premise string | hypothesis string | label int64 |
|---|---|---|
| | English→Hindi | |
| --- | --- | --- |
| | MatchSwapUnalignedMerge | Edges |
| Baseline | 47.79.120.91.6 | 794 |
| Remove | 66.111.70.02.1 | 622 |
| Merge | 69.512.30.00.0 | 586 |
| Swap | 90.30.30.00.0 | 586 |
| | Hindi→English | | | | Baseline | 46.35.620.71.7 | 816 |
| --- | --- | --- |
| Remove | 63.45.30.02.2 | 647 |
| Merge | 69.24.60.00.0 | 587 |
| Swap | 89.92.40.00.0 | 587 | | 1 |
| | English→Hindi | |
| --- | --- | --- |
| | MatchSwapUnalignedMerge | Edges |
| Baseline | 47.79.120.91.6 | 794 |
| Remove | 66.111.70.02.1 | 622 |
| Merge | 69.512.30.00.0 | 586 |
| Swap | 90.30.30.00.0 | 586 |
| | Hindi→English | | | | Scripts | NumberofSamples | | | |
| --- | --- | --- | --- | --- |
| CharacterLevel | WordLevel | | | |
| Online | Offline | Online | Offline | |
| Bangla | 10,509 | 10,897 | 10,589 | 10,687 |
| Devanagari | 10,897 | 11,021 | 10,847 | 10,645 |
| Gurumukhi | 9,897 | 9,789 | 9,569 | 9,657 |
| Odia | 9,457 | 9,789 | 9,147 | 9,234 |
| Tamil | 9,456 | 9,476 | 9,874 | 9,476 |
| Telegu | 10,486 | 10,789 | 10,687 | 10,694 |
| English | 10,489 | 10,879 | 11,023 | 11,458 | | 0 |
| | English→Hindi | |
| --- | --- | --- |
| | MatchSwapUnalignedMerge | Edges |
| Baseline | 47.79.120.91.6 | 794 |
| Remove | 66.111.70.02.1 | 622 |
| Merge | 69.512.30.00.0 | 586 |
| Swap | 90.30.30.00.0 | 586 |
| | Hindi→English | | | | Baseline | 46.35.620.71.7 | 816 |
| --- | --- | --- |
| Remove | 63.45.30.02.2 | 647 |
| Merge | 69.24.60.00.0 | 587 |
| Swap | 89.92.40.00.0 | 587 | | 1 |
| | English→Hindi | |
| --- | --- | --- |
| | MatchSwapUnalignedMerge | Edges |
| Baseline | 47.79.120.91.6 | 794 |
| Remove | 66.111.70.02.1 | 622 |
| Merge | 69.512.30.00.0 | 586 |
| Swap | 90.30.30.00.0 | 586 |
| | Hindi→English | | | | Tamil | 9,456 | 9,476 | 9,874 | 9,476 |
| --- | --- | --- | --- | --- |
| Telegu | 10,486 | 10,789 | 10,687 | 10,694 |
| English | 10,489 | 10,879 | 11,023 | 11,458 | | 0 |
| Modeltype | Objectivefunction |
| --- | --- |
| LSTM | Crossentropy |
| | |
| BLSTM+LSTM<br>LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM+HRED | Adversarial<br>Crossentropy<br>Adversarial+CosineSimilarity<br>Adversarial<br>Crossentropy |
| LSTM<br>2LDTM+attention<br>2LSTM+attention<br>GWGM+attention<br>SEARG | Crossentropy<br>Crossentropyondiversifieddata<br>+<br>Crossentropy(tunedwithtrialdata)<br>Crossentropy<br>Crossentropy | | | LSTM | Crossentropy |
| --- | --- |
| LSTM<br>LSTM<br>LSTM<br>LSTM<br>LSTM | MMImaxdiv<br>MMImaxBLEU(tunedwithMERT)<br>MMImixed(maxdiv+maxBLEU)<br>MMIuniform<br>Crossentropy |
| | | | 1 |
| Modeltype | Objectivefunction |
| --- | --- |
| LSTM | Crossentropy |
| | |
| BLSTM+LSTM<br>LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM+HRED | Adversarial<br>Crossentropy<br>Adversarial+CosineSimilarity<br>Adversarial<br>Crossentropy |
| LSTM<br>2LDTM+attention<br>2LSTM+attention<br>GWGM+attention<br>SEARG | Crossentropy<br>Crossentropyondiversifieddata<br>+<br>Crossentropy(tunedwithtrialdata)<br>Crossentropy<br>Crossentropy | | | Model | Dataset | Accuracy |
| --- | --- | --- |
| Average | – | 0.544 |
| LSTM<br>LSTM<br>LSTM | EN<br>JA<br>ZH | 0.531<br>0.569<br>0.532 |
| MT+LSTM | TranslatedALL | 0.541 |
| Parameter-sharingLSTM | ALL | 0.542 |
| Average | – | 0.581 |
| CNN<br>CNN<br>CNN | EN<br>JA<br>ZH | 0.578<br>0.610<br>0.553 |
| MT+CNN | TranslatedALL | 0.564 |
| Parameter-sharingCNN | ALL | 0.573 | | 0 |
| Modeltype | Objectivefunction |
| --- | --- |
| LSTM | Crossentropy |
| | |
| BLSTM+LSTM<br>LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM+HRED | Adversarial<br>Crossentropy<br>Adversarial+CosineSimilarity<br>Adversarial<br>Crossentropy | | | LSTM<br>2LDTM+attention<br>2LSTM+attention<br>GWGM+attention<br>SEARG | Crossentropy<br>Crossentropyondiversifieddata<br>+<br>Crossentropy(tunedwithtrialdata)<br>Crossentropy<br>Crossentropy |
| --- | --- |
| LSTM | Crossentropy |
| LSTM<br>LSTM<br>LSTM<br>LSTM<br>LSTM | MMImaxdiv<br>MMImaxBLEU(tunedwithMERT)<br>MMImixed(maxdiv+maxBLEU)<br>MMIuniform<br>Crossentropy |
| | | | 1 |
| Modeltype | Objectivefunction |
| --- | --- |
| LSTM | Crossentropy |
| | |
| BLSTM+LSTM<br>LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM<br>BLSTM+LSTM+HRED | Adversarial<br>Crossentropy<br>Adversarial+CosineSimilarity<br>Adversarial<br>Crossentropy | | | CNN<br>CNN<br>CNN | EN<br>JA<br>ZH | 0.578<br>0.610<br>0.553 |
| --- | --- | --- |
| MT+CNN | TranslatedALL | 0.564 |
| Parameter-sharingCNN | ALL | 0.573 | | 0 |
| English-German |
| --- |
| 32.58 | | | 33.86 |
| --- |
| 34.56 |
| 34.58 | | 1 |
| English-German |
| --- |
| 32.58 | | | Science | | | |
| --- | --- | --- | --- |
| Language | Positive | Negative | Ambiguous |
| Swedish | 0.14 | 0.19 | 0.67 |
| German | 0.65 | 0.16 | 0.19 |
| Italian | 0.53 | 0.25 | 0.22 |
| English | 0.60 | 0.26 | 0.14 |
| Politics | | | |
| Language | Positive | Negative | Ambiguous |
| Swedish | 0.48 | 0.28 | 0.24 |
| German | 0.34 | 0.34 | 0.31 |
| Italian | 0.28 | 0.57 | 0.15 |
| English | 0.37 | 0.31 | 0.32 | | 0 |
| English-German |
| --- |
| 32.58 | | | 33.86 |
| --- |
| 34.56 |
| 34.58 | | 1 |
| English-German |
| --- |
| 32.58 | | | Italian | 0.28 | 0.57 | 0.15 |
| --- | --- | --- | --- |
| English | 0.37 | 0.31 | 0.32 | | 0 |
| | SIMCCsAUCAUCNSSEMD |
| --- | --- |
| SAM-ResNet | 0.770.890.580.882.381.04 |
| SAM-VGG | 0.760.890.580.882.381.07 | | | DeepFix | 0.740.870.580.872.281.15 |
| --- | --- |
| MixNet | 0.660.760.580.861.921.63 |
| iSEEL | 0.620.660.590.841.671.78 |
| BMS | 0.610.670.590.851.671.95 |
| eDN | 0.520.540.550.851.302.64 |
| GBVS | 0.510.500.580.801.232.99 | | 1 |
| | SIMCCsAUCAUCNSSEMD |
| --- | --- |
| SAM-ResNet | 0.770.890.580.882.381.04 |
| SAM-VGG | 0.760.890.580.882.381.07 | | | | SIMCCsAUCAUCNSSEMD |
| --- | --- |
| DSCLRCN | 0.680.800.720.872.352.17 |
| SAM-ResNet | 0.680.780.700.872.342.15 |
