.95 | 10.19 | 2.21 | 2.14 | 2.15 | 9.91 | 9.19 | 9.41 | 3.96 | 3.64 |
| NRT | 9.39 | 17.75 | 11.64 | 1.83 | 3.39 | 2.22 | 8.70 | 16.27 | 10.74 | 3.01 | 7.06 | | 1 |
| Methods | ROUGE-1 | ROUGE-2 | ROUGE-L | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| R | P | F1 | R | P | F1 | R | P | F1 | R | P | | | BG36537 | 30 | 24 | 20 | 6 | 0.545 | 0.8 | 0.649 | 259 | 244 | 0 | 15 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| BG36628 | 10 | 6 | 3 | 4 | 0.667 | 0.6 | 0.632 | 192 | 191 | 5 | 1 | 0.974 |
| BG37359 | 6 | 6 | 1 | 0 | 0.857 | 1 | 0.923 | 164 | 157 | 3 | 7 | 0.981 |
| BG37417 | 12 | 10 | 2 | 2 | 0.833 | 0.833 | 0.833 | 76 | 72 | 4 | 4 | 0.947 |
| BG37822 | 10 | 9 | 1 | 1 | 0.9 | 0.9 | 0.9 | 119 | 115 | 5 | 4 | 0.958 |
| BG37879 | 4 | 3 | 1 | 1 | 0.75 | 0.75 | 0.75 | 95 | 92 | 0 | 3 | 1 |
| BG38150 | 4 | 4 | 2 | 0 | 0.667 | 1 | 0.8 | 215 | 214 | 1 | 1 | 0.995 |
| BG9401 | 3 | 3 | 1 | 0 | 0.75 | 1 | 0.857 | 89 | 89 | 0 | 0 | 1 |
| Total | 227 | 162 | 46 | 65 | 0.779 | 0.714 | 0.745 | 2236 | 2160 | 68 | 76 | 0.969 | | 0 |
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