premise string | hypothesis string | label int64 |
|---|---|---|
| Layer | Time(seconds) |
| --- | --- |
| Convlayer(32featuremaps) | 29 |
| Convlayer(32featuremaps) | 755 | | | ActivationLayer | 113 |
| --- | --- |
| AveragePoolingLayer | 15 |
| Convlayer(64featuremaps) | 249 |
| Convlayer(64featuremaps) | 314 |
| ActivationLayer | 127 |
| Convlayer(128featuremaps) | 418 |
| Convlayer(128featuremaps) | 405 |
| ActivationLayer | 101 |
| AveragePoolingLayer | 3 |
| 2FullyConnected(256and10neurons) | 32 | | 1 |
| Layer | Time(seconds) |
| --- | --- |
| Convlayer(32featuremaps) | 29 |
| Convlayer(32featuremaps) | 755 | | | Layer | Time(seconds) |
| --- | --- |
| Convlayer(92featuremaps) | 331 |
| Convlayer(92featuremaps) | 1025 |
| Convlayer(92featuremaps) | 1107 |
| ActivationLayer | 135 |
| Convlayer(192featuremaps) | 1439 |
| Convlayer(192featuremaps) | 1649 |
| ActivationLayer | 153 |
| Convlayer(192featuremaps) | 2192 |
| Convlayer(192featuremaps) | 1873 |
| Convlayer(192featuremaps) | 1725 |
| GlobalAveragePoolingLayer | 35 |
| FullyConnected | 22 | | 0 |
| Layer | Time(seconds) |
| --- | --- |
| Convlayer(32featuremaps) | 29 | | | Convlayer(32featuremaps) | 755 |
| --- | --- |
| ActivationLayer | 113 |
| AveragePoolingLayer | 15 |
| Convlayer(64featuremaps) | 249 |
| Convlayer(64featuremaps) | 314 |
| ActivationLayer | 127 |
| Convlayer(128featuremaps) | 418 |
| Convlayer(128featuremaps) | 405 |
| ActivationLayer | 101 |
| AveragePoolingLayer | 3 |
| 2FullyConnected(256and10neurons) | 32 | | 1 |
| Layer | Time(seconds) |
| --- | --- |
| Convlayer(32featuremaps) | 29 | | | GlobalAveragePoolingLayer | 35 |
| --- | --- |
| FullyConnected | 22 | | 0 |
| PredictTarget | Item | Query | Coupon |
| --- | --- | --- | --- |
| Bi-LSTM | 0.6779 | 0.6019 | 0.8500 | | | Bi-LSTM+Attention | 0.6754 | 0.5999 | 0.8413 |
| --- | --- | --- | --- |
| CNN+MaxPooling | 0.6762 | 0.6100 | 0.8611 |
| ATRank-one2one | 0.6785 | 0.6132 | 0.8601 |
| ATRank-all2one | 0.6825 | 0.6297 | 0.8725 |
| ATRank-all2all | 0.6759 | 0.6199 | 0.8587 | | 1 |
| PredictTarget | Item | Query | Coupon |
| --- | --- | --- | --- |
| Bi-LSTM | 0.6779 | 0.6019 | 0.8500 | | | Dataset | Electro. | Clothe. |
| --- | --- | --- |
| BPR | 0.7982 | 0.7061 |
| Bi-LSTM | 0.8757 | 0.7869 |
| Bi-LSTM+Attention | 0.8769 | 0.7835 |
| CNN+MaxPooling | 0.8804 | 0.7786 |
| ATRank | 0.8921 | 0.7905 | | 0 |
| PredictTarget | Item | Query | Coupon |
| --- | --- | --- | --- |
| Bi-LSTM | 0.6779 | 0.6019 | 0.8500 |
| Bi-LSTM+Attention | 0.6754 | 0.5999 | 0.8413 | | | CNN+MaxPooling | 0.6762 | 0.6100 | 0.8611 |
| --- | --- | --- | --- |
| ATRank-one2one | 0.6785 | 0.6132 | 0.8601 |
| ATRank-all2one | 0.6825 | 0.6297 | 0.8725 |
| ATRank-all2all | 0.6759 | 0.6199 | 0.8587 | | 1 |
| PredictTarget | Item | Query | Coupon |
| --- | --- | --- | --- |
| Bi-LSTM | 0.6779 | 0.6019 | 0.8500 |
| Bi-LSTM+Attention | 0.6754 | 0.5999 | 0.8413 | | | CNN+MaxPooling | 0.8804 | 0.7786 |
| --- | --- | --- |
| ATRank | 0.8921 | 0.7905 | | 0 |
| | NR | P1,L=100s.d. | P1,L=500s.d. | P2,k=5 |
| --- | --- | --- | --- | --- |
| Intercept | -10.7536 | -11.63061.0761 | -11.57320.5339 | -10.7944 |
| ChildSup | 0.0002 | 0.00020 | 0.00020 | 0.0002 |
| PropertyTax | 0.0003 | 0.00030 | 0.00030 | 0.0003 |
| NuminHousehold | 0.9802 | 0.99160.0863 | 0.98810.0434 | 0.9259 |
| NumChildren | -1.056 | -1.07210.0935 | -1.06850.047 | -1.0017 |
| NumMarried | 0.0342 | 0.03430.0053 | 0.03430.0022 | 0.032 | | | ChildSupInd. | -0.0001 | -0.00010 | -0.00010 | -0.0001 |
| --- | --- | --- | --- | --- |
| Education | 0.3218 | 0.32760.0295 | 0.32650.0146 | 0.3058 |
| Age | -4.6178<br>-4.2368<br>-3.9608<br>-4.9575 | -3.97010.3451<br>-3.67820.3148<br>-3.33550.2852<br>-4.40690.3795 | -3.940.1638<br>-3.65960.1504<br>-3.31570.135<br>-4.38140.1829 | -3.6202<br>-3.4817<br>-3.1592<br>-4.1096 |
| MaritalStatus | 0.0064<br>-0.5362<br>-0.4378<br>-0.5855<br>-0.9617<br>-0.7496 | 0.00510.0282<br>-0.56230.058<br>-0.47180.0819<br>-0.60960.0675<br>-1.02830.1146<br>-0.78880.0852 | 0.00010.012<br>-0.55620.0279<br>-0.46090.0374<br>-0.60180.0309<br>-1.01160.0549<br>-0.77830.0401 | -0.0035<br>-0.5205<br>-0.3934<br>-0.572<br>-0.957<br>-0.736 |
| -<br>Race | 0.2417<br>-0.4981<br>-0.1658 | -0.25880.0276<br>-0.51670.05<br>-0.17960.0196 | -0.25650.0135<br>-0.51280.0244<br>-0.17850.0102 | -0.2401<br>-0.4835<br>-0.1631 |
| Sex | -0.2763 | -0.28020.0244 | -0.27920.0125 | -0.2613 | | 1 |
| | NR | P1,L=100s.d. | P1,L=500s.d. | P2,k=5 |
| --- | --- | --- | --- | --- |
| Intercept | -10.7536 | -11.63061.0761 | -11.57320.5339 | -10.7944 |
| ChildSup | 0.0002 | 0.00020 | 0.00020 | 0.0002 |
| PropertyTax | 0.0003 | 0.00030 | 0.00030 | 0.0003 |
| NuminHousehold | 0.9802 | 0.99160.0863 | 0.98810.0434 | 0.9259 |
| NumChildren | -1.056 | -1.07210.0935 | -1.06850.047 | -1.0017 |
| NumMarried | 0.0342 | 0.03430.0053 | 0.03430.0022 | 0.032 | | | Method | 1500 | 5000 | 20000 | 80000 |
| --- | --- | --- | --- | --- |
| DC | (0.0553,0.2692) | (0.0286,0.1292) | (0.0144,0.0738) | (0.0072,0.0401) |
| HF | (0.0881,0.9840) | (0.0473,0.5649) | (0.0210,0.5558) | (0.0093,0.5570) |
| BD | (0.1333,1.307) | (0.0781,1.285) | (0.0445,1.482) | (0.0277,1.324) |
| (d,d)2∞ | | | | |
| DC | 0.096 | 0.584 | 3.11 | 24.5 |
| HF | 0.987 | 3.14 | 12.0 | 47.3 |
| BD | 74.2 | 227 | 940 | 4204 |
| timing(sec) | | | | | | 0 |
| | NR | P1,L=100s.d. | P1,L=500s.d. | P2,k=5 |
| --- | --- | --- | --- | --- |
| Intercept | -10.7536 | -11.63061.0761 | -11.57320.5339 | -10.7944 |
| ChildSup | 0.0002 | 0.00020 | 0.00020 | 0.0002 |
| PropertyTax | 0.0003 | 0.00030 | 0.00030 | 0.0003 |
| NuminHousehold | 0.9802 | 0.99160.0863 | 0.98810.0434 | 0.9259 |
| NumChildren | -1.056 | -1.07210.0935 | -1.06850.047 | -1.0017 |
| NumMarried | 0.0342 | 0.03430.0053 | 0.03430.0022 | 0.032 |
| ChildSupInd. | -0.0001 | -0.00010 | -0.00010 | -0.0001 |
| Education | 0.3218 | 0.32760.0295 | 0.32650.0146 | 0.3058 |
| Age | -4.6178<br>-4.2368<br>-3.9608<br>-4.9575 | -3.97010.3451<br>-3.67820.3148<br>-3.33550.2852<br>-4.40690.3795 | -3.940.1638<br>-3.65960.1504<br>-3.31570.135<br>-4.38140.1829 | -3.6202<br>-3.4817<br>-3.1592<br>-4.1096 | | | MaritalStatus | 0.0064<br>-0.5362<br>-0.4378<br>-0.5855<br>-0.9617<br>-0.7496 | 0.00510.0282<br>-0.56230.058<br>-0.47180.0819<br>-0.60960.0675<br>-1.02830.1146<br>-0.78880.0852 | 0.00010.012<br>-0.55620.0279<br>-0.46090.0374<br>-0.60180.0309<br>-1.01160.0549<br>-0.77830.0401 | -0.0035<br>-0.5205<br>-0.3934<br>-0.572<br>-0.957<br>-0.736 |
| --- | --- | --- | --- | --- |
| -<br>Race | 0.2417<br>-0.4981<br>-0.1658 | -0.25880.0276<br>-0.51670.05<br>-0.17960.0196 | -0.25650.0135<br>-0.51280.0244<br>-0.17850.0102 | -0.2401<br>-0.4835<br>-0.1631 |
| Sex | -0.2763 | -0.28020.0244 | -0.27920.0125 | -0.2613 | | 1 |