| SAM-VGG | 0.670.770.710.872.302.14 |
| DeepFix | 0.670.780.710.872.262.04 |
| SALICON | 0.600.740.740.872.122.62 |
| PDP | 0.600.700.730.852.052.58 |
| ML-Net | 0.590.670.700.852.052.63 |
| SalGAN(*) | 0.630.730.720.862.042.29 |
| iSEEL | 0.570.650.680.841.782.72 |
| SalNet | 0.520.580.690.831.513.31 |
| BMS | 0.510.550.650.831.413.35 |
| Mr-CNN | 0.480.480.690.791.373.71 |
| DeepGazeII | 0.460.520.720.881.293.98 |
| GBVS | 0.480.480.630.811.243.51 |
| eDN | 0.410.450.620.821.144.56 | | 0 |
| | SIMCCsAUCAUCNSSEMD |
| --- | --- |
| SAM-ResNet | 0.770.890.580.882.381.04 |
| SAM-VGG | 0.760.890.580.882.381.07 |
| DeepFix | 0.740.870.580.872.281.15 |
| MixNet | 0.660.760.580.861.921.63 | | | iSEEL | 0.620.660.590.841.671.78 |
| --- | --- |
| BMS | 0.610.670.590.851.671.95 |
| eDN | 0.520.540.550.851.302.64 |
| GBVS | 0.510.500.580.801.232.99 | | 1 |
| | SIMCCsAUCAUCNSSEMD |
| --- | --- |
| SAM-ResNet | 0.770.890.580.882.381.04 |
| SAM-VGG | 0.760.890.580.882.381.07 |
| DeepFix | 0.740.870.580.872.281.15 |
| MixNet | 0.660.760.580.861.921.63 | | | PDP | 0.600.700.730.852.052.58 |
| --- | --- |
| ML-Net | 0.590.670.700.852.052.63 |
| SalGAN(*) | 0.630.730.720.862.042.29 |
| iSEEL | 0.570.650.680.841.782.72 |
| SalNet | 0.520.580.690.831.513.31 |
| BMS | 0.510.550.650.831.413.35 |
| Mr-CNN | 0.480.480.690.791.373.71 |
| DeepGazeII | 0.460.520.720.881.293.98 |
| GBVS | 0.480.480.630.811.243.51 |
| eDN | 0.410.450.620.821.144.56 | | 0 |
| 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 | 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 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 | | 1 |
| 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 | | | | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 1.73 | 107 | 0.02 | 1.73 | 61 | 0.03 | 1.14 | 24 | 0.05 | 0.96 | 24 | 0.04 |
| 4 | 5.69 | 108 | 0.05 | 6.32 | 64 | 0.10 | 2.70 | 25 | 0.11 | 2.19 | 24 | 0.09 |
| 6 | 12.20 | 109 | 0.11 | 14.19 | 64 | 0.22 | 4.95 | 25 | 0.20 | 3.36 | 24 | 0.14 |
| 8 | 21.33 | 110 | 0.19 | 25.14 | 64 | 0.39 | 7.62 | 27 | 0.28 | 5.48 | 32 | 0.17 |
| 10 | 37.54 | 110 | 0.34 | 40.82 | 64 | 0.64 | 11.17 | 35 | 0.32 | 7.75 | 32 | 0.24 |
| 12 | 52.08 | 111 | 0.47 | 67.52 | 65 | 1.04 | 14.32 | 35 | 0.41 | 9.77 | 32 | 0.31 |
| 14 | 69.28 | 111 | 0.62 | 109.57 | 66 | 1.66 | 19.09 | 35 | 0.54 | 12.39 | 32 | 0.39 |
| 16 | 93.08 | 111 | 0.84 | 142.68 | 65 | 2.20 | 22.96 | 34 | 0.67 | 16.18 | 32 | 0.51 |
| 18 | 124.00 | 111 | 1.12 | 185.63 | 65 | 2.85 | 28.12 | 35 | 0.80 | 19.17 | 32 | 0.60 |
| 20 | 152.89 | 111 | 1.38 | 263.19 | 72 | 3.65 | 34.02 | 35 | 0.97 | 23.60 | 32 | 0.74 |
| Avg. | 56.98 | 110 | 0.51 | 85.68 | 65 | 1.28 | 14.61 | 31 | 0.44 | 10.09 | 30 | 0.32 | | 0 |
| 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 | 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 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 | | 1 |
| 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 | 4 | 18 | 12 | 3 | 0 | 4.9 | 26122 | 4876 | 0 | 0.41 | | | 12 | 52.08 | 111 | 0.47 | 67.52 | 65 | 1.04 | 14.32 | 35 | 0.41 | 9.77 | 32 | 0.31 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 14 | 69.28 | 111 | 0.62 | 109.57 | 66 | 1.66 | 19.09 | 35 | 0.54 | 12.39 | 32 | 0.39 |
| 16 | 93.08 | 111 | 0.84 | 142.68 | 65 | 2.20 | 22.96 | 34 | 0.67 | 16.18 | 32 | 0.51 |
| 18 | 124.00 | 111 | 1.12 | 185.63 | 65 | 2.85 | 28.12 | 35 | 0.80 | 19.17 | 32 | 0.60 |
| 20 | 152.89 | 111 | 1.38 | 263.19 | 72 | 3.65 | 34.02 | 35 | 0.97 | 23.60 | 32 | 0.74 |
| Avg. | 56.98 | 110 | 0.51 | 85.68 | 65 | 1.28 | 14.61 | 31 | 0.44 | 10.09 | 30 | 0.32 | | 0 |
| Tribune | NYPost | Suntimes | Freep | Techweb | CleanEval | Myriad40 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.856 | 0.949 | 0.518 | 0.834 | 0.757 | 0.725 | 0.778 |
| 0.794 | 0.949 | 0.518 | 0.834 | 0.757 | 0.673 | 0.778 |
| 0.771 | 0.417 | 0.591 | 0.608 | 0.603 | 0.662 | 0.643 |
| 0.690 | 0.439 | 0.590 | 0.627 | 0.609 | 0.508 | 0.632 | | | 0.855 | 0.964 | 0.799 | 0.836 | 0.828 | 0.743 | 0.804 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.855 | 0.964 | 0.812 | 0.846 | 0.838 | 0.802 | 0.831 | | 1 |
| Tribune | NYPost | Suntimes | Freep | Techweb | CleanEval | Myriad40 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.856 | 0.949 | 0.518 | 0.834 | 0.757 | 0.725 | 0.778 |
| 0.794 | 0.949 | 0.518 | 0.834 | 0.757 | 0.673 | 0.778 |
| 0.771 | 0.417 | 0.591 | 0.608 | 0.603 | 0.662 | 0.643 |
| 0.690 | 0.439 | 0.590 | 0.627 | 0.609 | 0.508 | 0.632 | | | Tribune | NYPost | Suntimes | Freep | Techweb | CleanEval | Myriad40 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.871 | 0.975 | 0.536 | 0.846 | 0.814 | 0.725 | 0.784 |
| 0.816 | 0.975 | 0.536 | 0.846 | 0.814 | 0.702 | 0.784 |
| 0.657 | 0.234 | 0.405 | 0.307 | 0.387 | 0.567 | 0.530 |
| 0.546 | 0.262 | 0.420 | 0.319 | 0.394 | 0.404 | 0.515 |
| 0.871 | 0.981 | 0.899 | 0.845 | 0.880 | 0.767 | 0.807 |
| 0.871 | 0.981 | 0.922 | 0.858 | 0.888 | 0.825 | 0.828 | | 0 |
| Tribune | NYPost | Suntimes | Freep | Techweb | CleanEval | Myriad40 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.856 | 0.949 | 0.518 | 0.834 | 0.757 | 0.725 | 0.778 | | | 0.794 | 0.949 | 0.518 | 0.834 | 0.757 | 0.673 | 0.778 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.771 | 0.417 | 0.591 | 0.608 | 0.603 | 0.662 | 0.643 |
| 0.690 | 0.439 | 0.590 | 0.627 | 0.609 | 0.508 | 0.632 |
| 0.855 | 0.964 | 0.799 | 0.836 | 0.828 | 0.743 | 0.804 |
| 0.855 | 0.964 | 0.812 | 0.846 | 0.838 | 0.802 | 0.831 | | 1 |
| Tribune | NYPost | Suntimes | Freep | Techweb | CleanEval | Myriad40 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.856 | 0.949 | 0.518 | 0.834 | 0.757 | 0.725 | 0.778 | | | 0.871 | 0.981 | 0.899 | 0.845 | 0.880 | 0.767 | 0.807 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.871 | 0.981 | 0.922 | 0.858 | 0.888 | 0.825 | 0.828 | | 0 |
| Decoupling(s) | Saddle-Point(s) |
| --- | --- |
| 0.0184 | 0.0519 |
