premise string | hypothesis string | label int64 |
|---|---|---|
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.40... | | 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| --- | --- | --- | --- | --... | 1 |
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.40... | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | 0 |
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.40... | | 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| --- | --- | --- | --- | --... | 1 |
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.40... | | 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<... | 0 |
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 | | | 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 51 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0.01 | 0.02 | 0.04 | 0.06 | 0.09 | 0.12 | 188 |
| 6 | 0.03 | 0.05 | 0.15 | 0.21 | 0.36 | 0.5 | 731 |
| 7 | 0.11 | 0.19 | 0.58 | 0.98 | 1.55 | 2.35 | 2950 |
| 8 | 0.36 | 0.57 | 2.3 | 3.9 | 7.16 | 8.03 | 12235 |
| 9 ... | 1 |
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 | | | n=50 | n=100 | n=200 | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | max. | | | | | | | |
| h | avg. | max. | avg. | max. | avg. | max. | avg. | max. | avg. |... | 0 |
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
| 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 ... | | 5 | 0.01 | 0.02 | 0.04 | 0.06 | 0.09 | 0.12 | 188 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 6 | 0.03 | 0.05 | 0.15 | 0.21 | 0.36 | 0.5 | 731 |
| 7 | 0.11 | 0.19 | 0.58 | 0.98 | 1.55 | 2.35 | 2950 |
| 8 | 0.36 | 0.57 | 2.3 | 3.9 | 7.16 | 8.03 | 12235 |
| 9 | 1.2 | 2.4 | 10.74 | 13.8 | 33.97 | 55.2 | 51822 ... | 1 |
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
| 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 ... | | 7 | 4.67 | 8.13 | 1.32 | 3.38 | 12.18 | 16.27 | 4.93 | 7.17 | 25.71 | 27.89 | 13.45 | 15.06 | 16768 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 42.18 | 72.01 | 7.66 | 19.74 | 114.11 | 136.28 | 50.78 | 69.6 | 242.49 | 269.56 | 116.55 | 131.73 | 95200 | | 0 |
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 | | | BG-AMP | -17.84 | 68 |
| --- | --- | --- |
| SPGL1 | -18.06 | 536 |
| VB | -19.04 | 107 |
| MCMC | -20.10 | 742 |
| Turbo-BG | -20.49 | 51 |
| Turbo-GM | -20.74 | 51 | | 1 |
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 | | | | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.98... | 0 |
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
| BG-AMP | -17.84 | 68 |
| SPGL1 | -18.06 | 536 | | | VB | -19.04 | 107 |
| --- | --- | --- |
| MCMC | -20.10 | 742 |
| Turbo-BG | -20.49 | 51 |
| Turbo-GM | -20.74 | 51 | | 1 |
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
| BG-AMP | -17.84 | 68 |
| SPGL1 | -18.06 | 536 | | | VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | | 0 |
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 | | | GBDT | 98.54 | 98.79 | 100 | 27.65 | 21.45 |
| --- | --- | --- | --- | --- | --- |
| Proposedalgorithm | 99.02 | 99.63 | 100 | 57.46 | 23.84 | | 1 |
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 | | | | NSL-KDD | UNSW-NB15 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| ACC | PPV | TPR | ACC | PPV | TPR | |
| DecisionTree | 87.91 | 63.62 | 68.50 | 93.78 | 76.42 | 68.92 |
| K-means | 82.78 | 84.96 | 56.95 | 87.05 | 74.01 | 35.23 |
| KNeighboursClassifier | 88.56 | 77.19 | 71.39 | 94.31 | 77.42 | 71.52 ... | 0 |
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 | | | RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| --- | --- | --- | --- | --- | --- |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