| | NR | P1,L=100s.d. | P1,L=500s.d. | P2,k=5 |
| --- | --- | --- | --- | --- |
| Intercept | -10.7536 | -11.63061.0761 | -11.57320.5339 | -10.7944 |
| ChildSup | 0.0002 | 0.00020 | 0.00020 | 0.0002 |
| PropertyTax | 0.0003 | 0.00030 | 0.00030 | 0.0003 |
| NuminHousehold | 0.9802 | 0.99160.0863 | 0.98810.0434 | 0.9259 |
| NumChildren | -1.056 | -1.07210.0935 | -1.06850.047 | -1.0017 |
| NumMarried | 0.0342 | 0.03430.0053 | 0.03430.0022 | 0.032 |
| ChildSupInd. | -0.0001 | -0.00010 | -0.00010 | -0.0001 |
| Education | 0.3218 | 0.32760.0295 | 0.32650.0146 | 0.3058 |
| Age | -4.6178<br>-4.2368<br>-3.9608<br>-4.9575 | -3.97010.3451<br>-3.67820.3148<br>-3.33550.2852<br>-4.40690.3795 | -3.940.1638<br>-3.65960.1504<br>-3.31570.135<br>-4.38140.1829 | -3.6202<br>-3.4817<br>-3.1592<br>-4.1096 | | | (d,d)2∞ | | | | |
| --- | --- | --- | --- | --- |
| DC | 0.096 | 0.584 | 3.11 | 24.5 |
| HF | 0.987 | 3.14 | 12.0 | 47.3 |
| BD | 74.2 | 227 | 940 | 4204 |
| timing(sec) | | | | | | 0 |
| | | TAGnet<br>-EML | TAGnet<br>-MML | NJ-TAGnet<br>-EML | NJ-TAGnet<br>-MML | BE<br>-EML | BE<br>-MML | SC<br>-EML | SC<br>-MML | Deep<br>Semi-NMF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MNIST | Acc | 0.6704 | 0.6922 | 0.6472 | 0.5052 | 0.5401 | 0.6521 | 0.6550 | 0.6784 | / |
| | | | | | | | | | | |
| CMU<br>MultiPIE | Acc | 0.2176 | 0.2347 | 0.1727 | 0.1861 | 0.1204 | 0.1451 | 0.2002 | 0.2090 | 0.17 | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| COIL20 | Acc | 0.8553 | 0.8991 | 0.7432 | 0.7882 | 0.7441 | 0.7645 | 0.8225 | 0.8658 | / |
| | | | | | | | | | | | | 1 |
| | | TAGnet<br>-EML | TAGnet<br>-MML | NJ-TAGnet<br>-EML | NJ-TAGnet<br>-MML | BE<br>-EML | BE<br>-MML | SC<br>-EML | SC<br>-MML | Deep<br>Semi-NMF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MNIST | Acc | 0.6704 | 0.6922 | 0.6472 | 0.5052 | 0.5401 | 0.6521 | 0.6550 | 0.6784 | / |
| | | | | | | | | | | |
| CMU<br>MultiPIE | Acc | 0.2176 | 0.2347 | 0.1727 | 0.1861 | 0.1204 | 0.1451 | 0.2002 | 0.2090 | 0.17 | | | | CCsAUCAUCNSS |
| --- | --- |
| SAM-ResNet | 0.8420.7790.8833.204 |
| DSCLRCN | 0.8310.7760.8843.157 |
| SAM-VGG | 0.8250.7740.8813.143 |
| ML-Net | 0.7430.7680.8662.789 |
| MixNet | 0.7300.7710.8612.767 |
| SU | 0.7800.7600.8802.610 |
| SalGAN(*) | 0.7810.7720.7812.459 |
| SalNet | 0.6220.7240.8581.859 |
| DeepGazeII | 0.5090.7610.8851.336 | | 0 |
| | | TAGnet<br>-EML | TAGnet<br>-MML | NJ-TAGnet<br>-EML | NJ-TAGnet<br>-MML | BE<br>-EML | BE<br>-MML | SC<br>-EML | SC<br>-MML | Deep<br>Semi-NMF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MNIST | Acc | 0.6704 | 0.6922 | 0.6472 | 0.5052 | 0.5401 | 0.6521 | 0.6550 | 0.6784 | / |
| | | | | | | | | | | | | | CMU<br>MultiPIE | Acc | 0.2176 | 0.2347 | 0.1727 | 0.1861 | 0.1204 | 0.1451 | 0.2002 | 0.2090 | 0.17 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | |
| COIL20 | Acc | 0.8553 | 0.8991 | 0.7432 | 0.7882 | 0.7441 | 0.7645 | 0.8225 | 0.8658 | / |
| | | | | | | | | | | | | 1 |
| | | TAGnet<br>-EML | TAGnet<br>-MML | NJ-TAGnet<br>-EML | NJ-TAGnet<br>-MML | BE<br>-EML | BE<br>-MML | SC<br>-EML | SC<br>-MML | Deep<br>Semi-NMF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MNIST | Acc | 0.6704 | 0.6922 | 0.6472 | 0.5052 | 0.5401 | 0.6521 | 0.6550 | 0.6784 | / |
| | | | | | | | | | | | | | SalGAN(*) | 0.7810.7720.7812.459 |
| --- | --- |
| SalNet | 0.6220.7240.8581.859 |
| DeepGazeII | 0.5090.7610.8851.336 | | 0 |
| Image | Dictionary | DCT | DWT |
| --- | --- | --- | --- |
| Barbara | 7.09 | 4.05 | 3.92 |
| Boat | 6.03 | 3.63 | 3.65 |
| Bridge | 3.70 | 2.06 | 2.20 |
| FilmClip | 8.06 | 4.53 | 4.81 |
| Jester | 6.28 | 3.6 | 3.88 |
| Lena | 10.06 | 6.50 | 6.97 |
| Mandrill | 3.32 | 1.91 | 1.90 | | | Peppers | 7.74 | 4.36 | 3.39 |
| --- | --- | --- | --- |
| Photo(Fig1) | 5.28 | 3.01 | 3.15 | | 1 |
| Image | Dictionary | DCT | DWT |
| --- | --- | --- | --- |
| Barbara | 7.09 | 4.05 | 3.92 |
| Boat | 6.03 | 3.63 | 3.65 |
| Bridge | 3.70 | 2.06 | 2.20 |
| FilmClip | 8.06 | 4.53 | 4.81 |
| Jester | 6.28 | 3.6 | 3.88 |
| Lena | 10.06 | 6.50 | 6.97 |
| Mandrill | 3.32 | 1.91 | 1.90 | | | Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 |
| Baboon | 0.8250 | 0.7944 | 0.7577 |
| Boat | 0.8799 | 0.9005 | 0.8136 |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 0 |
| Image | Dictionary | DCT | DWT |
| --- | --- | --- | --- |
| Barbara | 7.09 | 4.05 | 3.92 |
| Boat | 6.03 | 3.63 | 3.65 |
| Bridge | 3.70 | 2.06 | 2.20 | | | FilmClip | 8.06 | 4.53 | 4.81 |
| --- | --- | --- | --- |
| Jester | 6.28 | 3.6 | 3.88 |
| Lena | 10.06 | 6.50 | 6.97 |
| Mandrill | 3.32 | 1.91 | 1.90 |
| Peppers | 7.74 | 4.36 | 3.39 |
| Photo(Fig1) | 5.28 | 3.01 | 3.15 | | 1 |
| Image | Dictionary | DCT | DWT |
| --- | --- | --- | --- |
| Barbara | 7.09 | 4.05 | 3.92 |
| Boat | 6.03 | 3.63 | 3.65 |
| Bridge | 3.70 | 2.06 | 2.20 | | | Boat | 0.8799 | 0.9005 | 0.8136 |
| --- | --- | --- | --- |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 0 |
| | bird | car | cat | deer | dog | frog | horse | plane | truck |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Nodefense | 1.94 | 0.31 | 0.74 | 4.72 | 7.99 | 3.66 | 9.22 | 0.75 | 1.32 | | | Defensivedistill | 6.55 | 0.70 | 13.78 | 2.54 | 13.90 | 2.56 | 11.36 | 0.66 | 3.54 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Adv.retraining | 2.58 | 0.31 | 0.75 | 6.08 | 0.75 | 9.01 | 6.06 | 0.31 | 4.08 |
| RobustOpt.+BReLU | 17.11 | 1.02 | 4.07 | 13.50 | 7.09 | 15.34 | 7.15 | 2.08 | 17.57 |
| RSE(ours) | 12.87 | 2.61 | 12.47 | 21.47 | 31.90 | 19.09 | 9.45 | 10.21 | 22.15 | | 1 |
| | bird | car | cat | deer | dog | frog | horse | plane | truck |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Nodefense | 1.94 | 0.31 | 0.74 | 4.72 | 7.99 | 3.66 | 9.22 | 0.75 | 1.32 | | | Locations | W | C | TL | TR | BL | BR |
| --- | --- | --- | --- | --- | --- | --- |
| aeroplane | 65.6 | 30.2 | 0 | 0 | 2.1 | 2.1 |
| bird | 78.1 | 21.9 | 0 | 0 | 0 | 0 |
| boat | 45.8 | 21.6 | 0 | 0 | 12.3 | 20.2 |
| car | 54.1 | 40.2 | 2.0 | 0 | 3.7 | 0 |
| cat | 76.4 | 17.3 | 5.0 | 0 | 1.3 | 0 |
| cow | 70.8 | 22.2 | 1.8 | 2.4 | 0 | 2.8 |
| dog | 92.8 | 6.2 | 1.0 | 0 | 0 | 0 |
| horse | 75.9 | 14.7 | 0 | 0 | 8.3 | 1.2 |
| motorbike | 65.3 | 33.7 | 0 | 0 | 0 | 1.0 |
| train | 56.5 | 20.0 | 0 | 2.4 | 12.8 | 8.4 | | 0 |
| | bird | car | cat | deer | dog | frog | horse | plane | truck |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Nodefense | 1.94 | 0.31 | 0.74 | 4.72 | 7.99 | 3.66 | 9.22 | 0.75 | 1.32 | | | Defensivedistill | 6.55 | 0.70 | 13.78 | 2.54 | 13.90 | 2.56 | 11.36 | 0.66 | 3.54 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Adv.retraining | 2.58 | 0.31 | 0.75 | 6.08 | 0.75 | 9.01 | 6.06 | 0.31 | 4.08 |
| RobustOpt.+BReLU | 17.11 | 1.02 | 4.07 | 13.50 | 7.09 | 15.34 | 7.15 | 2.08 | 17.57 |