| 0.1301 | 0.5195 | | | 0.4659 | 2.6204 |
| --- | --- |
| 1.2452 | 9.0459 |
| 4.1129 | 40.9595 |
| 12.0575 | 149.6981 | | 1 |
| Decoupling(s) | Saddle-Point(s) |
| --- | --- |
| 0.0184 | 0.0519 |
| 0.1301 | 0.5195 | | | τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 |
| DE(c,c)i | 0.000 | 0.050 | 0.055 | 0.055 | 0.055 | 0.055 |
| SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| Decoupling(s) | Saddle-Point(s) |
| --- | --- |
| 0.0184 | 0.0519 | | | 0.1301 | 0.5195 |
| --- | --- |
| 0.4659 | 2.6204 |
| 1.2452 | 9.0459 |
| 4.1129 | 40.9595 |
| 12.0575 | 149.6981 | | 1 |
| Decoupling(s) | Saddle-Point(s) |
| --- | --- |
| 0.0184 | 0.0519 | | | SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| --- | --- | --- | --- | --- | --- | --- |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| | 12 | 24 | 60 | 144 | 300 | 600 | 1200 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| mincores1<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=12<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=24<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=60<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=144<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | | | | mincores=300<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| --- |
| mincores=600<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | 1 |
| | 12 | 24 | 60 | 144 | 300 | 600 | 1200 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| mincores1<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=12<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=24<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=60<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=144<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | | | | | 12cores | 60cores | 144cores | 300core | 600cores | 1200cores |
| --- | --- | --- | --- | --- | --- | --- |
| mincores=12<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | |
| mincores=60<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | |
| mincores=144<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | |
| mincores=300<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | | 0 |
| | 12 | 24 | 60 | 144 | 300 | 600 | 1200 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| mincores1<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=12<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | | | | mincores=24<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| --- |
| mincores=60<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| mincores=144<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| mincores=300<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| mincores=600<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | 1 |
| | 12 | 24 | 60 | 144 | 300 | 600 | 1200 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| mincores1<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | |
| mincores=12<br>RUNTIME<br>SPEEDUP<br>LOAD-BALANCE<br>SEARCH-OVERHEAD<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | | | | | | | | | mincores=144<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO |
| --- |
| mincores=300<br>RUNTIME<br>TERMINATION-TIME<br>TERMINATIONSPEEDUP<br>SEARCH-OVERHEAD<br>LOAD-BALANCE<br>F<OPT-RELATIVE<br>RATIO-F<OPT<br>RATIO-F=OPT<br>RATIO-F>OPT<br>REOPEN-RATIO | | 0 |
| N | exp | s,i1 | s,i2 | s,s,i | f,i |
| --- | --- | --- | --- | --- | --- |
| 64 | 1 | 0.4 | 2 | 7 | 9 | | | 128 | 5 | 0.7 | 3 | 30 | 39 |
| --- | --- | --- | --- | --- | --- |
| 256 | 30 | 1.3 | 7 | 139 | 206 |
| 512 | 344 | 4.2 | 19 | 611 | 1200 | | 1 |
| N | exp | s,i1 | s,i2 | s,s,i | f,i |
| --- | --- | --- | --- | --- | --- |
| 64 | 1 | 0.4 | 2 | 7 | 9 | | | N | Int32 | Int64 | Float | Double |
| --- | --- | --- | --- | --- |
| 32M | 24.1 | 12.4 | 24.5 | 12.6 |
| 64M | 24.8 | 12.6 | 25.1 | 12.9 |
| 128M | 25.3 | 12.7 | 25.5 | 13.0 |
| 256M | 25.5 | 12.7 | 25.6 | 13.0 |
| 512M | 25.5 | 12.8 | 25.7 | 13.0 | | 0 |
| N | exp | s,i1 | s,i2 | s,s,i | f,i |
| --- | --- | --- | --- | --- | --- |
| 64 | 1 | 0.4 | 2 | 7 | 9 |
| 128 | 5 | 0.7 | 3 | 30 | 39 | | | 256 | 30 | 1.3 | 7 | 139 | 206 |
| --- | --- | --- | --- | --- | --- |
| 512 | 344 | 4.2 | 19 | 611 | 1200 | | 1 |
| N | exp | s,i1 | s,i2 | s,s,i | f,i |
| --- | --- | --- | --- | --- | --- |
| 64 | 1 | 0.4 | 2 | 7 | 9 |
| 128 | 5 | 0.7 | 3 | 30 | 39 | | | 64M | 24.8 | 12.6 | 25.1 | 12.9 |
| --- | --- | --- | --- | --- |
| 128M | 25.3 | 12.7 | 25.5 | 13.0 |
| 256M | 25.5 | 12.7 | 25.6 | 13.0 |
| 512M | 25.5 | 12.8 | 25.7 | 13.0 | | 0 |
| Category | RelationAttribute |
| --- | --- |
| RO | hasactiveingredient |
| RO | hasingredient |
| RO | hasproductcomponent |
| RO | hastradename |
| RO | refersto |
| RQ | hasalias |
| RQ | replaces |
| SY | - |
| SY | expandedformof | | | SY | hasexpandedform |
| --- | --- |
| SY | hasmultilevelcategory |
| SY | hasprintname |
| SY | hassinglelevelcategory |
| SY | hastradename |
| SY | sameas | | 1 |
| Category | RelationAttribute |
| --- | --- |
| RO | hasactiveingredient |
| RO | hasingredient |
| RO | hasproductcomponent |
| RO | hastradename |
| RO | refersto |
| RQ | hasalias |
| RQ | replaces |
| SY | - |
| SY | expandedformof | | | Featurelabel | Description |
| --- | --- |
| c,c,c∧cijij | Thetwoconceptsandtheirconjunction |
| w,w,w∧wijij | Wordsinthecorrespondingspansandtheirconjunction |
| p,p,p∧pijij | POStagsofwordsinspansandtheirconjunction |
| depij | Alldependencyedgeswithtailinwandheadinwij |
| dir | Binaryfeaturewhichistrueiffi<j |
| r | Relationlabelanditsconjunctionwithallotherfeatures | | 0 |
| Category | RelationAttribute |
| --- | --- |
| RO | hasactiveingredient |
| RO | hasingredient |
| RO | hasproductcomponent |
| RO | hastradename |
| RO | refersto |
| RQ | hasalias |
| RQ | replaces |
| SY | - |
| SY | expandedformof |
| SY | hasexpandedform |
| SY | hasmultilevelcategory | | | SY | hasprintname |
| --- | --- |