| GBDT | 98.54 | 98.79 | 100 | 27.65 | 21.45 |
| Proposedalgorithm | 99.02 | 99.63 | 100 | 57.46 | 23.84 | | 1 |
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 | | | MultilayerPerceptron(MLP) | 87.91 | 63.62 | 68.5 | 90.16 | 76.72 | 75.39 |
| --- | --- | --- | --- | --- | --- | --- |
| GaussianNaiveBayes | 88.33 | 73.98 | 41.67 | 88.34 | 73.98 | 41.67 |
| MultinomialNaiveBayes | 83.96 | 65.52 | 59.90 | 90.97 | 55.40 | 54.86 |
| BernoulliNaiveBayes | 74.60 | 87.47 | 36.49 | 91.31 ... | 0 |
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii | | | cynical | tub | crates |
| --- | --- | --- |
| phila | transaction | corporeal | | 1 |
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii | | | Cluster |
| --- |
| Location |
| Composition |
| Catholicism |
| Others |
| Abstract |
| Specific |
| Scientist |
| Businessman |
| Writer | | 0 |
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii | | | cynical | tub | crates |
| --- | --- | --- |
| phila | transaction | corporeal | | 1 |
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii | | | Others |
| --- |
| Abstract |
| Specific |
| Scientist |
| Businessman |
| Writer | | 0 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<b... | | ogl-dct-1000-20000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 8.09e+001<br>8.09e+001<br>1.48e+002<br>2.55e+002 | 463<br>16<br>26<br>- | 1.00e+000<br>2.88e+001<br>2.93e+001<br>- | 2.6340e+003<br>2.6340e+003<br>2.6342e+003<br>2.6357e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-25000-1 | ADAL<br>FISTA-p<b... | 1 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<b... | | DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 |
| ogl-dct-1000-10000-1 | FISTA-p<b... | 0 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<b... | | ogl-dct-1000-10000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 3.30e+001<br>3.16e+001<br>7.27e+001<br>3.67e+001 | 330<br>10<br>24<br>- | 1.00e+000<br>3.10e+001<br>3.25e+001<br>- | 1.2707e+003<br>1.2708e+003<br>1.2708e+003<br>1.2709e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | ADAL<br>FISTA-p<b... | 1 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<b... | | ogl-dct-1000-10000-1 | FISTA-p<br>FISTA<br>ADAL | 3.16e+001<br>6.33e+001<br>4.43e+001 | 14<br>44<br>270 | 1.73e+001<br>1.74e+001<br>1.00e+000 | 1.4887e+003<br>1.4887e+003<br>1.4887e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | FISTA-p<br>FISTA<br>ADAL | 4.29e+001<br>9.73e+001<br>5.37e+001 | 14... | 0 |
| PartA |
| --- |
| MAEMSE | | | 181.8277.7 |
| --- |
| 110.2173.2 |
| 90.4135.0 |
| 73.6106.4 |
| 88.5147.6 | | 1 |
| PartA |
| --- |
| MAEMSE | | | PartA | | |
| --- | --- | --- |
| MAE | MSE | MAE |
| 83.1 | 120.4 | 20.1 |
| 82.1 | 111.3 | 18.8 |
| 73.2 | 113.1 | 11.2 |
| 69.3 | 96.4 | 11.1 |
| 74.12 | 110.33 | 14.27 | | 0 |
| PartA |
| --- |
| MAEMSE |
| 181.8277.7 | | | 110.2173.2 |
| --- |
| 90.4135.0 |
| 73.6106.4 |
| 88.5147.6 | | 1 |
| PartA |
| --- |
| MAEMSE |
| 181.8277.7 | | | 73.2 | 113.1 | 11.2 |
| --- | --- | --- |
| 69.3 | 96.4 | 11.1 |
| 74.12 | 110.33 | 14.27 | | 0 |
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a | | | Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a |
| --- | --- | --- | --- | --- | --- |
| Fluidanimate | 3500 | 1.00 | 1.01 | 1.05 | n/a |
| Streamcluster | 53460 | 1.00 | 1.00 | 1.00 | 1.02 | | 1 |