| RSE(ours) | 12.87 | 2.61 | 12.47 | 21.47 | 31.90 | 19.09 | 9.45 | 10.21 | 22.15 | | 1 |
| | bird | car | cat | deer | dog | frog | horse | plane | truck |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Nodefense | 1.94 | 0.31 | 0.74 | 4.72 | 7.99 | 3.66 | 9.22 | 0.75 | 1.32 | | | boat | 45.8 | 21.6 | 0 | 0 | 12.3 | 20.2 |
| --- | --- | --- | --- | --- | --- | --- |
| car | 54.1 | 40.2 | 2.0 | 0 | 3.7 | 0 |
| cat | 76.4 | 17.3 | 5.0 | 0 | 1.3 | 0 |
| cow | 70.8 | 22.2 | 1.8 | 2.4 | 0 | 2.8 |
| dog | 92.8 | 6.2 | 1.0 | 0 | 0 | 0 |
| horse | 75.9 | 14.7 | 0 | 0 | 8.3 | 1.2 |
| motorbike | 65.3 | 33.7 | 0 | 0 | 0 | 1.0 |
| train | 56.5 | 20.0 | 0 | 2.4 | 12.8 | 8.4 | | 0 |
| Attribute | Description |
| --- | --- |
| Totalnoofvideos | 252(train)+46(test)=298 |
| Lengthofvideos | 0.10-14.47min |
| Videoformat | AVI,MP4 | | | AverageImageResolution(AIR) | 607x359 |
| --- | --- |
| StandarddeviationofAIR | 85x11 |
| MedianImageResolution | 640x360 |
| Noofannotators | 6-8 | | 1 |
| Attribute | Description |
| --- | --- |
| Totalnoofvideos | 252(train)+46(test)=298 |
| Lengthofvideos | 0.10-14.47min |
| Videoformat | AVI,MP4 | | | | #ofvideos | Averageframes | Datasetlength |
| --- | --- | --- | --- |
| UCSDPed1 | 70 | 201 | 5min |
| UCSDPed2 | 28 | 163 | 5min |
| SubwayEntrance | 1 | 121,749 | 1.5hours |
| SubwaExit | 1 | 64,901 | 1.5hours |
| Avenue | 37 | 839 | 30min |
| UMN | 5 | 1290 | 5min |
| BOSS | 12 | 4052 | 27min |
| Ours | 1900 | 7247 | 128hours | | 0 |
| Attribute | Description |
| --- | --- |
| Totalnoofvideos | 252(train)+46(test)=298 |
| Lengthofvideos | 0.10-14.47min |
| Videoformat | AVI,MP4 |
| AverageImageResolution(AIR) | 607x359 |
| StandarddeviationofAIR | 85x11 | | | MedianImageResolution | 640x360 |
| --- | --- |
| Noofannotators | 6-8 | | 1 |
| Attribute | Description |
| --- | --- |
| Totalnoofvideos | 252(train)+46(test)=298 |
| Lengthofvideos | 0.10-14.47min |
| Videoformat | AVI,MP4 |
| AverageImageResolution(AIR) | 607x359 |
| StandarddeviationofAIR | 85x11 | | | SubwaExit | 1 | 64,901 | 1.5hours |
| --- | --- | --- | --- |
| Avenue | 37 | 839 | 30min |
| UMN | 5 | 1290 | 5min |
| BOSS | 12 | 4052 | 27min |
| Ours | 1900 | 7247 | 128hours | | 0 |
| p1 | 47.25 | 40.54 | 11.78 | 6.43 | 7.79 | 19.85 | 35.25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p22 | 33.88 | 19.35 | 10.57 | 4.49 | 10.23 | 14.39 | 24.58 |
| p25 | 7.20 | 3.95 | 2.18 | 3.02 | 18.95 | 18.84 | 19.30 |
| p28 | 24.38 | 11.23 | 4.59 | 3.54 | 9.93 | 16.17 | 26.13 |
| p30 | 40.93 | 23.75 | 8.79 | 4.39 | 7.50 | 14.78 | 25.22 |
| p32 | 22.82 | 11.65 | 4.23 | 2.93 | 7.64 | 14.47 | 29.31 |
| p36 | 37.36 | 23.51 | 9.24 | 4.97 | 6.31 | 17.92 | 31.58 |
| p38 | 3.28 | 2.10 | 1.66 | 3.41 | 11.08 | 13.59 | 28.11 |
| p40 | 1.14 | 0.70 | 0.73 | 2.58 | 21.83 | 12.42 | 22.02 |
| p44 | 8.26 | 4.91 | 2.19 | 2.86 | 5.56 | 14.68 | 24.89 |
| p29 | - | 42.04 | 14.39 | 7.57 | 10.84 | 17.04 | 24.51 |
| p37 | - | 54.63 | 19.84 | 10.17 | 7.72 | 16.90 | 30.20 |
| p3 | - | - | 59.13 | 30.60 | 14.75 | 18.46 | 30.12 |
| p4 | - | - | 74.71 | 37.64 | 19.45 | 15.93 | 28.38 |
| p5 | - | - | 20.92 | 13.68 | 14.10 | 15.56 | 30.07 |
| p13 | - | - | 24.98 | 11.93 | 8.08 | 17.00 | 32.34 |
| p16 | - | - | 21.77 | 10.41 | 17.01 | 14.88 | 26.67 |
| p26 | - | - | 74.81 | 29.31 | 20.45 | 17.53 | 47.11 |
| p47 | - | - | 74.28 | 27.28 | 19.63 | 19.70 | 36.97 |
| p6 | - | - | - | 65.66 | 34.77 | 24.18 | 36.46 |
| p27 | - | - | - | 54.15 | 37.15 | 26.06 | 35.20 |
| p31 | - | - | - | 45.98 | 29.36 | 21.02 | 34.28 |
| p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 |
| p8 | - | - | - | - | - | 66.61 | 34.68 |
| p20 | - | - | - | - | - | 44.77 | 33.40 |
| p24 | - | - | - | - | - | 61.45 | 52.59 |
| p35 | - | - | - | - | - | 59.64 | 33.55 |
| p39 | - | - | - | - | - | 68.02 | 44.66 |
| p42 | - | - | - | - | - | 65.57 | 42.23 | | | p15 | - | - | - | - | - | - | 57.72 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p23 | - | - | - | - | - | - | 61.63 |
| p34 | - | - | - | - | - | - | 57.49 | | 1 |
| p1 | 47.25 | 40.54 | 11.78 | 6.43 | 7.79 | 19.85 | 35.25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p22 | 33.88 | 19.35 | 10.57 | 4.49 | 10.23 | 14.39 | 24.58 |
| p25 | 7.20 | 3.95 | 2.18 | 3.02 | 18.95 | 18.84 | 19.30 |
| p28 | 24.38 | 11.23 | 4.59 | 3.54 | 9.93 | 16.17 | 26.13 |
| p30 | 40.93 | 23.75 | 8.79 | 4.39 | 7.50 | 14.78 | 25.22 |
| p32 | 22.82 | 11.65 | 4.23 | 2.93 | 7.64 | 14.47 | 29.31 |
| p36 | 37.36 | 23.51 | 9.24 | 4.97 | 6.31 | 17.92 | 31.58 |
| p38 | 3.28 | 2.10 | 1.66 | 3.41 | 11.08 | 13.59 | 28.11 |
| p40 | 1.14 | 0.70 | 0.73 | 2.58 | 21.83 | 12.42 | 22.02 |
| p44 | 8.26 | 4.91 | 2.19 | 2.86 | 5.56 | 14.68 | 24.89 |
| p29 | - | 42.04 | 14.39 | 7.57 | 10.84 | 17.04 | 24.51 |
| p37 | - | 54.63 | 19.84 | 10.17 | 7.72 | 16.90 | 30.20 |
| p3 | - | - | 59.13 | 30.60 | 14.75 | 18.46 | 30.12 |
| p4 | - | - | 74.71 | 37.64 | 19.45 | 15.93 | 28.38 |
| p5 | - | - | 20.92 | 13.68 | 14.10 | 15.56 | 30.07 |
| p13 | - | - | 24.98 | 11.93 | 8.08 | 17.00 | 32.34 |
| p16 | - | - | 21.77 | 10.41 | 17.01 | 14.88 | 26.67 |
| p26 | - | - | 74.81 | 29.31 | 20.45 | 17.53 | 47.11 |
| p47 | - | - | 74.28 | 27.28 | 19.63 | 19.70 | 36.97 |
| p6 | - | - | - | 65.66 | 34.77 | 24.18 | 36.46 |
| p27 | - | - | - | 54.15 | 37.15 | 26.06 | 35.20 |
| p31 | - | - | - | 45.98 | 29.36 | 21.02 | 34.28 |
| p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 |
| p8 | - | - | - | - | - | 66.61 | 34.68 |
| p20 | - | - | - | - | - | 44.77 | 33.40 |
| p24 | - | - | - | - | - | 61.45 | 52.59 |
| p35 | - | - | - | - | - | 59.64 | 33.55 |
| p39 | - | - | - | - | - | 68.02 | 44.66 |
| p42 | - | - | - | - | - | 65.57 | 42.23 | | | 47.0 | 41.1 | 22.0 | 32.9 | 17.4 | 16.2 | 32.1 | 39.1 | 14.9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 40.8 | 36.3 | 38.9 | 49.6 | 547.0 | 17.5 | 29.8 | 39.8 | 14.5 |
| 32.0 | 30.0 | 21.7 | 31.9 | 19.5 | 14.8 | 24.1 | 29.6 | 13.1 |
| 30.3 | 28.6 | 28.2 | 38.7 | 109.4 | 13.8 | 20.9 | 30.2 | 12.2 |
| 43.5 | 38.6 | 35.9 | 46.7 | 49.3 | 16.2 | 35.3 | 48.7 | 14.5 | | 0 |
| p1 | 47.25 | 40.54 | 11.78 | 6.43 | 7.79 | 19.85 | 35.25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p22 | 33.88 | 19.35 | 10.57 | 4.49 | 10.23 | 14.39 | 24.58 |
| p25 | 7.20 | 3.95 | 2.18 | 3.02 | 18.95 | 18.84 | 19.30 |
| p28 | 24.38 | 11.23 | 4.59 | 3.54 | 9.93 | 16.17 | 26.13 |
| p30 | 40.93 | 23.75 | 8.79 | 4.39 | 7.50 | 14.78 | 25.22 |
| p32 | 22.82 | 11.65 | 4.23 | 2.93 | 7.64 | 14.47 | 29.31 |
| p36 | 37.36 | 23.51 | 9.24 | 4.97 | 6.31 | 17.92 | 31.58 |
| p38 | 3.28 | 2.10 | 1.66 | 3.41 | 11.08 | 13.59 | 28.11 |
| p40 | 1.14 | 0.70 | 0.73 | 2.58 | 21.83 | 12.42 | 22.02 |
| p44 | 8.26 | 4.91 | 2.19 | 2.86 | 5.56 | 14.68 | 24.89 |