| SY | hassinglelevelcategory |
| SY | hastradename |
| SY | sameas | | 1 |
| Category | RelationAttribute |
| --- | --- |
| RO | hasactiveingredient |
| RO | hasingredient |
| RO | hasproductcomponent |
| RO | hastradename |
| RO | refersto |
| RQ | hasalias |
| RQ | replaces |
| SY | - |
| SY | expandedformof |
| SY | hasexpandedform |
| SY | hasmultilevelcategory | | | dir | Binaryfeaturewhichistrueiffi<j |
| --- | --- |
| r | Relationlabelanditsconjunctionwithallotherfeatures | | 0 |
| #ofSpks/Sessions |
| --- |
| 2,000 | | | 2,000 |
| --- |
| 2,000 |
| 2,000 | | 1 |
| #ofSpks/Sessions |
| --- |
| 2,000 | | | | Individualusersgroup |
| --- | --- |
| Totalnumberoftweets | 119,376 |
| Totalnumberofuniqueaccounts | 80,537 |
| Totalnumberoftokens | 1,837,304 |
| Averagenumberoftokenspertweet | 15.391 |
| Totalnumberofuniquetokens | 103,089 |
| Averagenumberofuniquetokenspertweet | 0.864 |
| Uniquetokens:tokensratio | 0.056 |
| Numberofhapaxlegomena | 69,542 |
| Averagenumberofhapaxlegomenapertweet | 0.583 | | 0 |
| #ofSpks/Sessions |
| --- |
| 2,000 |
| 2,000 | | | 2,000 |
| --- |
| 2,000 | | 1 |
| #ofSpks/Sessions |
| --- |
| 2,000 |
| 2,000 | | | Averagenumberoftokenspertweet | 15.391 |
| --- | --- |
| Totalnumberofuniquetokens | 103,089 |
| Averagenumberofuniquetokenspertweet | 0.864 |
| Uniquetokens:tokensratio | 0.056 |
| Numberofhapaxlegomena | 69,542 |
| Averagenumberofhapaxlegomenapertweet | 0.583 | | 0 |
| Clustersize | Config. | Nodes,vCores | Tweets | Tweetspersecond |
| --- | --- | --- | --- | --- |
| 3-node | a | (3,1) | 500,973 | 556.6 |
| b | (1,8),(2,1) | 578,933 | 643.3 | | | | 7-node | c | (7,1) | 601,879 | 668.8 |
| --- | --- | --- | --- | --- |
| d | (1,8),(6,1) | 666,579 | 740.6 | | | 1 |
| Clustersize | Config. | Nodes,vCores | Tweets | Tweetspersecond |
| --- | --- | --- | --- | --- |
| 3-node | a | (3,1) | 500,973 | 556.6 |
| b | (1,8),(2,1) | 578,933 | 643.3 | | | | Metric | Facebook | SmallTwitter | LargeTwitter |
| --- | --- | --- | --- |
| #Nodes | 43,953 | 8,167 | 41,652,230 |
| #Edges | 182,384 | 68,282 | 1,202,513,046 |
| Ave.degree | 8.29 | 16.72 | 57.74 |
| Ave.#attackedgeperSybil | 0.06 | 49.46 | 181.55 | | 0 |
| Clustersize | Config. | Nodes,vCores | Tweets | Tweetspersecond |
| --- | --- | --- | --- | --- |
| 3-node | a | (3,1) | 500,973 | 556.6 |
| b | (1,8),(2,1) | 578,933 | 643.3 | | | | 7-node | c | (7,1) | 601,879 | 668.8 |
| --- | --- | --- | --- | --- |
| d | (1,8),(6,1) | 666,579 | 740.6 | | | 1 |
| Clustersize | Config. | Nodes,vCores | Tweets | Tweetspersecond |
| --- | --- | --- | --- | --- |
| 3-node | a | (3,1) | 500,973 | 556.6 |
| b | (1,8),(2,1) | 578,933 | 643.3 | | | | #Edges | 182,384 | 68,282 | 1,202,513,046 |
| --- | --- | --- | --- |
| Ave.degree | 8.29 | 16.72 | 57.74 |
| Ave.#attackedgeperSybil | 0.06 | 49.46 | 181.55 | | 0 |
| Pr.No. | Median | Median | Median | LLEvals |
| --- | --- | --- | --- | --- |
| ULAccuracy | LLAccuracy | LLCalls | | | | | SMD1 | 0.000036 | 0.000015 | 2639 | 641.39 |
| --- | --- | --- | --- | --- |
| SMD2 | 0.000006 | 0.000005 | 2387 | 652.39 |
| SMD3 | 0.000064 | 0.000023 | 2390 | 617.64 |
| SMD4 | 0.000028 | 0.000027 | 1687 | 672.60 |
| SMD5 | 0.000004 | 0.000003 | 2966 | 681.37 |
| SMD6 | 0.000157 | 0.000081 | 3301 | 746.07 | | 1 |
| Pr.No. | Median | Median | Median | LLEvals |
| --- | --- | --- | --- | --- |
| ULAccuracy | LLAccuracy | LLCalls | | | | | Pr.No. | Median | Median | Median | LLEvals |
| --- | --- | --- | --- | --- |
| ULAccuracy | LLAccuracy | LLCalls | | |
| SMD1 | 0.000247 | 0.000143 | 4686 | 995.52 |
| SMD2 | 0.000146 | 0.000169 | 3866 | 921.23 |
| SMD3 | 0.000442 | 0.000155 | 4494 | 1110.03 |
| SMD4 | 0.000526 | 0.000171 | 3250 | 749.48 |
| SMD5 | 0.000011 | 0.000013 | 7404 | 1206.62 |
| SMD6 | 0.000745 | 0.000351 | 6874 | 1199.66 | | 0 |
| Pr.No. | Median | Median | Median | LLEvals |
| --- | --- | --- | --- | --- |
| ULAccuracy | LLAccuracy | LLCalls | | |
| SMD1 | 0.000036 | 0.000015 | 2639 | 641.39 |
| SMD2 | 0.000006 | 0.000005 | 2387 | 652.39 |
| SMD3 | 0.000064 | 0.000023 | 2390 | 617.64 |
| SMD4 | 0.000028 | 0.000027 | 1687 | 672.60 | | | SMD5 | 0.000004 | 0.000003 | 2966 | 681.37 |
| --- | --- | --- | --- | --- |
| SMD6 | 0.000157 | 0.000081 | 3301 | 746.07 | | 1 |
| Pr.No. | Median | Median | Median | LLEvals |
| --- | --- | --- | --- | --- |
| ULAccuracy | LLAccuracy | LLCalls | | |
| SMD1 | 0.000036 | 0.000015 | 2639 | 641.39 |
| SMD2 | 0.000006 | 0.000005 | 2387 | 652.39 |
| SMD3 | 0.000064 | 0.000023 | 2390 | 617.64 |
| SMD4 | 0.000028 | 0.000027 | 1687 | 672.60 | | | SMD1 | 0.000247 | 0.000143 | 4686 | 995.52 |
| --- | --- | --- | --- | --- |
| SMD2 | 0.000146 | 0.000169 | 3866 | 921.23 |
| SMD3 | 0.000442 | 0.000155 | 4494 | 1110.03 |
| SMD4 | 0.000526 | 0.000171 | 3250 | 749.48 |
| SMD5 | 0.000011 | 0.000013 | 7404 | 1206.62 |
| SMD6 | 0.000745 | 0.000351 | 6874 | 1199.66 | | 0 |
| | ProtocolTransformation | CompositionviaSM | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Attack | Secure? | Finite? | Depth | States | Secure? | Finite? | Depth | States | SM/PT | | | NSL-DB-a0 | ? | No | 10 | 3434 | No | Yes | 16 | 1337 | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| NSL-DB-a1 | No | No | 16 | 1529 | No | Yes | 13 | 259 | 0.17* |
| NSL-DB-fix-a0 | ? | No | 10 | 2650 | Yes | Yes | 19 | 1690 | - |
| NSL-DB-fix-a1 | Yes | Yes | 17 | 273 | Yes | Yes | 16 | 103 | 0.38 |
| NSL-KD | Yes | Yes | 19 | 1486 | Yes | Yes | 16 | 652 | 0.44 | | 1 |
| | ProtocolTransformation | CompositionviaSM | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Attack | Secure? | Finite? | Depth | States | Secure? | Finite? | Depth | States | SM/PT | | | Protocol | numberofclients |
| --- | --- |
| 70012 | 6655 |
| 70002 | 3013 |
| N/A | 771 |
| 7000 | 1153 |
| 70013 | 88 |
| 70010 | 78 |
| 80001 | 71 |
| 70011 | 68 |
| 80000 | 24 |
| 99999 | 4 |
| 50400 | 2 |