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a | | | Filter | GS | BF | BFG | BFPL | GF | AMF | RF | TF | RGF | MF | WMF | BM3D | L0 | RTV |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| InitGT | 27.75 | 25.50 | 25.67 | 27.85 | 28.21 | 27.36 | 27.80 | 28.75 | 30.06 | 26.01 | 33.00 | 32.27 | 26.86 | 25.34 |
| FinalGT | 41.... | 0 |
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
| Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a | | | Fluidanimate | 3500 | 1.00 | 1.01 | 1.05 | n/a |
| --- | --- | --- | --- | --- | --- |
| Streamcluster | 53460 | 1.00 | 1.00 | 1.00 | 1.02 | | 1 |
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
| Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a | | | InitDT | 36.62 | 33.12 | 32.72 | 33.36 | 32.49 | 30.66 | 29.11 | 26.85 | 37.27 | 37.08 | 35.72 | 38.61 | 31.70 | 34.84 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FinalDT | 79.07 | 80.49 | 64.21 | 54.32 | 87.94 | 53.02 | 60.22 | 36.00 | 45.55 | N/A | 35.65 | 57.50 |... | 0 |
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0... | | DFSN-5B | 37.17/0.969 | 39.80/0.984 | 35.71/0.949 | 34.77/0.942 |
| --- | --- | --- | --- | --- |
| DISN-5B | 37.65/0.972 | 40.54/0.985 | 36.53/0.955 | 35.01/0.943 | | 1 |
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0... | | Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | ... | 0 |
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0... | | DIRN-5B | 36.48/0.967 | 37.54/0.978 | 34.52/0.935 | 33.87/0.935 |
| --- | --- | --- | --- | --- |
| DFSN-5B | 37.17/0.969 | 39.80/0.984 | 35.71/0.949 | 34.77/0.942 |
| DISN-5B | 37.65/0.972 | 40.54/0.985 | 36.53/0.955 | 35.01/0.943 | | 1 |
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0... | | ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| --- | --- | --- | --- | --- | --- | --- |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | ... | 0 |
| 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 | | 1 |
| 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 | | | PNMM | | | | |
| --- | --- | --- | --- | --- |
| 5Endmembers | 8Endmembers | | | |
| Alg.(N)b | RMSE | RET(BS+HU) | RMSE | RET(BS+HU) |
| FCLS | 0.1966 | 1 | 0.1521 | 1 |
| SK-Hype | 0.1127 | 3744.9 | 0.0765 | 3672.2 |
| SK-Hype(10) | 0.1131 | 21.7(24.3) | 0.0827 | 21.5(24.4) |
| SK-Hype(100) | 0.1140 | 153.4(... | 0 |
| 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 | | 1 |
| 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 | | | SK-Hype(10) | 0.1131 | 21.7(24.3) | 0.0827 | 21.5(24.4) |
| --- | --- | --- | --- | --- |
| SK-Hype(100) | 0.1140 | 153.4(184.2) | 0.0771 | 140.3(170.8) |
| SK-Hype(300) | 0.1129 | 1764.3(1907.5) | 0.0765 | 1601.0(1743.7) |
| | GBM | | | |
| | 5Endmembers | 8Endmembers | | |
| FCLS | 0.0527 | 1 | 0.0390 | 1 |
... | 0 |
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
| Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 | | | Rene-Levesque | 0.334 | 0.424 | 0.5309 | 0.660 | 0.565 | 0.613 | 0.582 | 0.705 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Rouen | 0.501 | 0.629 | 0.582 | 0.600 | 0.696 | 0.670 | 0.617 | 0.620 |
| St-Marc | 0.463 | 0.534 | 0.652 | 0.651 | 0.638 | 0.653 | 0.691 | 0.682 | | 1 |
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
| Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 | | | R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | 0 |
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours | | | Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Rene-Levesque | 0.334 | 0.424 | 0.5309 | 0.660 | 0.565 | 0.613 | 0.582 | 0.705 |
| Rouen | 0.501 | 0.629 | 0.582 | 0.600 | 0.696 | 0.670 | 0.617 | 0.620 |
| St-Marc | 0.463 | 0.534 | ... | 1 |