| p29 | - | 42.04 | 14.39 | 7.57 | 10.84 | 17.04 | 24.51 |
| p37 | - | 54.63 | 19.84 | 10.17 | 7.72 | 16.90 | 30.20 |
| p3 | - | - | 59.13 | 30.60 | 14.75 | 18.46 | 30.12 |
| p4 | - | - | 74.71 | 37.64 | 19.45 | 15.93 | 28.38 |
| p5 | - | - | 20.92 | 13.68 | 14.10 | 15.56 | 30.07 |
| p13 | - | - | 24.98 | 11.93 | 8.08 | 17.00 | 32.34 |
| p16 | - | - | 21.77 | 10.41 | 17.01 | 14.88 | 26.67 |
| p26 | - | - | 74.81 | 29.31 | 20.45 | 17.53 | 47.11 |
| p47 | - | - | 74.28 | 27.28 | 19.63 | 19.70 | 36.97 |
| p6 | - | - | - | 65.66 | 34.77 | 24.18 | 36.46 |
| p27 | - | - | - | 54.15 | 37.15 | 26.06 | 35.20 |
| p31 | - | - | - | 45.98 | 29.36 | 21.02 | 34.28 |
| p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 | | | p8 | - | - | - | - | - | 66.61 | 34.68 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p20 | - | - | - | - | - | 44.77 | 33.40 |
| p24 | - | - | - | - | - | 61.45 | 52.59 |
| p35 | - | - | - | - | - | 59.64 | 33.55 |
| p39 | - | - | - | - | - | 68.02 | 44.66 |
| p42 | - | - | - | - | - | 65.57 | 42.23 |
| p15 | - | - | - | - | - | - | 57.72 |
| p23 | - | - | - | - | - | - | 61.63 |
| p34 | - | - | - | - | - | - | 57.49 | | 1 |
| p1 | 47.25 | 40.54 | 11.78 | 6.43 | 7.79 | 19.85 | 35.25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p22 | 33.88 | 19.35 | 10.57 | 4.49 | 10.23 | 14.39 | 24.58 |
| p25 | 7.20 | 3.95 | 2.18 | 3.02 | 18.95 | 18.84 | 19.30 |
| p28 | 24.38 | 11.23 | 4.59 | 3.54 | 9.93 | 16.17 | 26.13 |
| p30 | 40.93 | 23.75 | 8.79 | 4.39 | 7.50 | 14.78 | 25.22 |
| p32 | 22.82 | 11.65 | 4.23 | 2.93 | 7.64 | 14.47 | 29.31 |
| p36 | 37.36 | 23.51 | 9.24 | 4.97 | 6.31 | 17.92 | 31.58 |
| p38 | 3.28 | 2.10 | 1.66 | 3.41 | 11.08 | 13.59 | 28.11 |
| p40 | 1.14 | 0.70 | 0.73 | 2.58 | 21.83 | 12.42 | 22.02 |
| p44 | 8.26 | 4.91 | 2.19 | 2.86 | 5.56 | 14.68 | 24.89 |
| p29 | - | 42.04 | 14.39 | 7.57 | 10.84 | 17.04 | 24.51 |
| p37 | - | 54.63 | 19.84 | 10.17 | 7.72 | 16.90 | 30.20 |
| p3 | - | - | 59.13 | 30.60 | 14.75 | 18.46 | 30.12 |
| p4 | - | - | 74.71 | 37.64 | 19.45 | 15.93 | 28.38 |
| p5 | - | - | 20.92 | 13.68 | 14.10 | 15.56 | 30.07 |
| p13 | - | - | 24.98 | 11.93 | 8.08 | 17.00 | 32.34 |
| p16 | - | - | 21.77 | 10.41 | 17.01 | 14.88 | 26.67 |
| p26 | - | - | 74.81 | 29.31 | 20.45 | 17.53 | 47.11 |
| p47 | - | - | 74.28 | 27.28 | 19.63 | 19.70 | 36.97 |
| p6 | - | - | - | 65.66 | 34.77 | 24.18 | 36.46 |
| p27 | - | - | - | 54.15 | 37.15 | 26.06 | 35.20 |
| p31 | - | - | - | 45.98 | 29.36 | 21.02 | 34.28 |
| p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 | | | 32.0 | 30.0 | 21.7 | 31.9 | 19.5 | 14.8 | 24.1 | 29.6 | 13.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 30.3 | 28.6 | 28.2 | 38.7 | 109.4 | 13.8 | 20.9 | 30.2 | 12.2 |
| 43.5 | 38.6 | 35.9 | 46.7 | 49.3 | 16.2 | 35.3 | 48.7 | 14.5 | | 0 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Targetsnippetlength=5sentence | | | | | | |
| Fuzzy | 0.28 | 0.37 | 0.28 | 0.21 | 0.30 | 0.03 |
| V-RNN | 0.33 | 0.41 | 0.61 | 0.28 | 0.29 | 0.03 | | | C-RNN | 0.40 | 0.52 | 0.40 | 0.31 | 0.41 | 0.04 |
| --- | --- | --- | --- | --- | --- | --- |
| CNN-RNN | 0.32 | 0.43 | 0.29 | 0.26 | 0.36 | 0.04 |
| A-RNN | 0.31 | 0.36 | 0.29 | 0.33 | 0.37 | 0.03 |
| AC-RNN | 0.36 | 0.45 | 0.31 | 0.28 | 0.37 | 0.04 |
| NB | 0.31 | 0.40 | 0.42 | 0.28 | 0.18 | 0.03 |
| SVM | 0.32 | 0.40 | 0.38 | 0.29 | 0.25 | 0.03 |
| LSA | 0.30 | 0.41 | 0.40 | 0.28 | 0.21 | 0.03 |
| LexRank | 0.30 | 0.40 | 0.30 | 0.28 | 0.28 | 0.03 |
| TextRank | 0.31 | 0.43 | 0.39 | 0.27 | 0.31 | 0.03 | | 1 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Targetsnippetlength=5sentence | | | | | | |
| Fuzzy | 0.28 | 0.37 | 0.28 | 0.21 | 0.30 | 0.03 |
| V-RNN | 0.33 | 0.41 | 0.61 | 0.28 | 0.29 | 0.03 | | | Model | NDCG@1 | NDCG@3 | MAP@1 | MAP@3 |
| --- | --- | --- | --- | --- |
| Fuzzy | 0.535 | 0.576 | 0.087 | 0.144 |
| E-RNN | 0.617 | 0.636 | 0.094 | 0.159 |
| EC-RNN | 0.642 | 0.682 | 0.102 | 0.162 |
| CNN-RNN | 0.615 | 0.658 | 0.090 | 0.151 |
| A-RNN | 0.630 | 0.679 | 0.109 | 0.155 |
| AC-RNN | 0.635 | 0.667 | 0.116 | 0.160 |
| NB | 0.619 | 0.611 | 0.092 | 0.151 |
| SVM | 0.620 | 0.646 | 0.096 | 0.156 |
| LSA | 0.639 | 0.651 | 0.096 | 0.153 |
| LexRank | 0.607 | 0.644 | 0.095 | 0.153 |
| TextRank | 0.629 | 0.645 | 0.095 | 0.153 | | 0 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Targetsnippetlength=5sentence | | | | | | | | | Fuzzy | 0.28 | 0.37 | 0.28 | 0.21 | 0.30 | 0.03 |
| --- | --- | --- | --- | --- | --- | --- |
| V-RNN | 0.33 | 0.41 | 0.61 | 0.28 | 0.29 | 0.03 |
| C-RNN | 0.40 | 0.52 | 0.40 | 0.31 | 0.41 | 0.04 |
| CNN-RNN | 0.32 | 0.43 | 0.29 | 0.26 | 0.36 | 0.04 |
| A-RNN | 0.31 | 0.36 | 0.29 | 0.33 | 0.37 | 0.03 |
| AC-RNN | 0.36 | 0.45 | 0.31 | 0.28 | 0.37 | 0.04 |
| NB | 0.31 | 0.40 | 0.42 | 0.28 | 0.18 | 0.03 |
| SVM | 0.32 | 0.40 | 0.38 | 0.29 | 0.25 | 0.03 |
| LSA | 0.30 | 0.41 | 0.40 | 0.28 | 0.21 | 0.03 |
| LexRank | 0.30 | 0.40 | 0.30 | 0.28 | 0.28 | 0.03 |
| TextRank | 0.31 | 0.43 | 0.39 | 0.27 | 0.31 | 0.03 | | 1 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Targetsnippetlength=5sentence | | | | | | | | | LSA | 0.639 | 0.651 | 0.096 | 0.153 |
| --- | --- | --- | --- | --- |
| LexRank | 0.607 | 0.644 | 0.095 | 0.153 |
| TextRank | 0.629 | 0.645 | 0.095 | 0.153 | | 0 |
| Set | Files | Words | Characters | Writers |
| --- | --- | --- | --- | --- |
| 1 | 5037 | 7670 | 40500 | 56 | | | 2 | 5090 | 7851 | 41515 | 37 |
| --- | --- | --- | --- | --- |
| 3 | 5031 | 7730 | 40544 | 39 |
| 4 | 4417 | 6671 | 35253 | 41 | | 1 |
| Set | Files | Words | Characters | Writers |
| --- | --- | --- | --- | --- |
| 1 | 5037 | 7670 | 40500 | 56 | | | Set | Files | Words | Characters | Writers |
| --- | --- | --- | --- | --- |
| 1 | 5037 | 7670 | 40500 | 56 |
| 2 | 5090 | 7851 | 41515 | 37 |
| 3 | 5031 | 7730 | 40544 | 39 |
| 4 | 4417 | 6671 | 35253 | 41 | | 0 |
| Set | Files | Words | Characters | Writers |
| --- | --- | --- | --- | --- |
| 1 | 5037 | 7670 | 40500 | 56 | | | 2 | 5090 | 7851 | 41515 | 37 |
| --- | --- | --- | --- | --- |
| 3 | 5031 | 7730 | 40544 | 39 |
| 4 | 4417 | 6671 | 35253 | 41 | | 1 |
| Set | Files | Words | Characters | Writers |
| --- | --- | --- | --- | --- |
| 1 | 5037 | 7670 | 40500 | 56 | | | 3 | 5031 | 7730 | 40544 | 39 |
| --- | --- | --- | --- | --- |
| 4 | 4417 | 6671 | 35253 | 41 | | 0 |
| Model | Evaluation | | |
| --- | --- | --- | --- |
| MAE | MedAE | R | Acc.@10 | | | SVR-RBF | 6.8 | 3.2 | 0.02 | 0.84 |
| --- | --- | --- | --- | --- |
| SVR-L | 6.9 | 3.3 | 0.004 | 0.83 |
| LASSO@0.25 | 7.6 | 4.9 | 0.08 | 0.81 |
| Baseline(mean) | 8.1 | 5.8 | 0.0 | 0.81 | | 1 |
| Model | Evaluation | | |
| --- | --- | --- | --- |
| MAE | MedAE | R | Acc.@10 | | | Model | Evaluation | | | |
| --- | --- | --- | --- | --- |
| MAE | MedAE | R | Acc.@10 | |
| SVR-RBF | 6.8 | 3.2 | 0.03 | 0.84 |
