premise string | hypothesis string | label int64 |
|---|---|---|
| Time-scalefactor | TD-PSOLA | LP-PSOLA | WSOLA | SOLAFS | ESOLA |
| --- | --- | --- | --- | --- | --- |
| 0.5 | 74.16 | 74.15 | 1.83 | 1.73 | 0.65 |
| 0.75 | 74.25 | 74.19 | 3.22 | 2.58 | 0.66 | | | 1.25 | 74.32 | 74.30 | 2.71 | 4.30 | 0.69 |
| --- | --- | --- | --- | --- | --- |
| 1.5 | 74.38 | 74.35 | 2.37 | 5.13 | 0.70 |
| 2 | 74.41 | 74.45 | 4.59 | 6.89 | 0.91 | | 1 |
| Time-scalefactor | TD-PSOLA | LP-PSOLA | WSOLA | SOLAFS | ESOLA |
| --- | --- | --- | --- | --- | --- |
| 0.5 | 74.16 | 74.15 | 1.83 | 1.73 | 0.65 |
| 0.75 | 74.25 | 74.19 | 3.22 | 2.58 | 0.66 | | | Comp. | Parts | AP | Time |
| --- | --- | --- | --- |
| 1 | 0 | 52.3 | 2.27 |
| 1 | 4 | 63.2 | 3.48 |
| 1 | 8 | 64.2 | 4.84 |
| 3 | 0 | 62.9 | 6.48 |
| 3 | 4 | 66.7 | 12.20 |
| 3 | 8 | 68.4 | 16.47 |
| 5 | 0 | 64.8 | 10.25 |
| 5 | 4 | 67.3 | 16.33 |
| 5 | 8 | 68.7 | 22.07 |
| 6 | 0 | 65.2 | 10.48 |
| 8 | 0 | 66.0 | 1... | 0 |
| Time-scalefactor | TD-PSOLA | LP-PSOLA | WSOLA | SOLAFS | ESOLA |
| --- | --- | --- | --- | --- | --- |
| 0.5 | 74.16 | 74.15 | 1.83 | 1.73 | 0.65 | | | 0.75 | 74.25 | 74.19 | 3.22 | 2.58 | 0.66 |
| --- | --- | --- | --- | --- | --- |
| 1.25 | 74.32 | 74.30 | 2.71 | 4.30 | 0.69 |
| 1.5 | 74.38 | 74.35 | 2.37 | 5.13 | 0.70 |
| 2 | 74.41 | 74.45 | 4.59 | 6.89 | 0.91 | | 1 |
| Time-scalefactor | TD-PSOLA | LP-PSOLA | WSOLA | SOLAFS | ESOLA |
| --- | --- | --- | --- | --- | --- |
| 0.5 | 74.16 | 74.15 | 1.83 | 1.73 | 0.65 | | | 5 | 4 | 67.3 | 16.33 |
| --- | --- | --- | --- |
| 5 | 8 | 68.7 | 22.07 |
| 6 | 0 | 65.2 | 10.48 |
| 8 | 0 | 66.0 | 11.17 | | 0 |
| N-genusoff | Numberoff |
| --- | --- |
| 1 | 8 | | | 2 | 1736 |
| --- | --- |
| 3 | 30240 |
| 4 | 109200 |
| 5 | 100800 |
| 6 | 15420 | | 1 |
| N-genusoff | Numberoff |
| --- | --- |
| 1 | 8 | | | n | SizeofAn | n | SizeofAn |
| --- | --- | --- | --- |
| 0 | 16 | 8 | 3463008 |
| 1 | 240 | 9 | 2835240 |
| 2 | 1840 | 10 | 1337520 |
| 3 | 17776 | 11 | 855576 |
| 4 | 74952 | 12 | 170592 |
| 5 | 223992 | 13 | 72216 |
| 6 | 360540 | 14 | 42456 |
| 7 | 1110864 | 15 | 23424 | | 0 |
| N-genusoff | Numberoff |
| --- | --- |
| 1 | 8 |
| 2 | 1736 | | | 3 | 30240 |
| --- | --- |
| 4 | 109200 |
| 5 | 100800 |
| 6 | 15420 | | 1 |
| N-genusoff | Numberoff |
| --- | --- |
| 1 | 8 |
| 2 | 1736 | | | 4 | 74952 | 12 | 170592 |
| --- | --- | --- | --- |
| 5 | 223992 | 13 | 72216 |
| 6 | 360540 | 14 | 42456 |
| 7 | 1110864 | 15 | 23424 | | 0 |
| | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Stmt | Mean | Stdev | Mean | Stdev | ActualCL |
| Low | 75 | 95.87 | 12.13 | 93.87 | 13.95 | 44.42 | | | Medium | 150 | 96.12 | 8.74 | 94.73 | 8.98 | 45.41 |
| --- | --- | --- | --- | --- | --- | --- |
| High | 300 | 95.39 | 5.63 | 94.13 | 6.16 | 58.84 | | 1 |
| | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Stmt | Mean | Stdev | Mean | Stdev | ActualCL |
| Low | 75 | 95.87 | 12.13 | 93.87 | 13.95 | 44.42 | | | | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Branch | Mean | Stdev | Mean | Stdev | ActualCL |
| Low | 25 | 87.27 | 6.98 | 82.4 | 7.62 | 98.76 |