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours | | | 39 | brotherlad | 0.6025 | 0.1275 |
| --- | --- | --- | --- |
| 40 | sagewizard | 0.615 | 0.1525 |
| 41 | oraclesage | 0.6525 | 0.2825 |
| 42 | birdcock | 0.6575 | 0.035 |
| 43 | birdcrane | 0.67 | 0.1625 |
| 44 | foodfruit | 0.6725 | 0.2425 |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 ... | 0 |
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
| VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB... | | NN/NNP+NNP/NN | 70+11 | 44+12 | 72+17 | 45+16 | 69+27 | 50+18 | 71+20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NNP/NNPS+NNPS/NNP | 45+14 | 37+19 | 45+13 | 46+15 | 54+12 | 51+12 | 53+14 |
| “that” | 187 | 53 | 66 | 45 | 60 | 40 | 57 |
| Total | 1341 | 631 | 820 | 630 | 703 | 603 | 731 | | 1 |
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
| VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB... | | M | Orig.<br>#T | #KB | #I | NetFABB<br>#T | #KB | #I | D | MeshMixer<br>#T | #KB | #I | D |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 4002 | 781 | 98 | 4564 | 890 | 296 | 0 | 32738 | 6387 | 0 | 0.43 |
| 2 | 145 | 28 | 42 | 264 | 50 | 0 | 11.3 | 30678 | 5981 | 0 | 0.47 |
| 3 | 20... | 0 |
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 | | | VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB/VBP+VBP/VB | 128+147 | 30+26 | 49+43 | 32+27 | 31+32 | 32+18 | 28+32 |
| NN/NNP+NNP/NN | 70+11 | 44+12 | 72+17 | ... | 1 |
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 | | | 2 | 145 | 28 | 42 | 264 | 50 | 0 | 11.3 | 30678 | 5981 | 0 | 0.47 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 20 | 4 | 18 | 12 | 3 | 0 | 4.9 | 26122 | 4876 | 0 | 0.41 |
| 4 | 15294 | 4176 | 5060 | 21064 | 4653 | 1102 | 18.5 | 1058720 | 223453 | 0 | 0.46 |
| 5 | 52851 | 11842 | 79... | 0 |
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 | | | Develop | 19-21 | 5,527 | 131,768 |
| --- | --- | --- | --- |
| Test | 22-24 | 5,462 | 129,654 |
| #oftagtypes | 45 | | | | 1 |
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 | | | DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 15-18 | 8,936 | 211,727 |
| Develop | N/A | N/A | N/A |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | | | 0 |
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 | | | Develop | 19-21 | 5,527 | 131,768 |
| --- | --- | --- | --- |
| Test | 22-24 | 5,462 | 129,654 |
| #oftagtypes | 45 | | | | 1 |
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 | | | Develop | N/A | N/A | N/A |
| --- | --- | --- | --- |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | | | 0 |
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 | | | Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| --- | --- | --- | --- | --- |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 | | 1 |
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 | | | Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3... | 0 |
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 | | | Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| --- | --- | --- | --- | --- |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 | | 1 |
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 | | | Heart | 270 | 2 | 13 |
| --- | --- | --- | --- |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 | | 0 |
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 | | | 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| --- | --- | --- | --- | --- |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 |
| 150 | 89.83 | 89.65 | 99.33 | 99.55 |
| 200 | 89.92 | 90.65 | 99.71 | 99.47 | | 1 |