| LASSO@1 | 7.9 | 5.2 | 0.05 | 0.80 |
| LASSO@0.5 | 7.7 | 4.9 | 0.09 | 0.80 |
| LASSO@0.25 | 7.6 | 4.8 | 0.10 | 0.79 |
| LASSO@0.125 | 7.5 | 4.7 | 0.11 | 0.79 |
| Baseline(mean) | 8.1 | 5.8 | 0.0 | 0.81 | | 0 |
| Model | Evaluation | | |
| --- | --- | --- | --- |
| MAE | MedAE | R | Acc.@10 | | | SVR-RBF | 6.8 | 3.2 | 0.02 | 0.84 |
| --- | --- | --- | --- | --- |
| SVR-L | 6.9 | 3.3 | 0.004 | 0.83 |
| LASSO@0.25 | 7.6 | 4.9 | 0.08 | 0.81 |
| Baseline(mean) | 8.1 | 5.8 | 0.0 | 0.81 | | 1 |
| Model | Evaluation | | |
| --- | --- | --- | --- |
| MAE | MedAE | R | Acc.@10 | | | LASSO@0.25 | 7.6 | 4.8 | 0.10 | 0.79 |
| --- | --- | --- | --- | --- |
| LASSO@0.125 | 7.5 | 4.7 | 0.11 | 0.79 |
| Baseline(mean) | 8.1 | 5.8 | 0.0 | 0.81 | | 0 |
| Figure | a | b | γ | Initialcondition | No.oftrials/<br>samples |
| --- | --- | --- | --- | --- | --- |
| ?? | 4 | - | - | 0.1 | 100samples |
| ?? | - | - | - | - | 100samples |
| ?? | 4 | - | - | 0.1 | 5,000samples |
| ?? | - | - | - | - | 5,000samples |
| ?? | 0to4 | - | - | 0.1 | 250samples |
| ?? | 2.0to2.4 | - | - | 0.5 | 250samples |
| ?? | 0to2 | - | - | 0.1 | 250samples |
| ?? | 3.74 | - | - | 0.1 | 100samples |
| ?? | 3.74 | - | - | 0.1 | 50,000samples |
| ?? | 4 | - | - | 0.1 | 50,000samples |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 4 | - | 0to1step0.1 | 0to1step0.01 | 5,000trials | | | ?? | 2.27 | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| --- | --- | --- | --- | --- | --- |
| ?? | 1.9 | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | - | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | 1.7 | 0 | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | 1.7 | 0 | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | sameasbelow | sameasbelow | 0to1step0.1 | sameasbelow | 5,000trials |
| ??<br>Logistic<br>Sinusoidal<br>Tent<br>Gaussian<br>Henon<br>Lozi | -<br>4<br>2.27<br>1.9<br>-<br>1.7<br>1.7 | -<br>-<br>-<br>-<br>-<br>0<br>0 | -<br>0.50<br>0.55<br>0.55<br>0.41<br>0.68<br>0.55 | -<br>0.1<br>0.5<br>0.8<br>0.701<br>[x,y]=[0,0]<br>[x,y]=[0,0] | -<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials | | 1 |
| Figure | a | b | γ | Initialcondition | No.oftrials/<br>samples |
| --- | --- | --- | --- | --- | --- |
| ?? | 4 | - | - | 0.1 | 100samples |
| ?? | - | - | - | - | 100samples |
| ?? | 4 | - | - | 0.1 | 5,000samples |
| ?? | - | - | - | - | 5,000samples |
| ?? | 0to4 | - | - | 0.1 | 250samples |
| ?? | 2.0to2.4 | - | - | 0.5 | 250samples |
| ?? | 0to2 | - | - | 0.1 | 250samples |
| ?? | 3.74 | - | - | 0.1 | 100samples |
| ?? | 3.74 | - | - | 0.1 | 50,000samples |
| ?? | 4 | - | - | 0.1 | 50,000samples |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 4 | - | 0to1step0.1 | 0to1step0.01 | 5,000trials | | | −20<br>γ=1e | Full<br>γ=0.2 | Full<br>γ=0.5 | Full<br>γ=0.9 | Partial<br>γ=0.2 | Partial<br>γ=0.5 | Partial<br>γ=0.9 | Greedy<br>Sample | Pool<br>Seg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 29.53 | 28.96 | 28.03 | 29.27 | 28.83 | 28.33 | 28.23 | 27.76 | 29.19 |
| 31.17 | 30.67 | 31.61 | 30.80 | 32.53 | 32.07 | 30.91 | 29.24 | 31.20 |
| 46.38 | 45.79 | 45.88 | 42.04 | 45.20 | 45.23 | 44.42 | 43.56 | 40.40 |
| 26.72 | 26.93 | 26.35 | 26.51 | 26.07 | 26.41 | 27.51 | 23.81 | 24.56 |
| 33.45 | 33.08 | 32.96 | 32.16 | 33.15 | 33.01 | 32.77 | 31.09 | 31.33 | | 0 |
| Figure | a | b | γ | Initialcondition | No.oftrials/<br>samples |
| --- | --- | --- | --- | --- | --- |
| ?? | 4 | - | - | 0.1 | 100samples |
| ?? | - | - | - | - | 100samples |
| ?? | 4 | - | - | 0.1 | 5,000samples |
| ?? | - | - | - | - | 5,000samples |
| ?? | 0to4 | - | - | 0.1 | 250samples |
| ?? | 2.0to2.4 | - | - | 0.5 | 250samples | | | ?? | 0to2 | - | - | 0.1 | 250samples |
| --- | --- | --- | --- | --- | --- |
| ?? | 3.74 | - | - | 0.1 | 100samples |
| ?? | 3.74 | - | - | 0.1 | 50,000samples |
| ?? | 4 | - | - | 0.1 | 50,000samples |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 0to4step0.1 | 0to4step0.1 | 0.5 | [x,y]=[0,0] | 5,000trials |
| ?? | 4 | - | 0to1step0.1 | 0to1step0.01 | 5,000trials |
| ?? | 2.27 | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | 1.9 | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | - | - | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | 1.7 | 0 | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | 1.7 | 0 | 0to1step0.1 | 0to1step0.1 | 5,000trials |
| ?? | sameasbelow | sameasbelow | 0to1step0.1 | sameasbelow | 5,000trials |
| ??<br>Logistic<br>Sinusoidal<br>Tent<br>Gaussian<br>Henon<br>Lozi | -<br>4<br>2.27<br>1.9<br>-<br>1.7<br>1.7 | -<br>-<br>-<br>-<br>-<br>0<br>0 | -<br>0.50<br>0.55<br>0.55<br>0.41<br>0.68<br>0.55 | -<br>0.1<br>0.5<br>0.8<br>0.701<br>[x,y]=[0,0]<br>[x,y]=[0,0] | -<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials<br>50,000trials | | 1 |
| Figure | a | b | γ | Initialcondition | No.oftrials/<br>samples |
| --- | --- | --- | --- | --- | --- |
| ?? | 4 | - | - | 0.1 | 100samples |
| ?? | - | - | - | - | 100samples |
| ?? | 4 | - | - | 0.1 | 5,000samples |
| ?? | - | - | - | - | 5,000samples |
| ?? | 0to4 | - | - | 0.1 | 250samples |
| ?? | 2.0to2.4 | - | - | 0.5 | 250samples | | | 26.72 | 26.93 | 26.35 | 26.51 | 26.07 | 26.41 | 27.51 | 23.81 | 24.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 33.45 | 33.08 | 32.96 | 32.16 | 33.15 | 33.01 | 32.77 | 31.09 | 31.33 | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 0 |
| 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 | | 1 |
| 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 | | | 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 | | 0 |
| 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 | | 1 |
| 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 | | | 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 | | 0 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 | | | a2 | 5,2 | 7,7 | 5,2 | 0,1 |
| --- | --- | --- | --- | --- |
| a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 1 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 | | | | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 3,3 | 5,2 | 0,1 |
| a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 0 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 7,7 | 5,2 | 0,1 | | | a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| --- | --- | --- | --- | --- |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 1 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 7,7 | 5,2 | 0,1 | | | a2 | 5,2 | 3,3 | 5,2 | 0,1 |
| --- | --- | --- | --- | --- |
| a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 | | | MicrosoftSQLServer | 36.10 | 286.50 | 2764.80 |
| --- | --- | --- | --- |
| MySQL | 87.7 | 1264 | 10620.5 |
| PostgreSQL | 77.3 | 2385.2 | 25421.5 |
| MongoDB | 17.3 | 265.4 | 2875.9 |