| 70014 | 2 |
| 60000 | 1 |
| 70003 | 1 |
| 60002 | 1 |
| 80002 | 1 | | 0 |
| | ProtocolTransformation | CompositionviaSM | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Attack | Secure? | Finite? | Depth | States | Secure? | Finite? | Depth | States | SM/PT |
| NSL-DB-a0 | ? | No | 10 | 3434 | No | Yes | 16 | 1337 | - | | | NSL-DB-a1 | No | No | 16 | 1529 | No | Yes | 13 | 259 | 0.17* |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| NSL-DB-fix-a0 | ? | No | 10 | 2650 | Yes | Yes | 19 | 1690 | - |
| NSL-DB-fix-a1 | Yes | Yes | 17 | 273 | Yes | Yes | 16 | 103 | 0.38 |
| NSL-KD | Yes | Yes | 19 | 1486 | Yes | Yes | 16 | 652 | 0.44 | | 1 |
| | ProtocolTransformation | CompositionviaSM | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Attack | Secure? | Finite? | Depth | States | Secure? | Finite? | Depth | States | SM/PT |
| NSL-DB-a0 | ? | No | 10 | 3434 | No | Yes | 16 | 1337 | - | | | 7000 | 1153 |
| --- | --- |
| 70013 | 88 |
| 70010 | 78 |
| 80001 | 71 |
| 70011 | 68 |
| 80000 | 24 |
| 99999 | 4 |
| 50400 | 2 |
| 70014 | 2 |
| 60000 | 1 |
| 70003 | 1 |
| 60002 | 1 |
| 80002 | 1 | | 0 |
| Training | Metrics | FSRM | SRM | SRM-B | EFIS-SRM | SC-EFIS-SRM |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 24 | CIJ | 55 | | | | J | 66 | σJ | 25 | CIJ | 57 |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 63 | σJ | 25 | CIJ | 53 |
| | J | 57 | σJ | 29 | CIJ | 46 |
| | J | 42 | σJ | 33 | CIJ | 30 |
| | J | 63 | σJ | 26 | CIJ | 53 |
| | J | 55 | σJ | 30 | CIJ | 44 |
| | J | 67 | σJ | 19 | CIJ | 60 |
| | J | 47 | σJ | 31 | CIJ | 36 |
| | J | 64 | σJ | 28 | CIJ | 54 | | 1 |
| Training | Metrics | FSRM | SRM | SRM-B | EFIS-SRM | SC-EFIS-SRM |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 24 | CIJ | 55 | | | Inputtype | Acc | JGM | GoogleIT | KNPTC |
| --- | --- | --- | --- | --- |
| CP | W-Acc | 99.86 | 99.89 | 99.83 |
| S-Acc | 99.51 | 99.78 | 99.64 | |
| LAP | W-Acc | 55.06 | 90.19 | 93.11 |
| S-Acc | 0 | 78.20 | 83.40 | |
| GAP | W-Acc | 17.01 | 61.78 | 62.94 |
| S-Acc | 0 | 35.77 | 31.18 | |
| MP | W-Acc | 68.11 | 50.90 | 95.19 |
| S-Acc | 47.84 | 11.58 | 88.87 | |
| MIX | W-Acc | 68.69 | 84.09 | 91.25 |
| S-Acc | 44.85 | 70.58 | 83.22 | | | 0 |
| Training | Metrics | FSRM | SRM | SRM-B | EFIS-SRM | SC-EFIS-SRM |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 24 | CIJ | 55 |
| | J | 66 | σJ | 25 | CIJ | 57 |
| | J | 63 | σJ | 25 | CIJ | 53 |
| | J | 57 | σJ | 29 | CIJ | 46 | | | | J | 42 | σJ | 33 | CIJ | 30 |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 63 | σJ | 26 | CIJ | 53 |
| | J | 55 | σJ | 30 | CIJ | 44 |
| | J | 67 | σJ | 19 | CIJ | 60 |
| | J | 47 | σJ | 31 | CIJ | 36 |
| | J | 64 | σJ | 28 | CIJ | 54 | | 1 |
| Training | Metrics | FSRM | SRM | SRM-B | EFIS-SRM | SC-EFIS-SRM |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 24 | CIJ | 55 |
| | J | 66 | σJ | 25 | CIJ | 57 |
| | J | 63 | σJ | 25 | CIJ | 53 |
| | J | 57 | σJ | 29 | CIJ | 46 | | | LAP | W-Acc | 55.06 | 90.19 | 93.11 |
| --- | --- | --- | --- | --- |
| S-Acc | 0 | 78.20 | 83.40 | |
| GAP | W-Acc | 17.01 | 61.78 | 62.94 |
| S-Acc | 0 | 35.77 | 31.18 | |
| MP | W-Acc | 68.11 | 50.90 | 95.19 |
| S-Acc | 47.84 | 11.58 | 88.87 | |
| MIX | W-Acc | 68.69 | 84.09 | 91.25 |
| S-Acc | 44.85 | 70.58 | 83.22 | | | 0 |
| Iu | userdomainimagestakenbyusers |
| --- | --- |
| Is | shopdomainimagesfrome-commercewebsites |
| o∈Iu | anchorimageorqueryimage |
| p∈Is | positiveimage(matchedimagetoo) |
| q∈Is | negativeimage(unmatchedimagetoo) |
| o(resp.o) | featureofousingtheattentionw.r.ttop(resp.q) |
| x∈Rl | featureatlocationl,x∈{o,p,q} |
| x∈{0,1} | tagsvector,x∈{p,q} |
| T | totalnumberoftags | | | a∈Rl | attentionweightatlocationl |
| --- | --- |
| W∈R | tagembeddingmatrix |
| v∈R | weightvectorinEquation?? |
| U∈R | weightmatrixinEquation?? |
| L | totalnumberoflocations,i.e.height*width |
| g(),g()us | featurealignmentfunctioninEquation??and?? | | 1 |
| Iu | userdomainimagestakenbyusers |
| --- | --- |
| Is | shopdomainimagesfrome-commercewebsites |
| o∈Iu | anchorimageorqueryimage |
| p∈Is | positiveimage(matchedimagetoo) |
| q∈Is | negativeimage(unmatchedimagetoo) |
| o(resp.o) | featureofousingtheattentionw.r.ttop(resp.q) |
| x∈Rl | featureatlocationl,x∈{o,p,q} |
| x∈{0,1} | tagsvector,x∈{p,q} |
| T | totalnumberoftags | | | Name | Description |
| --- | --- |
| αR | overheadareaperkBofregister-memorypervector-unit |
| αM | overheadareaperkBofshared-memoryperSM |
| αL1 | L1cacheoverheadareaperSM-pair |
| αL2 | L2cacheoverheadarea |
| αoh | commonoverheadarea(I/O,globalroutingetc)perSM |
| βR | areaperregister-file-bankperkBpervector-unit |
| βM | areapershared-memory-bankperkBperSM |
| βL1 | L1cacheareaperkBperSM-pair |
| βL2 | L2cacheareaperkB |
| βVU | core-logicareawithinavector-unit |
| nSM | totalnumberofSMontheGPUchip |
| nV | numberofvector-unitsperSM |
| RVU | kBofregisterfilespervector-unit |
| MSM | kBofsharedmemoryperSM |
| L1SMpair | kBofL1cacheperSM-pair |
| L2SM | kBofL2cache |
| Atot | totalGPUchipdiearea |
| ASM | totalshared-memorydiearea |
| Acache | totalcachediearea |
| Aoh | totalon-chipoverheaddiearea |
| ALSU | totalload-storeunitdiearea |
| ASFU | totalspecial-functionunitdiearea |
| AFDU | totalfetch-decodeunitdiearea |
| AIcache | totalinstruction-cachediearea |
| ALSUperSM | load-storeunitdieareaperSM |
| ALSUperV | load-storeunitdieareapervector-unit |
| AMperSM | memorydieareaperSM |
| ASFUperV | special-functionunitdieareapervector-unit | | 0 |
| Iu | userdomainimagestakenbyusers |
| --- | --- |
| Is | shopdomainimagesfrome-commercewebsites |
| o∈Iu | anchorimageorqueryimage |
| p∈Is | positiveimage(matchedimagetoo) |
| q∈Is | negativeimage(unmatchedimagetoo) | | | o(resp.o) | featureofousingtheattentionw.r.ttop(resp.q) |
| --- | --- |
| x∈Rl | featureatlocationl,x∈{o,p,q} |
| x∈{0,1} | tagsvector,x∈{p,q} |
| T | totalnumberoftags |