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 | | | HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 84.85 | 86.45 | 94.91 | 96.40 |
| 32 | 83.41 | 83.89 | 94.43 | 93.18 |
| 64 | 83.82 | 85.93 | 96.04 | 96.23 |
| 100 | 83.49 | 85.53 | 93.93 | 95.74 |
| 128 | 84.67 | 86.75 | 97.49 | 97.52 |
| 150 | 85... | 0 |
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
| 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 | | | 150 | 89.83 | 89.65 | 99.33 | 99.55 |
| --- | --- | --- | --- | --- |
| 200 | 89.92 | 90.65 | 99.71 | 99.47 | | 1 |
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
| 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 | | | 100 | 83.49 | 85.53 | 93.93 | 95.74 |
| --- | --- | --- | --- | --- |
| 128 | 84.67 | 86.75 | 97.49 | 97.52 |
| 150 | 85.84 | 86.33 | 97.49 | 97.27 |
| 200 | 85.98 | 87.46 | 97.27 | 97.46 | | 0 |
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 | | | Clanking | 0.714 | 0.744 |
| --- | --- | --- |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 | | 1 |
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 | | | Events | AUC(F)64 | AUC([F,M])6464 |
| --- | --- | --- |
| Cheering | 0.632 | 0.668 |
| Children’sVoices | 0.678 | 0.723 |
| Clanking | 0.714 | 0.859 |
| Clapping | 0.646 | 0.680 |
| Drums | 0.60 | 0.639 |
| EngineNoise | 0.623 | 0.575 |
| Hammering | 0.557 | 0.660 |
| Laughing | 0.527 | 0.641 |
| MarchingBand | 0.55... | 0 |
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 | | | Clanking | 0.714 | 0.744 |
| --- | --- | --- |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 | | 1 |
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 | | | Scraping | 0.723 | 0.744 |
| --- | --- | --- |
| Mean | 0.625 | 0.693 | | 0 |
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no | | | dropoutrate | 0.5 |
| --- | --- |
| batchsize<br>initiallearningrate<br>decayrate<br>gradientclipping | 10<br>0.01<br>0.05<br>5.0 | | 1 |
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no | | | Hyper-parameter |
| --- |
| windowsize<br>numberoffilters |
| numberoflayers<br>statesize<br>initialstate<br>peepholes |
| numberoflayers<br>dimension |
| embeddings<br>LSTMhiddenstates<br>LSTMlayers |
| optimizer<br>initiallearningrate<br>decayrate<br>gradientclipping | | 0 |
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no | | | dropoutrate | 0.5 |
| --- | --- |
| batchsize<br>initiallearningrate<br>decayrate<br>gradientclipping | 10<br>0.01<br>0.05<br>5.0 | | 1 |
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no | | | embeddings<br>LSTMhiddenstates<br>LSTMlayers |
| --- |
| optimizer<br>initiallearningrate<br>decayrate<br>gradientclipping | | 0 |
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.1... | | 100 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 21.2655<br>36.6439<br>12.946<br>70.4997<br>71.2744<br>70.4997<br>4.24474<br>3.24623<br>27.8368 | 49.6781<br>85.8841<br>32.0706<br>163.457<br>187.673<br>168.905<br>16.0862<br>8.23929<br>66.6732 | 73.4371<br>220.311<br>56.3018<br>389.782<br>460.651<br>... | 1 |
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.1... | | Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
| 4 | ABM<br>HAL<br>L<br>SF... | 0 |
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.1... | | 50 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 19.5708<br>33.6343<br>13.6876<br>49.5795<br>43.4625<br>42.632<br>4.3519<br>3.28906<br>24.0764 | 44.693<br>78.046<br>33.736<br>106.716<br>106.716<br>96.8349<br>16.6003<br>8.31333<br>54.4696 | 70.6633<br>193.67<br>60.8033<br>275.215<br>290.505<br>249.00... | 1 |