| CouchDB | 1.56 | 18.64 | 266.68 |
| Couchbase | 73.16 | 731.39 | 10414.85 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 | | | Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 127 | 482.90 | 5715.4 |
| MySQL | 78.3 | 825.8 | 18794.4 |
| PostgreSQL | 35.5 | 582.6 | 11479.8 |
| MongoDB | 9 | 133.8 | 1530.9 |
| CouchDB | 1.19 | 15.57 | 132.7 |
| Couchbase | 39.37 | 405.57 | 6579.23 | | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 36.10 | 286.50 | 2764.80 |
| MySQL | 87.7 | 1264 | 10620.5 |
| PostgreSQL | 77.3 | 2385.2 | 25421.5 | | | MongoDB | 17.3 | 265.4 | 2875.9 |
| --- | --- | --- | --- |
| CouchDB | 1.56 | 18.64 | 266.68 |
| Couchbase | 73.16 | 731.39 | 10414.85 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 36.10 | 286.50 | 2764.80 |
| MySQL | 87.7 | 1264 | 10620.5 |
| PostgreSQL | 77.3 | 2385.2 | 25421.5 | | | MicrosoftSQLServer | 127 | 482.90 | 5715.4 |
| --- | --- | --- | --- |
| MySQL | 78.3 | 825.8 | 18794.4 |
| PostgreSQL | 35.5 | 582.6 | 11479.8 |
| MongoDB | 9 | 133.8 | 1530.9 |
| CouchDB | 1.19 | 15.57 | 132.7 |
| Couchbase | 39.37 | 405.57 | 6579.23 | | 0 |
| Instruction | SynapseDrivingVoltage | FeedbackVoltage(F) |
| --- | --- | --- |
| FF | Forward-Float | None/Floating |
| FH | Forward-High | −V |
| FL | Forward-Low | +V |
| FU | Forward-Unsupervised | −Vify≥0else+V |
| FA | Forward-Anti-Unsupervised | +Vify≥0else−V |
| FZ | Forward-Zero | 0 |
| RF | Reverse-Float | None/Floating |
| RH | Reverse-High | −V | | | RL | Reverse-Low | +V |
| --- | --- | --- |
| RU | Reverse-Unsupervised | −Vify≥0else+V |
| RA | Reverse-Anti-Unsupervised | +Vify≥0else−V |
| RZ | Reverse-Zero | 0 | | 1 |
| Instruction | SynapseDrivingVoltage | FeedbackVoltage(F) |
| --- | --- | --- |
| FF | Forward-Float | None/Floating |
| FH | Forward-High | −V |
| FL | Forward-Low | +V |
| FU | Forward-Unsupervised | −Vify≥0else+V |
| FA | Forward-Anti-Unsupervised | +Vify≥0else−V |
| FZ | Forward-Zero | 0 |
| RF | Reverse-Float | None/Floating |
| RH | Reverse-High | −V | | | ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) |
| Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| | | 4×4×Nc | 4×4ConvT()Nc | | 0 |
| Instruction | SynapseDrivingVoltage | FeedbackVoltage(F) |
| --- | --- | --- |
| FF | Forward-Float | None/Floating |
| FH | Forward-High | −V |
| FL | Forward-Low | +V |
| FU | Forward-Unsupervised | −Vify≥0else+V |
| FA | Forward-Anti-Unsupervised | +Vify≥0else−V | | | FZ | Forward-Zero | 0 |
| --- | --- | --- |
| RF | Reverse-Float | None/Floating |
| RH | Reverse-High | −V |
| RL | Reverse-Low | +V |
| RU | Reverse-Unsupervised | −Vify≥0else+V |
| RA | Reverse-Anti-Unsupervised | +Vify≥0else−V |
| RZ | Reverse-Zero | 0 | | 1 |
| Instruction | SynapseDrivingVoltage | FeedbackVoltage(F) |
| --- | --- | --- |
| FF | Forward-Float | None/Floating |
| FH | Forward-High | −V |
| FL | Forward-Low | +V |
| FU | Forward-Unsupervised | −Vify≥0else+V |
| FA | Forward-Anti-Unsupervised | +Vify≥0else−V | | | 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) |
| --- | --- | --- | --- |
| Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| | | 4×4×Nc | 4×4ConvT()Nc | | 0 |
| TaskDom | #Tr#De#Te | #Ft |
| --- | --- | --- |
| bn<br>bc<br>ACE-nw<br>NERwl<br>un<br>cts | 52,9986,6256,626<br>38,0734,7594,761<br>44,3645,5465,547<br>35,8834,4854,487<br>35,0834,3854,387<br>39,6774,9604,961 | 80k<br>109k<br>113k<br>109k<br>96k<br>54k |
| CoNLL-src<br>NERtgt | 256,145--<br>29,7915,2588,806 | 368k<br>88k | | | PubMed-src<br>POStgt | 950,028--<br>11,2641,98714,554 | 571k<br>39k |
| --- | --- | --- |
| CNN-src<br>Recaptgt | 2,000,000--<br>39,6847,0038,075 | 368k<br>88k |
| wsj<br>swbd3<br>br-cf<br>Treebr-cg<br>bank-br-ck<br>Chunkbr-cl<br>br-cm<br>br-cn<br>br-cp<br>br-cr | 191,20929,45538,440<br>45,2825,59641,840<br>58,2018,3077,607<br>67,4299,4446,897<br>51,3796,0619,451<br>47,3825,1015,880<br>11,6961,3241,594<br>56,0576,7517,847<br>55,3187,4775,977<br>16,7422,5222,712 | 94k<br>55k<br>144k<br>149k<br>121k<br>95k<br>51k<br>115k<br>112k<br>65k | | 1 |
| TaskDom | #Tr#De#Te | #Ft |
| --- | --- | --- |
| bn<br>bc<br>ACE-nw<br>NERwl<br>un<br>cts | 52,9986,6256,626<br>38,0734,7594,761<br>44,3645,5465,547<br>35,8834,4854,487<br>35,0834,3854,387<br>39,6774,9604,961 | 80k<br>109k<br>113k<br>109k<br>96k<br>54k |
| CoNLL-src<br>NERtgt | 256,145--<br>29,7915,2588,806 | 368k<br>88k | | | TaskDom | |
| --- | --- |
| bn<br>bc<br>ACE-nw<br>NERwl<br>un<br>cts | 4.982.372.292.232.112.212.061.98<br>4.544.073.553.533.894.013.473.47<br>4.783.713.863.653.563.793.683.39<br>2.452.452.122.122.452.332.412.12<br>3.672.462.482.402.182.102.031.91<br>2.080.460.400.400.460.440.340.32 |
| CoNLLtgt | 2.492.951.801.752.131.771.891.76 |
| PubMedtgt | 12.024.155.434.154.143.953.993.61 |
| CNNtgt | 10.293.823.673.453.463.443.353.37 |
| wsj<br>swbd3<br>br-cf<br>Treebr-cg<br>bank-br-ck<br>Chunkbr-cl<br>br-cm<br>br-cn<br>br-cp<br>br-cr | 6.634.354.334.304.324.324.274.11<br>15.904.154.504.104.134.093.603.51<br>5.166.274.854.804.784.725.225.15<br>4.325.364.164.154.274.304.254.90<br>5.056.325.054.985.015.055.275.41<br>5.666.605.425.395.395.535.995.73<br>3.576.593.143.113.153.314.084.89<br>4.605.564.274.224.204.194.484.42<br>4.825.624.634.574.554.554.874.78<br>5.789.135.715.195.205.156.716.30 |
| Treebank-brown | 6.355.754.804.754.814.724.724.65 | | 0 |
| TaskDom | #Tr#De#Te | #Ft |
| --- | --- | --- |
| bn<br>bc<br>ACE-nw<br>NERwl<br>un<br>cts | 52,9986,6256,626<br>38,0734,7594,761<br>44,3645,5465,547<br>35,8834,4854,487<br>35,0834,3854,387<br>39,6774,9604,961 | 80k<br>109k<br>113k<br>109k<br>96k<br>54k | | | CoNLL-src<br>NERtgt | 256,145--<br>29,7915,2588,806 | 368k<br>88k |
| --- | --- | --- |
| PubMed-src<br>POStgt | 950,028--<br>11,2641,98714,554 | 571k<br>39k |
| CNN-src<br>Recaptgt | 2,000,000--<br>39,6847,0038,075 | 368k<br>88k |
| wsj<br>swbd3<br>br-cf<br>Treebr-cg<br>bank-br-ck<br>Chunkbr-cl<br>br-cm<br>br-cn<br>br-cp<br>br-cr | 191,20929,45538,440<br>45,2825,59641,840<br>58,2018,3077,607<br>67,4299,4446,897<br>51,3796,0619,451<br>47,3825,1015,880<br>11,6961,3241,594<br>56,0576,7517,847<br>55,3187,4775,977<br>16,7422,5222,712 | 94k<br>55k<br>144k<br>149k<br>121k<br>95k<br>51k<br>115k<br>112k<br>65k | | 1 |
| TaskDom | #Tr#De#Te | #Ft |
| --- | --- | --- |
| bn<br>bc<br>ACE-nw<br>NERwl<br>un<br>cts | 52,9986,6256,626<br>38,0734,7594,761<br>44,3645,5465,547<br>35,8834,4854,487<br>35,0834,3854,387<br>39,6774,9604,961 | 80k<br>109k<br>113k<br>109k<br>96k<br>54k | | | PubMedtgt | 12.024.155.434.154.143.953.993.61 |
| --- | --- |
| CNNtgt | 10.293.823.673.453.463.443.353.37 |