| Medium | 50 | 79.33 | 6.99 | 75 | 5.82 | 98.84 |
| High | 100 | 76.57 | 8.25 | 73 | 5.76 | ... | 0 |
| | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Stmt | Mean | Stdev | Mean | Stdev | ActualCL | | | Low | 75 | 95.87 | 12.13 | 93.87 | 13.95 | 44.42 |
| --- | --- | --- | --- | --- | --- | --- |
| Medium | 150 | 96.12 | 8.74 | 94.73 | 8.98 | 45.41 |
| High | 300 | 95.39 | 5.63 | 94.13 | 6.16 | 58.84 | | 1 |
| | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Stmt | Mean | Stdev | Mean | Stdev | ActualCL | | | Low | 25 | 87.27 | 6.98 | 82.4 | 7.62 | 98.76 |
| --- | --- | --- | --- | --- | --- | --- |
| Medium | 50 | 79.33 | 6.99 | 75 | 5.82 | 98.84 |
| High | 100 | 76.57 | 8.25 | 73 | 5.76 | 94.32 | | 0 |
| Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 | | | Ours-L4 | 79.15 | 94.45 | 97.80 |
| --- | --- | --- | --- |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 1 |
| Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 | | | Method | h=4 | h=5 | h=6 | h=7 |
| --- | --- | --- | --- | --- |
| HierarchyCompletion | | | | |
| Fu2014 | 0.66 | 0.42 | 0.26 | 0.21 |
| Ours(L) | 0.70 | 0.49 | 0.45 | 0.37 |
| Ours(LV) | 0.73 | 0.51 | 0.50 | 0.42 |
| HierarchyConstruction | | | | |
| Fu2014 | 0.53 | 0.33 | 0.28 | 0.18 |
| Bansal2014 | 0.67 ... | 0 |
| Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 | | | Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| --- | --- | --- | --- |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 1 |
| Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 | | | Bansal2014 | 0.67 | 0.53 | 0.43 | 0.37 |
| --- | --- | --- | --- | --- |
| Ours(L) | 0.58 | 0.41 | 0.36 | 0.30 |
| Ours(LB) | 0.68 | 0.55 | 0.45 | 0.40 |
| Ours(LV) | 0.66 | 0.52 | 0.42 | 0.34 |
| Ours(LVB-E) | 0.68 | 0.55 | 0.44 | 0.39 |
| Ours(LVB) | 0.70 | 0.57 | 0.49 | 0.43 | | 0 |
| Distance(m) | Time(sec) |
| --- | --- |
| 0.0 | 0 |
| 4.9 | 1 |
| 19.6 | 2 |
| 44.1 | 3 |
| 78.5 | 4 |
| 122.6 | 5 |
| 176.5 | 6 |
| 240.3 | 7 |
| 313.8 | 8 |
| 397.2 | 9 |
| 490.3 | 10 |
| 593.3 | 11 |
| 706.1 | 12 |
| 828.7 | 13 |
| 961.1 | 14 |
| 1103.2 | 15 | | | 1255.3 | 16 |
| --- | --- |
| Etc | Etc | | 1 |
| Distance(m) | Time(sec) |
| --- | --- |
| 0.0 | 0 |
| 4.9 | 1 |
| 19.6 | 2 |
| 44.1 | 3 |
| 78.5 | 4 |
| 122.6 | 5 |
| 176.5 | 6 |
| 240.3 | 7 |
| 313.8 | 8 |
| 397.2 | 9 |
| 490.3 | 10 |
| 593.3 | 11 |
| 706.1 | 12 |
| 828.7 | 13 |
| 961.1 | 14 |
| 1103.2 | 15 | | | M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 |
| 8 | 8.24×10 | 200 | 1.81 |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 |
| 20 | 1.84×10 | 500... | 0 |
| Distance(m) | Time(sec) |
| --- | --- |
| 0.0 | 0 |
| 4.9 | 1 |
| 19.6 | 2 |
| 44.1 | 3 |
| 78.5 | 4 |
| 122.6 | 5 |
| 176.5 | 6 |
| 240.3 | 7 |
| 313.8 | 8 |
| 397.2 | 9 |
| 490.3 | 10 |
| 593.3 | 11 |
| 706.1 | 12 | | | 828.7 | 13 |
| --- | --- |
| 961.1 | 14 |
| 1103.2 | 15 |
| 1255.3 | 16 |
| Etc | Etc | | 1 |
| Distance(m) | Time(sec) |
| --- | --- |
| 0.0 | 0 |
| 4.9 | 1 |
| 19.6 | 2 |
| 44.1 | 3 |
| 78.5 | 4 |
| 122.6 | 5 |
| 176.5 | 6 |
| 240.3 | 7 |
| 313.8 | 8 |
| 397.2 | 9 |
| 490.3 | 10 |
| 593.3 | 11 |