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.1... | | 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 | 89.1214<br>92.9962<br>25.9262<br>9.72233<br>92.9962 | 129.631<br>147.511<br>33.6837<br>21.1774<br>142.594 |
| --- | --- | --- | --- | --- |
| 18 | ABM<br>HAL<br>L<br>SF<br>TBM | 50.1514<br>50.1514<br>5.86185<br>4.05173<br>51.2912 ... | 0 |
| Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 | | | 0.6 | 0 | 13.426 | 0 | 0.338 |
| --- | --- | --- | --- | --- |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 1 |
| Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 | | | Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 | | 0 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | 0.2 | 0 | 31.436 | 0 | 0.416 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 1 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 | | 0 |
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 | | | Transitline1arrivesattime3 |
| --- |
| Transitline1arrivesattime3 |
| Transitline2arrivesattime5 |
| Transitline1arrivesattime3 |
| Transitline3arrivesattime6 |
| Transitline3arrivesattime6 | | 1 |
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 | | | ID | Description |
| --- | --- |
| 1 | Thenewinstructionatline2 |
| 2 | Thelist.addoperationatline4and7 |
| 3 | Thearithmeticaddoperationatline3,4,5,and7 |
| 4 | Thecomparisoninstructionatline3,5,and6 |
| 5 | Theassignmentinstructionatline2,3,and5 |
| 6 | Thesystem.out.printlnatline11 | | 0 |
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 | | | Transitline1arrivesattime3 |
| --- |
| Transitline1arrivesattime3 |
| Transitline2arrivesattime5 |
| Transitline1arrivesattime3 |
| Transitline3arrivesattime6 |
| Transitline3arrivesattime6 | | 1 |
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 | | | 5 | Theassignmentinstructionatline2,3,and5 |
| --- | --- |
| 6 | Thesystem.out.printlnatline11 | | 0 |
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 | | | Disgusted | 9,10,17 | Appalled | 4,9,10 |
| --- | --- | --- | --- |
| Happilysurpd. | 1,2,12,25 | Angrilydisgusted | 4,10,17 |
| Happilydisgd. | 10,12,25 | Awed | 1,2,5,25 | | 1 |
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 | | | Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
| Disgusted | 9,10,17 ... | | Happilysurpd. | 1,2,12,25 | Angrilydisgusted | 4,10,17 |
| --- | --- | --- | --- |
| Happilydisgd. | 10,12,25 | Awed | 1,2,5,25 | | 1 |
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
| Disgusted | 9,10,17 ... | | Disgust | 5,264 |
| --- | --- |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
| 6 | 51.39 | 106.53 | 154.62 |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 |... | | | 73.50 | 141.45 | 209.40 |
| --- | --- | --- | --- |
| T | 62.09 | 106.43 | 152.24 |
| T | 53.43 | 98.76 | 98.76 |
| T | 42.52 | 102.84 | 157.64 | | 1 |
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
| 6 | 51.39 | 106.53 | 154.62 |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 |... | | | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 40 | 96 | 81 | 0.294 | 0.331 | 0.311 |
| 8024 | 85 | 22 | 21 | 0.794 | 0.802 | 0.798 |
| 8386 | 113 | 10 | 5 | 0.919 | 0.958 | 0.938 |
| 8401 | ... | 0 |
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 | | | 6 | 51.39 | 106.53 | 154.62 |
| --- | --- | --- | --- |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 | 108.88 |
| | 73.50 | 141.45 | 209.40 |
| T | 62.09 | 106.43 | 152.24 |
| T | 53.43 | 98.76 | 98.76 |
| T | 42.52 | 102.84 | 157.64 | | 1 |