| a∈Rl | attentionweightatlocationl |
| W∈R | tagembeddingmatrix |
| v∈R | weightvectorinEquation?? |
| U∈R | weightmatrixinEquation?? |
| L | totalnumberoflocations,i.e.height*width |
| g(),g()us | featurealignmentfunctioninEquation??and?? | | 1 |
| Iu | userdomainimagestakenbyusers |
| --- | --- |
| Is | shopdomainimagesfrome-commercewebsites |
| o∈Iu | anchorimageorqueryimage |
| p∈Is | positiveimage(matchedimagetoo) |
| q∈Is | negativeimage(unmatchedimagetoo) | | | αoh | commonoverheadarea(I/O,globalroutingetc)perSM |
| --- | --- |
| βR | areaperregister-file-bankperkBpervector-unit |
| βM | areapershared-memory-bankperkBperSM |
| βL1 | L1cacheareaperkBperSM-pair |
| βL2 | L2cacheareaperkB |
| βVU | core-logicareawithinavector-unit |
| nSM | totalnumberofSMontheGPUchip |
| nV | numberofvector-unitsperSM |
| RVU | kBofregisterfilespervector-unit |
| MSM | kBofsharedmemoryperSM |
| L1SMpair | kBofL1cacheperSM-pair |
| L2SM | kBofL2cache |
| Atot | totalGPUchipdiearea |
| ASM | totalshared-memorydiearea |
| Acache | totalcachediearea |
| Aoh | totalon-chipoverheaddiearea |
| ALSU | totalload-storeunitdiearea |
| ASFU | totalspecial-functionunitdiearea |
| AFDU | totalfetch-decodeunitdiearea |
| AIcache | totalinstruction-cachediearea |
| ALSUperSM | load-storeunitdieareaperSM |
| ALSUperV | load-storeunitdieareapervector-unit |
| AMperSM | memorydieareaperSM |
| ASFUperV | special-functionunitdieareapervector-unit | | 0 |
| Name | Example |
| --- | --- |
| Intervalform | [20080101131251;20080131155629] | | | Comparatorform | <20080101 |
| --- | --- |
| Centerwidthform | 20010115135108[10s] |
| Widthform | [10d] |
| Centerform | 20010101 |
| Anyform | ?200101? |
| Hullform | 20010101..20010131 | | 1 |
| Name | Example |
| --- | --- |
| Intervalform | [20080101131251;20080131155629] | | | Portion | 1Annot. | 2Annot. | 3Annot. |
| --- | --- | --- | --- |
| 1-2400 | #08 | #01 | #04 |
| 2401-4800 | #04 | #03 | #01 |
| 4801-7200 | #01 | #04 | #08 |
| 7201-9600 | #03 | #08 | #02 |
| 9601-11185 | #06 | #05 | #03 |
| 11186-12772 | #07 | #02 | #06 | | 0 |
| Name | Example |
| --- | --- |
| Intervalform | [20080101131251;20080131155629] |
| Comparatorform | <20080101 |
| Centerwidthform | 20010115135108[10s] |
| Widthform | [10d] |
| Centerform | 20010101 | | | Anyform | ?200101? |
| --- | --- |
| Hullform | 20010101..20010131 | | 1 |
| Name | Example |
| --- | --- |
| Intervalform | [20080101131251;20080131155629] |
| Comparatorform | <20080101 |
| Centerwidthform | 20010115135108[10s] |
| Widthform | [10d] |
| Centerform | 20010101 | | | 9601-11185 | #06 | #05 | #03 |
| --- | --- | --- | --- |
| 11186-12772 | #07 | #02 | #06 | | 0 |
| DataSet | Measure | KM | SC | (cid:96)-Graph | SMCE | OMP-Graph | (cid:96)-Graph |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ionosphere | AC | 0.7097 | 0.7350 | 0.5128 | 0.6809 | 0.6353 | 0.7692 |
| NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | | | | MNIST | AC | 0.5621 | 0.4922 | 0.4948 | 0.5784 | 0.5754 | 0.6590 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NMI | 0.5113 | 0.4755 | 0.5210 | 0.6332 | 0.5463 | 0.6709 | | | 1 |
| DataSet | Measure | KM | SC | (cid:96)-Graph | SMCE | OMP-Graph | (cid:96)-Graph |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ionosphere | AC | 0.7097 | 0.7350 | 0.5128 | 0.6809 | 0.6353 | 0.7692 |
| NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | | | | Dataset | Proposedmethod | LapSc+LRGA | LRGA | LapSc |
| --- | --- | --- | --- | --- |
| YaleB | 0.7333 | 0.7130 | 0.7091 | 0.7032 |
| USPS | 0.8524 | 0.8401 | 0.8365 | 0.8293 |
| COIL100 | 0.9070 | 0.8834 | 0.8793 | 0.8637 |
| Glass | 0.9666 | 0.9492 | 0.9403 | 0.9216 |
| Climate | 0.6097 | 0.5902 | 0.5862 | 0.5821 |
| Ionosphere | 0.6946 | 0.6692 | 0.6589 | 0.6362 | | 0 |
| DataSet | Measure | KM | SC | (cid:96)-Graph | SMCE | OMP-Graph | (cid:96)-Graph |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ionosphere | AC | 0.7097 | 0.7350 | 0.5128 | 0.6809 | 0.6353 | 0.7692 |
| NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | | | | MNIST | AC | 0.5621 | 0.4922 | 0.4948 | 0.5784 | 0.5754 | 0.6590 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NMI | 0.5113 | 0.4755 | 0.5210 | 0.6332 | 0.5463 | 0.6709 | | | 1 |
| DataSet | Measure | KM | SC | (cid:96)-Graph | SMCE | OMP-Graph | (cid:96)-Graph |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ionosphere | AC | 0.7097 | 0.7350 | 0.5128 | 0.6809 | 0.6353 | 0.7692 |
| NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | | | | USPS | 0.8524 | 0.8401 | 0.8365 | 0.8293 |
| --- | --- | --- | --- | --- |
| COIL100 | 0.9070 | 0.8834 | 0.8793 | 0.8637 |
| Glass | 0.9666 | 0.9492 | 0.9403 | 0.9216 |
| Climate | 0.6097 | 0.5902 | 0.5862 | 0.5821 |
| Ionosphere | 0.6946 | 0.6692 | 0.6589 | 0.6362 | | 0 |
| | O-NL-SDA | BP | Proposed |
| --- | --- | --- | --- |
| Damselfly | 30.85 | 26.49 | 31.56 |
| Birds | 26.62 | 22.75 | 27.17 |
| Rabbit | 27.24 | 22.63 | 27.89 |
| Turtle | 34.65 | 26.31 | 35.59 |
| Dog | 21.55 | 16.97 | 22.33 |
| EagleRay | 26.57 | 22.65 | 27.20 | | | Boat | 33.11 | 25.48 | 33.94 |
| --- | --- | --- | --- |
| Monkey | 30.32 | 23.51 | 30.70 |
| Panda | 21.00 | 17.85 | 21.53 |
| Snake | 17.71 | 14.67 | 18.23 |
| MeanPSNR | 26.96 | 21.93 | 27.61 | | 1 |
| | O-NL-SDA | BP | Proposed |
| --- | --- | --- | --- |
| Damselfly | 30.85 | 26.49 | 31.56 |
| Birds | 26.62 | 22.75 | 27.17 |
| Rabbit | 27.24 | 22.63 | 27.89 |
| Turtle | 34.65 | 26.31 | 35.59 |
| Dog | 21.55 | 16.97 | 22.33 |
| EagleRay | 26.57 | 22.65 | 27.20 | | | Image | ind(P)1 | ind(P)2 | ind(P)3 | ind(P)4 |
| --- | --- | --- | --- | --- |
| Tiger | 0.142 | 0.217 | 0.272 | 0.317 |
| Lake | 0.004 | 0.085 | 0.129 | 0.173 |
| Elephant | 0.071 | 0.154 | 0.204 | 0.248 |
| Airplane | 0.205 | 0.306 | 0.363 | 0.408 |
| Ostrich | 0.154 | 0.231 | 0.279 | 0.319 |
| Face | 0.006 | 0.061 | 0.102 | 0.135 |