| wsj<br>swbd3<br>br-cf<br>Treebr-cg<br>bank-br-ck<br>Chunkbr-cl<br>br-cm<br>br-cn<br>br-cp<br>br-cr | 6.634.354.334.304.324.324.274.11<br>15.904.154.504.104.134.093.603.51<br>5.166.274.854.804.784.725.225.15<br>4.325.364.164.154.274.304.254.90<br>5.056.325.054.985.015.055.275.41<br>5.666.605.425.395.395.535.995.73<br>3.576.593.143.113.153.314.084.89<br>4.605.564.274.224.204.194.484.42<br>4.825.624.634.574.554.554.874.78<br>5.789.135.715.195.205.156.716.30 |
| Treebank-brown | 6.355.754.804.754.814.724.724.65 | | 0 |
| Class | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 88 | 85 | 91 | 90 | 91 | 100 | 100 | 95 | 83 | 83 | 71 | 70 | 96 | 75 |
| 2. | 53 | 70 | 88 | 90 | 100 | 100 | 100 | 100 | 83 | 71 | 63 | 63 | 87 | 47 | | | 3 | 29 | 75 | 91 | 90 | 75 | 100 | 100 | 100 | 50 | 46 | 55 | 44 | 96 | 32 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Class | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | |
| 1 | 71 | 84 | 70 | 95 | 95 | 85 | 76 | 90 | 80 | 70 | 77 | 100 | 80 | |
| 2 | 59 | 72 | 59 | 85 | 95 | 95 | 66 | 95 | 45 | 40 | 69 | 100 | 78 | |
| 3 | 49 | 75 | 49 | 55 | 90 | 90 | 69 | 95 | 15 | 50 | 72 | 100 | 83 | | | 1 |
| Class | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 88 | 85 | 91 | 90 | 91 | 100 | 100 | 95 | 83 | 83 | 71 | 70 | 96 | 75 |
| 2. | 53 | 70 | 88 | 90 | 100 | 100 | 100 | 100 | 83 | 71 | 63 | 63 | 87 | 47 | | | 16 | 11 | 10 | 16 | 24 | 40 | 51 | 61 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 12 | 14 | 19 | 26 | 58 | 60 | 55 |
| 14 | 13 | 16 | 24 | 40 | 57 | 69 | 56 |
| 14 | 17 | 22 | 29 | 51 | 87 | 80 | 62 |
| 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 |
| 49 | 64 | 78 | 87 | 103 | 121 | 120 | 101 |
| 72 | 92 | 95 | 98 | 112 | 100 | 103 | 99 | | 0 |
| Class | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 88 | 85 | 91 | 90 | 91 | 100 | 100 | 95 | 83 | 83 | 71 | 70 | 96 | 75 |
| 2. | 53 | 70 | 88 | 90 | 100 | 100 | 100 | 100 | 83 | 71 | 63 | 63 | 87 | 47 |
| 3 | 29 | 75 | 91 | 90 | 75 | 100 | 100 | 100 | 50 | 46 | 55 | 44 | 96 | 32 |
| Class | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | |
| 1 | 71 | 84 | 70 | 95 | 95 | 85 | 76 | 90 | 80 | 70 | 77 | 100 | 80 | | | | 2 | 59 | 72 | 59 | 85 | 95 | 95 | 66 | 95 | 45 | 40 | 69 | 100 | 78 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 49 | 75 | 49 | 55 | 90 | 90 | 69 | 95 | 15 | 50 | 72 | 100 | 83 | | | 1 |
| Class | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 88 | 85 | 91 | 90 | 91 | 100 | 100 | 95 | 83 | 83 | 71 | 70 | 96 | 75 |
| 2. | 53 | 70 | 88 | 90 | 100 | 100 | 100 | 100 | 83 | 71 | 63 | 63 | 87 | 47 |
| 3 | 29 | 75 | 91 | 90 | 75 | 100 | 100 | 100 | 50 | 46 | 55 | 44 | 96 | 32 |
| Class | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | |
| 1 | 71 | 84 | 70 | 95 | 95 | 85 | 76 | 90 | 80 | 70 | 77 | 100 | 80 | | | | 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 |
| 49 | 64 | 78 | 87 | 103 | 121 | 120 | 101 |
| 72 | 92 | 95 | 98 | 112 | 100 | 103 | 99 | | 0 |
| λ | SQ(2)<br>Avg | JIQ<br>z=1<br>Avg | JIQ-<br>Random<br>Avg | SQ(2)<br>Var | JIQ<br>z=1<br>Var | JIQ-<br>Random<br>Var |
| --- | --- | --- | --- | --- | --- | --- |
| 0.50 | 1.26572 | 1.19356 | 1.12886 | 1.49234 | 1.39094 | 1.26742 |
| 0.60 | 1.40747 | 1.28239 | 1.17987 | 1.74541 | 1.56715 | 1.37965 |
| 0.70 | 1.61446 | 1.40813 | 1.25888 | 2.11398 | 1.81205 | 1.56210 |
| 0.80 | 1.94744 | 1.59780 | 1.40787 | 2.70517 | 2.17632 | 1.93743 |
| 0.90 | 2.61442 | 1.94387 | 1.83712 | 3.86808 | 2.86939 | 3.26202 |
| 0.95 | 3.38375 | 2.33613 | 2.68138 | 5.14687 | 3.81179 | 6.94056 | | | 0.96 | 3.64960 | 2.48165 | 3.10314 | 5.56989 | 4.22673 | 9.31200 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.97 | 4.00222 | 2.69113 | 3.80509 | 6.11533 | 4.89627 | 14.0488 |
| 0.98 | 4.51796 | 3.04536 | 5.20555 | 6.88176 | 6.23157 | 26.4497 |
| 0.99 | 5.43592 | 3.91664 | 9.40217 | 8.16057 | 10.6235 | 87.1031 | | 1 |
| λ | SQ(2)<br>Avg | JIQ<br>z=1<br>Avg | JIQ-<br>Random<br>Avg | SQ(2)<br>Var | JIQ<br>z=1<br>Var | JIQ-<br>Random<br>Var |
| --- | --- | --- | --- | --- | --- | --- |
| 0.50 | 1.26572 | 1.19356 | 1.12886 | 1.49234 | 1.39094 | 1.26742 |
| 0.60 | 1.40747 | 1.28239 | 1.17987 | 1.74541 | 1.56715 | 1.37965 |
| 0.70 | 1.61446 | 1.40813 | 1.25888 | 2.11398 | 1.81205 | 1.56210 |
| 0.80 | 1.94744 | 1.59780 | 1.40787 | 2.70517 | 2.17632 | 1.93743 |
| 0.90 | 2.61442 | 1.94387 | 1.83712 | 3.86808 | 2.86939 | 3.26202 |
| 0.95 | 3.38375 | 2.33613 | 2.68138 | 5.14687 | 3.81179 | 6.94056 | | | λ | Sims<br>z=1 | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.19356 | 1.19369 | 1.12886 |
| 0.60 | 1.28239 | 1.28254 | 1.17987 |
| 0.70 | 1.40813 | 1.40828 | 1.25888 |
| 0.80 | 1.59780 | 1.59796 | 1.40787 |
| 0.90 | 1.94387 | 1.94377 | 1.83712 |
| 0.95 | 2.33613 | 2.33539 | 2.68138 |
| 0.96 | 2.48165 | 2.48041 | 3.10314 |
| 0.97 | 2.69113 | 2.68903 | 3.80509 |
| 0.98 | 3.04536 | 3.04146 | 5.20555 |
| 0.99 | 3.91664 | 3.90627 | 9.40217 | | 0 |
| λ | SQ(2)<br>Avg | JIQ<br>z=1<br>Avg | JIQ-<br>Random<br>Avg | SQ(2)<br>Var | JIQ<br>z=1<br>Var | JIQ-<br>Random<br>Var |
| --- | --- | --- | --- | --- | --- | --- |
| 0.50 | 1.26572 | 1.19356 | 1.12886 | 1.49234 | 1.39094 | 1.26742 |
| 0.60 | 1.40747 | 1.28239 | 1.17987 | 1.74541 | 1.56715 | 1.37965 |
| 0.70 | 1.61446 | 1.40813 | 1.25888 | 2.11398 | 1.81205 | 1.56210 |
| 0.80 | 1.94744 | 1.59780 | 1.40787 | 2.70517 | 2.17632 | 1.93743 |
| 0.90 | 2.61442 | 1.94387 | 1.83712 | 3.86808 | 2.86939 | 3.26202 |
| 0.95 | 3.38375 | 2.33613 | 2.68138 | 5.14687 | 3.81179 | 6.94056 |
| 0.96 | 3.64960 | 2.48165 | 3.10314 | 5.56989 | 4.22673 | 9.31200 | | | 0.97 | 4.00222 | 2.69113 | 3.80509 | 6.11533 | 4.89627 | 14.0488 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.98 | 4.51796 | 3.04536 | 5.20555 | 6.88176 | 6.23157 | 26.4497 |
| 0.99 | 5.43592 | 3.91664 | 9.40217 | 8.16057 | 10.6235 | 87.1031 | | 1 |
| λ | SQ(2)<br>Avg | JIQ<br>z=1<br>Avg | JIQ-<br>Random<br>Avg | SQ(2)<br>Var | JIQ<br>z=1<br>Var | JIQ-<br>Random<br>Var |
| --- | --- | --- | --- | --- | --- | --- |
| 0.50 | 1.26572 | 1.19356 | 1.12886 | 1.49234 | 1.39094 | 1.26742 |
| 0.60 | 1.40747 | 1.28239 | 1.17987 | 1.74541 | 1.56715 | 1.37965 |
| 0.70 | 1.61446 | 1.40813 | 1.25888 | 2.11398 | 1.81205 | 1.56210 |
| 0.80 | 1.94744 | 1.59780 | 1.40787 | 2.70517 | 2.17632 | 1.93743 |
| 0.90 | 2.61442 | 1.94387 | 1.83712 | 3.86808 | 2.86939 | 3.26202 |
| 0.95 | 3.38375 | 2.33613 | 2.68138 | 5.14687 | 3.81179 | 6.94056 |
| 0.96 | 3.64960 | 2.48165 | 3.10314 | 5.56989 | 4.22673 | 9.31200 | | | 0.80 | 1.59780 | 1.59796 | 1.40787 |
| --- | --- | --- | --- |
| 0.90 | 1.94387 | 1.94377 | 1.83712 |
| 0.95 | 2.33613 | 2.33539 | 2.68138 |
| 0.96 | 2.48165 | 2.48041 | 3.10314 |
| 0.97 | 2.69113 | 2.68903 | 3.80509 |
| 0.98 | 3.04536 | 3.04146 | 5.20555 |
| 0.99 | 3.91664 | 3.90627 | 9.40217 | | 0 |
| | Activities | Units | Segments | Clips | Duration | Setting | Persons |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ChaLAP | - | 11 | 166 | 7 | 6min | staged | 8 |