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 | | | 50009 | 44 | 28 | 14 | 0.611 | 0.759 | 0.677 |
| --- | --- | --- | --- | --- | --- | --- |
| 50028 | 81 | 17 | 12 | 0.827 | 0.871 | 0.848 |
| UGS01 | 164 | 8 | 12 | 0.953 | 0.932 | 0.943 |
| UGS04 | 218 | 25 | 5 | 0.897 | 0.978 | 0.936 |
| UGS05 | 21 | 6 | 9 | 0.778 | 0.7 | 0.737 |
| UGS09 | 169 | 12 | 24 | 0.934 | 0... | 0 |
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 | | | Onlytextureguidance | 0.0118 | 23.23 | 0.8201 |
| --- | --- | --- | --- |
| Doubleguidance(trainedseparately) | 0.0059 | 24.78 | 0.9078 |
| Doubleguidance(fine-tuned) | 0.0051 | 25.07 | 0.9152 | | 1 |
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 | | | | Scale128×96 | Scale144×112 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 22.37 | 0.6555 | 4.4833 | 23.08 | 0.6863 | 4.7833 | 23.61 | 0.7006 |
| SGEN-MSE | 23.00 | 0.6989 | 4.3667 | 23.60 | 0.7161 | 4.5000 | 24.12 | 0.... | 0 |
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
| Onlytextureguidance | 0.0118 | 23.23 | 0.8201 | | | Doubleguidance(trainedseparately) | 0.0059 | 24.78 | 0.9078 |
| --- | --- | --- | --- |
| Doubleguidance(fine-tuned) | 0.0051 | 25.07 | 0.9152 | | 1 |
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
| Onlytextureguidance | 0.0118 | 23.23 | 0.8201 | | | RED-Net | 22.77 | 0.6809 | 3.6667 | 23.32 | 0.7001 | 3.6333 | 23.83 | 0.7147 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| URDGN | 22.54 | 0.6688 | 2.8667 | 23.10 | 0.6885 | 3.0667 | 23.56 | 0.7044 | | 0 |
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.... | | SH | 0.54040.50130.47960.4697 | 0.30960.30460.29980.2959 |
| --- | --- | --- |
| Ours | 0.70650.75900.76740.7731 | 2.67512.83532.89512.9282 |
| One-Stage | 0.70070.73230.74070.7483 | 2.60832.83022.91412.9642 |
| ITQ-CCA | 0.64180.66580.67800.6779 | 2.47852.53142.59642.6149 |
| ITQ | 0.58230.56950.56760.5661 | 2.19642... | 1 |
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.... | | Methods | CIFAR-10<br>16bits32bits48bits64bits | NUS-WIDE<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.83370.85550.86470.8690 | 0.74580.77480.78310.7898 |
| DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100... | 0 |
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.... | | SH | 0.44320.40710.38750.3799 | 0.61740.60570.59940.5952 |
| --- | --- | --- |
| Ours | 0.85660.92550.94490.9505 | 2.08772.19262.22712.2294 |
| One-Stage | 0.80070.85950.87940.8903 | 2.04112.15842.19582.2187 |
| ITQ-CCA | 0.73250.77250.78790.7866 | 1.73591.75181.79821.8185 |
| ITQ | 0.62140.61290.61630.6132 | 1.62691... | 1 |
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.... | | DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| --- | --- | --- |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100.69930.7097 | 0.71190.73870.75030.7560 |
| ITQ-CCA | 0.61030.63480.64670.6577 | 0.70260.72200.72680.7297 |
| KSH | 0.40300.42450.43600.4423 | 0.69780.713... | 0 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 | | | 0.3 | 4.01 | 3.65 |
| --- | --- | --- |
| 1.0 | 13.45 | 12.15 | | 1 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 | | | σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 |
| 0.3 | 0.70 | 0.88 |
| 1.0 | 2.76 | 5.67 | | 0 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 | | | 0.3 | 4.01 | 3.65 |
| --- | --- | --- |
| 1.0 | 13.45 | 12.15 | | 1 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 | | | 1.0 | 1.32 | 0.73 |
| --- | --- | --- |
| 0.3 | 0.70 | 0.88 |
| 1.0 | 2.76 | 5.67 | | 0 |
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