| Eagle | 0.213 | 0.318 | 0.376 | 0.417 |
| Wolf | 0.014 | 0.103 | 0.181 | 0.215 |
| Wall | 0.201 | 0.304 | 0.362 | 0.399 |
| Horse | 0.078 | 0.169 | 0.214 | 0.252 |
| Pantheon | 0.049 | 0.101 | 0.151 | 0.179 |
| Church | 0.009 | 0.081 | 0.126 | 0.167 | | 0 |
| | O-NL-SDA | BP | Proposed |
| --- | --- | --- | --- |
| Damselfly | 30.85 | 26.49 | 31.56 |
| Birds | 26.62 | 22.75 | 27.17 |
| Rabbit | 27.24 | 22.63 | 27.89 |
| Turtle | 34.65 | 26.31 | 35.59 | | | Dog | 21.55 | 16.97 | 22.33 |
| --- | --- | --- | --- |
| EagleRay | 26.57 | 22.65 | 27.20 |
| Boat | 33.11 | 25.48 | 33.94 |
| Monkey | 30.32 | 23.51 | 30.70 |
| Panda | 21.00 | 17.85 | 21.53 |
| Snake | 17.71 | 14.67 | 18.23 |
| MeanPSNR | 26.96 | 21.93 | 27.61 | | 1 |
| | O-NL-SDA | BP | Proposed |
| --- | --- | --- | --- |
| Damselfly | 30.85 | 26.49 | 31.56 |
| Birds | 26.62 | 22.75 | 27.17 |
| Rabbit | 27.24 | 22.63 | 27.89 |
| Turtle | 34.65 | 26.31 | 35.59 | | | Pantheon | 0.049 | 0.101 | 0.151 | 0.179 |
| --- | --- | --- | --- | --- |
| Church | 0.009 | 0.081 | 0.126 | 0.167 | | 0 |
| Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot |
| Darkness | 1878 | CommercialDDoSbot | | | Ddoser | 502 | CommercialDDoSbot |
| --- | --- | --- |
| jkddos | 333 | ComercialDDoSbot |
| N0ise | 431 | CommericalDDoSbot |
| ShadyRAT | 1287 | targetedgovandcorps |
| DNSCalc | 403 | targetedUSdefensecompanies |
| Lurid | 399 | initiallytargetedNGOs |
| Getkys | 953 | targetsmedicalsector |
| ZeroAccess | 568 | Rootkit,monetizedbyclick-<br>fraud |
| Zeus | 1975 | Banking,targetscredentials | | 1 |
| Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot |
| Darkness | 1878 | CommercialDDoSbot | | | Pairs | Yahoo-Phish | Yahoo-Malware | DMOZ-Phish | DMOZ-Malware | AllGood-AllBad |
| --- | --- | --- | --- | --- | --- |
| #MaliciousURLs | 4,082 | 2,001 | 4,082 | 2,001 | 6,083 |
| #LegitimateURLs | 4,143 | 4,143 | 4,012 | 4,012 | 8,155 |
| #LexicalFeatures | 13,821 | 8,791 | 14,165 | 9,129 | 22,100 |
| #ExternalFeatures | 18,786 | 16,665 | 9,751 | 7,548 | 24,843 | | 0 |
| Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot | | | Darkness | 1878 | CommercialDDoSbot |
| --- | --- | --- |
| Ddoser | 502 | CommercialDDoSbot |
| jkddos | 333 | ComercialDDoSbot |
| N0ise | 431 | CommericalDDoSbot |
| ShadyRAT | 1287 | targetedgovandcorps |
| DNSCalc | 403 | targetedUSdefensecompanies |
| Lurid | 399 | initiallytargetedNGOs |
| Getkys | 953 | targetsmedicalsector |
| ZeroAccess | 568 | Rootkit,monetizedbyclick-<br>fraud |
| Zeus | 1975 | Banking,targetscredentials | | 1 |
| Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot | | | #LegitimateURLs | 4,143 | 4,143 | 4,012 | 4,012 | 8,155 |
| --- | --- | --- | --- | --- | --- |
| #LexicalFeatures | 13,821 | 8,791 | 14,165 | 9,129 | 22,100 |
| #ExternalFeatures | 18,786 | 16,665 | 9,751 | 7,548 | 24,843 | | 0 |
| ErrorCode | Type | Description |
| --- | --- | --- |
| -7 | Runtime | InvalidCommand. |
| -9 | Runtime | InvalidImageData |
| -10 | Runtime | InvalidCategoryId/s |
| -11 | System | Cannotdecodetheimage |
| -12 | System | UnabletoloadImageReader |
| -15 | System | Unexpectederror,pleasetryagain. |
| -16 | System | Errorasreturnedbythescanningfunctionality |
| -17 | Runtime | Invalid/EmptyimageURL |
| -20 | Runtime | DatabaseError |
| -21 | Runtime | EmptyImagedatafromURL |
| -22 | System | FailedtoloadIASSLlibrary | | | -23 | System | Errorindaemonservice |
| --- | --- | --- |
| -25 | System | Errorbybackgroundservice. |
| -26 | Runtime | InvalidJSON. | | 1 |
| ErrorCode | Type | Description |
| --- | --- | --- |
| -7 | Runtime | InvalidCommand. |
| -9 | Runtime | InvalidImageData |
| -10 | Runtime | InvalidCategoryId/s |
| -11 | System | Cannotdecodetheimage |
| -12 | System | UnabletoloadImageReader |
| -15 | System | Unexpectederror,pleasetryagain. |
| -16 | System | Errorasreturnedbythescanningfunctionality |
| -17 | Runtime | Invalid/EmptyimageURL |
| -20 | Runtime | DatabaseError |
| -21 | Runtime | EmptyImagedatafromURL |
| -22 | System | FailedtoloadIASSLlibrary | | | ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File |
| 4 | NtRaiseHardError | Process |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG |
| 7 | PULONGPTR | Process |
| 8 | HARDERRORRESPONSEOPTION | Process | | 0 |
| ErrorCode | Type | Description |
| --- | --- | --- |
| -7 | Runtime | InvalidCommand. |
| -9 | Runtime | InvalidImageData |
| -10 | Runtime | InvalidCategoryId/s |
| -11 | System | Cannotdecodetheimage |
| -12 | System | UnabletoloadImageReader |
| -15 | System | Unexpectederror,pleasetryagain. |
| -16 | System | Errorasreturnedbythescanningfunctionality |
| -17 | Runtime | Invalid/EmptyimageURL | | | -20 | Runtime | DatabaseError |
| --- | --- | --- |
| -21 | Runtime | EmptyImagedatafromURL |
| -22 | System | FailedtoloadIASSLlibrary |
| -23 | System | Errorindaemonservice |
| -25 | System | Errorbybackgroundservice. |
| -26 | Runtime | InvalidJSON. | | 1 |
| ErrorCode | Type | Description |
| --- | --- | --- |
| -7 | Runtime | InvalidCommand. |
| -9 | Runtime | InvalidImageData |
| -10 | Runtime | InvalidCategoryId/s |
| -11 | System | Cannotdecodetheimage |
| -12 | System | UnabletoloadImageReader |
| -15 | System | Unexpectederror,pleasetryagain. |
| -16 | System | Errorasreturnedbythescanningfunctionality |
| -17 | Runtime | Invalid/EmptyimageURL | | | 7 | PULONGPTR | Process |
| --- | --- | --- |
| 8 | HARDERRORRESPONSEOPTION | Process | | 0 |
| | BaseLine | KNN | GRB | RFC |
| --- | --- | --- | --- | --- |
| CNN1 | 93.33 | 93.46 | 93.38 | 93.40 | | | CNN2 | 93.11 | 93.15 | 93.15 | 93.16 |
| --- | --- | --- | --- | --- |
| CNN3 | 92.94 | 92.97 | 92.98 | 92.98 |
| CNN4 | 93.19 | 93.25 | 93.19 | 93.21 |
| CNNFusion | 93.99 | 94.03 | 94.00 | 93.99 | | 1 |
| | BaseLine | KNN | GRB | RFC |
| --- | --- | --- | --- | --- |
| CNN1 | 93.33 | 93.46 | 93.38 | 93.40 | | | CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 |