| YouCook | - | 7 | 1422 | 88(46) | 0.7h | youtube | - |
| Toyassembly | 3 | 40 | 479 | 29 | 1.06h | lab | 2 |
| CMUMMAC(*) | 1 | 37 | 2238 | 37 | 4.4h | lab | 16 |
| 50Salads | 2 | 51 | 2603 | 50 | 5.3h | lab | 25 |
| MPIICooking | 14 | 65 | 5609(1861BG) | 44 | 8.1h | lab | 12 | | | MPIIComposite | 55 | 78 | 12642 | 256 | 18.2h | lab | 30 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Breakfast | 10 | 48 | 11441(2992BG) | 1712 | 66.7h | wild | 52 |
| BreakfastFine | 10 | 178 | 31325(2154BG) | 804 | 49.6h | wild | 52 | | 1 |
| | Activities | Units | Segments | Clips | Duration | Setting | Persons |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ChaLAP | - | 11 | 166 | 7 | 6min | staged | 8 |
| YouCook | - | 7 | 1422 | 88(46) | 0.7h | youtube | - |
| Toyassembly | 3 | 40 | 479 | 29 | 1.06h | lab | 2 |
| CMUMMAC(*) | 1 | 37 | 2238 | 37 | 4.4h | lab | 16 |
| 50Salads | 2 | 51 | 2603 | 50 | 5.3h | lab | 25 |
| MPIICooking | 14 | 65 | 5609(1861BG) | 44 | 8.1h | lab | 12 | | | | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 |
| Heart | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 100 |
| Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | 100 | 95 |
| Fountain | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Key | 100 | 100 | 95 | 100 | 95 | 95 | 90 | 90 | 95 | 95 |
| Fork | 95 | 90 | 65 | 70 | 65 | 75 | 65 | 75 | 70 | 60 |
| Hammerfull | 95 | 95 | 80 | 30 | 30 | 35 | 30 | 40 | 35 | 15 | | 0 |
| | Activities | Units | Segments | Clips | Duration | Setting | Persons |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ChaLAP | - | 11 | 166 | 7 | 6min | staged | 8 |
| YouCook | - | 7 | 1422 | 88(46) | 0.7h | youtube | - |
| Toyassembly | 3 | 40 | 479 | 29 | 1.06h | lab | 2 |
| CMUMMAC(*) | 1 | 37 | 2238 | 37 | 4.4h | lab | 16 |
| 50Salads | 2 | 51 | 2603 | 50 | 5.3h | lab | 25 |
| MPIICooking | 14 | 65 | 5609(1861BG) | 44 | 8.1h | lab | 12 | | | MPIIComposite | 55 | 78 | 12642 | 256 | 18.2h | lab | 30 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Breakfast | 10 | 48 | 11441(2992BG) | 1712 | 66.7h | wild | 52 |
| BreakfastFine | 10 | 178 | 31325(2154BG) | 804 | 49.6h | wild | 52 | | 1 |
| | Activities | Units | Segments | Clips | Duration | Setting | Persons |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ChaLAP | - | 11 | 166 | 7 | 6min | staged | 8 |
| YouCook | - | 7 | 1422 | 88(46) | 0.7h | youtube | - |
| Toyassembly | 3 | 40 | 479 | 29 | 1.06h | lab | 2 |
| CMUMMAC(*) | 1 | 37 | 2238 | 37 | 4.4h | lab | 16 |
| 50Salads | 2 | 51 | 2603 | 50 | 5.3h | lab | 25 |
| MPIICooking | 14 | 65 | 5609(1861BG) | 44 | 8.1h | lab | 12 | | | Fountain | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Key | 100 | 100 | 95 | 100 | 95 | 95 | 90 | 90 | 95 | 95 |
| Fork | 95 | 90 | 65 | 70 | 65 | 75 | 65 | 75 | 70 | 60 |
| Hammerfull | 95 | 95 | 80 | 30 | 30 | 35 | 30 | 40 | 35 | 15 | | 0 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 3 | 6 | 3 | 3.5 | 3.5 | 4 |
| Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 | | | Solver4 | 4.5 | 5 | 7 | 3.5 | 6 | 5 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver5 | 6 | 3.5 | 4.5 | 2 | 1 | 1.5 |
| Solver6 | 7 | 2 | 2 | 6 | 3.5 | 3 |
| Solver7 | 4.5 | 3.5 | 4.5 | 7 | 3.5 | 1.5 | | 1 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 3 | 6 | 3 | 3.5 | 3.5 | 4 |
| Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 | | | Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 34 | 35 | 42 | 32 | 10 | 12 |
| Solver2 | 32 | 24 | 44 | 33 | 13 | 15 |
| Solver3 | 33 | 36 | 30 | 12 | 10 | 17 |
| Solver4 | 36 | 32 | 46 | 32 | 12 | 13 |
| Solver5 | 37 | 30 | 43 | 29 | 9 | 4 |
| Solver6 | 68 | 29 | 41 | 55 | 10 | 5 |
| Solver7 | 36 | 30 | 43 | 58 | 10 | 4 | | 0 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 3 | 6 | 3 | 3.5 | 3.5 | 4 |
| Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 |
| Solver4 | 4.5 | 5 | 7 | 3.5 | 6 | 5 | | | Solver5 | 6 | 3.5 | 4.5 | 2 | 1 | 1.5 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver6 | 7 | 2 | 2 | 6 | 3.5 | 3 |
| Solver7 | 4.5 | 3.5 | 4.5 | 7 | 3.5 | 1.5 | | 1 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 3 | 6 | 3 | 3.5 | 3.5 | 4 |
| Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 |
| Solver4 | 4.5 | 5 | 7 | 3.5 | 6 | 5 | | | Solver5 | 37 | 30 | 43 | 29 | 9 | 4 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver6 | 68 | 29 | 41 | 55 | 10 | 5 |
| Solver7 | 36 | 30 | 43 | 58 | 10 | 4 | | 0 |
| cone(0) | {2,3,4} |
| --- | --- |
| support(4) | {0,1} | | | closure(1) | {4,5,6,7,10,8} |
| --- | --- |
| star(8) | {2,4,6,0,1} |
| meet(0,1) | {4} |
| join(2,4) | {0} |
| join(2,5) | {} | | 1 |
| cone(0) | {2,3,4} |
| --- | --- |
| support(4) | {0,1} | | | - | - |
| --- | --- |
| 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>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| - | - | | 0 |
| cone(0) | {2,3,4} |
| --- | --- |
| support(4) | {0,1} | | | closure(1) | {4,5,6,7,10,8} |
| --- | --- |
| star(8) | {2,4,6,0,1} |
| meet(0,1) | {4} |
| join(2,4) | {0} |
| join(2,5) | {} | | 1 |
| cone(0) | {2,3,4} |
| --- | --- |
| support(4) | {0,1} | | | 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| --- | --- |
| - | - | | 0 |
| 72.46 | 72.29 |
| --- | --- |
| 71.7 | 71.28 | | | 60.76 | 54.27 |
| --- | --- |
| 57.29 | 49.37 |
| 57.98 | 47.01 |
| 64.13 | 57.63 | | 1 |
| 72.46 | 72.29 |
| --- | --- |
| 71.7 | 71.28 | | | 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 |
| 50.26 | 25.34 | 17.85 |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 0 |
| 72.46 | 72.29 |
| --- | --- |
| 71.7 | 71.28 |
| 60.76 | 54.27 | | | 57.29 | 49.37 |
| --- | --- |
| 57.98 | 47.01 |
| 64.13 | 57.63 | | 1 |
| 72.46 | 72.29 |
| --- | --- |
| 71.7 | 71.28 |
| 60.76 | 54.27 | | | 58.69 | 30.93 | 21.42 |
| --- | --- | --- |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 0 |
| Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) |
| M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) | | | eFUMI(ACE) | 0.214 | 0.325 | mi-SVM |
| --- | --- | --- | --- |
| eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 1 |
| Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) |
| M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) | | | | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) | | | M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) |
| --- | --- | --- | --- |
| eFUMI(ACE) | 0.214 | 0.325 | mi-SVM |
| eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 1 |
| Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) | | | O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| --- | --- | --- | --- | --- | --- | --- |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
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