| Selection | SU(10) | SU(15) | SU(10) | SU(15) | RF(15) | SU(10) | SU(15) |
| Classifier | NB | NB | NB | RFT | NB | RFT | NB |
| Accuracy | 87.13 | 84.72 | 86.32 | 83.06 | 86.31 | 84.13 | 88.23 |
| AUC | 0.713 | 0.764 | 0.754 | 0.663 | 0.711 | 0.703 | 0.797 | | 0 |
| | BaseLine | KNN | GRB | RFC |
| --- | --- | --- | --- | --- |
| CNN1 | 93.33 | 93.46 | 93.38 | 93.40 |
| CNN2 | 93.11 | 93.15 | 93.15 | 93.16 | | | CNN3 | 92.94 | 92.97 | 92.98 | 92.98 |
| --- | --- | --- | --- | --- |
| CNN4 | 93.19 | 93.25 | 93.19 | 93.21 |
| CNNFusion | 93.99 | 94.03 | 94.00 | 93.99 | | 1 |
| | BaseLine | KNN | GRB | RFC |
| --- | --- | --- | --- | --- |
| CNN1 | 93.33 | 93.46 | 93.38 | 93.40 |
| CNN2 | 93.11 | 93.15 | 93.15 | 93.16 | | | Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Selection | SU(10) | SU(15) | SU(10) | SU(15) | RF(15) | SU(10) | SU(15) |
| Classifier | NB | NB | NB | RFT | NB | RFT | NB |
| Accuracy | 87.13 | 84.72 | 86.32 | 83.06 | 86.31 | 84.13 | 88.23 |
| AUC | 0.713 | 0.764 | 0.754 | 0.663 | 0.711 | 0.703 | 0.797 | | 0 |
| row | coalitionofmemberstorebuildsecret |
| --- | --- |
| 1 | P,P,P,P,P,P,···,P12141516202231 |
| 2 | P,P,P,P,P,P,P,P,P,P12141620222426242830 |
| 3 | P,P,P,P,P,P,P,P,P121516202324272831 |
| 4 | P,P,P,P,P1216202428 |
| 5 | P,P,P,P,P,P,P,P,P141516222324293031 |
| 6 | P,P,P,P,P1416222430 | | | 7 | P,P,P,P,P1516232431 |
| --- | --- |
| 8 | P,P1624 |
| 9 | P,P,P,P,P,P,···,P12141516252731 |
| 10 | P,P,P,P,P,P121416262830 |
| 11 | P,P,P,P,P,P121516272831 |
| 12 | P,P,P,P,P,P141516293031 |
| 13 | P,P,···,P202231 |
| 14 | P,P,P,P,P,P202224262830 |
| 15 | P,P,P,P,P,P202324272831 |
| 16 | P,···,P2131 | | 1 |
| row | coalitionofmemberstorebuildsecret |
| --- | --- |
| 1 | P,P,P,P,P,P,···,P12141516202231 |
| 2 | P,P,P,P,P,P,P,P,P,P12141620222426242830 |
| 3 | P,P,P,P,P,P,P,P,P121516202324272831 |
| 4 | P,P,P,P,P1216202428 |
| 5 | P,P,P,P,P,P,P,P,P141516222324293031 |
| 6 | P,P,P,P,P1416222430 | | | G2<br>G1 | R3 | vRq443 | qRv341 | P3 | P4 | Q |
| --- | --- | --- | --- | --- | --- | --- |
| R1 | 1 | 2a | 2b | 3 | 4 | 5 |
| vRp221 | 6a | 7a | 7c | 8a | 9a | 10a |
| pRv123 | 6b | 7b | 7d | 8b | 9b | 10b |
| P1 | 11 | 12 | 12 | 13 | 14 | 15 |
| P2 | 16 | 17a | 17b | 18 | 19 | 20 |
| P | 21 | 22a | 22b | 23 | 24 | 25 | | 0 |
| row | coalitionofmemberstorebuildsecret |
| --- | --- |
| 1 | P,P,P,P,P,P,···,P12141516202231 |
| 2 | P,P,P,P,P,P,P,P,P,P12141620222426242830 |
| 3 | P,P,P,P,P,P,P,P,P121516202324272831 |
| 4 | P,P,P,P,P1216202428 |
| 5 | P,P,P,P,P,P,P,P,P141516222324293031 |
| 6 | P,P,P,P,P1416222430 |
| 7 | P,P,P,P,P1516232431 |
| 8 | P,P1624 |
| 9 | P,P,P,P,P,P,···,P12141516252731 | | | 10 | P,P,P,P,P,P121416262830 |
| --- | --- |
| 11 | P,P,P,P,P,P121516272831 |
| 12 | P,P,P,P,P,P141516293031 |
| 13 | P,P,···,P202231 |
| 14 | P,P,P,P,P,P202224262830 |
| 15 | P,P,P,P,P,P202324272831 |
| 16 | P,···,P2131 | | 1 |
| row | coalitionofmemberstorebuildsecret |
| --- | --- |
| 1 | P,P,P,P,P,P,···,P12141516202231 |
| 2 | P,P,P,P,P,P,P,P,P,P12141620222426242830 |
| 3 | P,P,P,P,P,P,P,P,P121516202324272831 |
| 4 | P,P,P,P,P1216202428 |
| 5 | P,P,P,P,P,P,P,P,P141516222324293031 |
| 6 | P,P,P,P,P1416222430 |
| 7 | P,P,P,P,P1516232431 |
| 8 | P,P1624 |
| 9 | P,P,P,P,P,P,···,P12141516252731 | | | P2 | 16 | 17a | 17b | 18 | 19 | 20 |
| --- | --- | --- | --- | --- | --- | --- |
| P | 21 | 22a | 22b | 23 | 24 | 25 | | 0 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 | | | 30 | 157 |
| --- | --- |
| –<br>– | –<br>– | | 1 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 | | | Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 |
| 30 | 157 |
| –<br>– | –<br>– | | 0 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 | | | 30 | 166 |
| --- | --- |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 |
| 30 | 157 |
| –<br>– | –<br>– | | 1 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 | | | 30 | 151 |
| --- | --- |
| 30 | 157 |
| –<br>– | –<br>– | | 0 |
| | Singlequery | Multi-query |
| --- | --- | --- |
| | R1mAP | R1mAP | | | XQDA<br>SCSP<br>DNS<br>SiameseLSTM | 43.822.2<br>51.926.3<br>61.035.6<br>-- | 54.128.4<br>--<br>71.546.0<br>61.635.3 |
| --- | --- | --- |
| GatedS-CNN<br>CAN | 65.839.5<br>48.224.4 | 76.048.4<br>-- |
| Ours | 83.765.5 | 89.673.8 | | 1 |
| | Singlequery | Multi-query |
| --- | --- | --- |
| | R1mAP | R1mAP | | | Query | SingleQuery | MultipleQuery | | |
| --- | --- | --- | --- | --- |
| Evaluationmodels | Rank-1 | mAP | Rank-1 | mAP |
| KISSME | 40.5 | 19 | - | - |
| BoW | 34.4 | 14.1 | - | - |
| XQDA | 43.8 | 22.2 | 54.1 | 28.4 |
| WARCA | 45.2 | - | - | - |
| S-LSTM | - | - | 61.6 | 35.3 |
| DeepHistogramLoss | 59.5 | - | - | - |
| Gated-SCNN | 65.9 | 39.6 | 76 | 48.5 |
| DNS | 61 | 35.7 | 71.6 | 46 |
| IDE(R) | 77.1 | 63.6 | - | - |
| SSM(Fusion) | 82.2 | 68.8 | 88.2 | 76.2 |
| CRAFT-MFA | 68.7 | 42.3 | 77.0 | 50.3 |
| CRAFT-MFA(+LOMO) | 71.8 | 45.5 | 79.7 | 54.3 |
| JSTLDGD | 81.6 | 56.6 | 83.1 | 68.1 |
| JSTLDGD+ICV-ECCL | 88.4 | 69.5 | 90.6 | 77.3 | | 0 |
| | Singlequery | Multi-query |
| --- | --- | --- |
| | R1mAP | R1mAP |
| XQDA<br>SCSP<br>DNS<br>SiameseLSTM | 43.822.2<br>51.926.3<br>61.035.6<br>-- | 54.128.4<br>--<br>71.546.0<br>61.635.3 | | | GatedS-CNN<br>CAN | 65.839.5<br>48.224.4 | 76.048.4<br>-- |
| --- | --- | --- |
| Ours | 83.765.5 | 89.673.8 | | 1 |
| | Singlequery | Multi-query |
| --- | --- | --- |
| | R1mAP | R1mAP |
| XQDA<br>SCSP<br>DNS<br>SiameseLSTM | 43.822.2<br>51.926.3<br>61.035.6<br>-- | 54.128.4<br>--<br>71.546.0<br>61.635.3 | | | IDE(R) | 77.1 | 63.6 | - | - |
| --- | --- | --- | --- | --- |
| SSM(Fusion) | 82.2 | 68.8 | 88.2 | 76.2 |
| CRAFT-MFA | 68.7 | 42.3 | 77.0 | 50.3 |
| CRAFT-MFA(+LOMO) | 71.8 | 45.5 | 79.7 | 54.3 |
| JSTLDGD | 81.6 | 56.6 | 83.1 | 68.1 |
| JSTLDGD+ICV-ECCL | 88.4 | 69.5 | 90.6 | 77.3 | | 0 |
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