| 706.1 | 12 | | | 8 | 8.24×10 | 200 | 1.81 |
| --- | --- | --- | --- |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 |
| 20 | 1.84×10 | 500 | 5.14 |
| 25 | 2.38×10 | 1,000 | 11.31 | | 0 |
| α | PerfFTCost |
| --- | --- |
| 2 | .469.793.034 |
| 16 | .479.797.035 |
| 64 | .489.822.035 | | | 2 | .471.782.035 |
| --- | --- |
| 16 | .487.956.042 |
| 64 | .548.998.054 | | 1 |
| α | PerfFTCost |
| --- | --- |
| 2 | .469.793.034 |
| 16 | .479.797.035 |
| 64 | .489.822.035 | | | K | αd | αf | αs | αo | αM |
| --- | --- | --- | --- | --- | --- |
| 2 | 1.5 | − | 1.5 | − | 2.8 |
| 3 | 4.16 | − | 4.55 | − | 5.83 |
| 4 | 8.4 | − | 10.15 | − | 11.56 |
| 5 | 16.2 | 20.3 | 21.26 | 20.7 | 22.8 |
| 6 | 30.5 | 38.5 | 43.41 | 42.95 | 45 |
| 7 | 57.28 | 72.1 | 87.84 | 87.35 | 89.42 |
| 8 | 107.13 | 134.2... | 0 |
| α | PerfFTCost |
| --- | --- |
| 2 | .469.793.034 |
| 16 | .479.797.035 | | | 64 | .489.822.035 |
| --- | --- |
| 2 | .471.782.035 |
| 16 | .487.956.042 |
| 64 | .548.998.054 | | 1 |
| α | PerfFTCost |
| --- | --- |
| 2 | .469.793.034 |
| 16 | .479.797.035 | | | 6 | 30.5 | 38.5 | 43.41 | 42.95 | 45 |
| --- | --- | --- | --- | --- | --- |
| 7 | 57.28 | 72.1 | 87.84 | 87.35 | 89.42 |
| 8 | 107.13 | 134.2 | 176.57 | 176.06 | 178.1 | | 0 |
| Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 | | | [25]TopSK | 0.910 | 0.856 | 0.965 | 0.727 | 0.555 | 0.404 | 0.103 | 0.998 | 0.178 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [26]TopM | 0.908 | 0.874 | 0.943 | 0.747 | 0.590 | 0.395 | 0.547 | 0.950 | 0.356 |
| AVGSC | 0.913 | 0.872 | 0.954 | 0.778 | 0.605 | 0.435 | 0.214 | 0.988 | 0.600 |
| L-S... | 1 |
| Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 | | | Method | Top1 | Top2 | Top5 | Top10 |
| --- | --- | --- | --- | --- |
| Tebessa-C* | 93.1 | 97.0 | 99.5 | 99.5 |
| Delta-nHinge | 93.4 | NA | NA | 98.4 |
| CS-UMD-a* | 95.1 | 97.7 | 98.6 | 99.1 |
| MultiFeature* | 99.2 | 99.6 | 99.8 | 99.8 |
| SRS-LBPl1out8,4 | 96.6 | 98.0 | 99.6 | 99.8 |
| SRS-LBPmetric* | 96.6 | 97... | 0 |
| Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 | | | [25]TopSK | 0.910 | 0.856 | 0.965 | 0.727 | 0.555 | 0.404 | 0.103 | 0.998 | 0.178 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [26]TopM | 0.908 | 0.874 | 0.943 | 0.747 | 0.590 | 0.395 | 0.547 | 0.950 | 0.356 |
| AVGSC | 0.913 | 0.872 | 0.954 | 0.778 | 0.605 | 0.435 | 0.214 | 0.988 | 0.600 |
| L-S... | 1 |
| Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 | | | MultiFeature* | 99.2 | 99.6 | 99.8 | 99.8 |
| --- | --- | --- | --- | --- |
| SRS-LBPl1out8,4 | 96.6 | 98.0 | 99.6 | 99.8 |
| SRS-LBPmetric* | 96.6 | 97.8 | 98.8 | 99.4 |
| SRS-LBPl1out | 98.4 | 99.2 | 99.4 | 99.8 | | 0 |
| | BMCNN-DnCNN | BMCNN-BM3D |
| --- | --- | --- |
| Cameraman | 30.20 | 30.03 |
| Lena | 32.53 | 32.49 |
| Barbara | 30.58 | 31.23 |
| Boat | 30.25 | 30.16 |
| Couple | 30.12 | 30.02 |
| Fingerprint | 28.02 | 28.06 |
| Hill | 30.00 | 30.05 |
| House | 33.32 | 33.43 | | | Jetplane | 32.17 | 32.14 |
| --- | --- | --- |
| Man | 30.06 | 29.94 |
| Montage | 33.47 | 33.31 |
| Peppers | 30.93 | 30.78 |
| Average | 30.97 | 30.97 | | 1 |
| | BMCNN-DnCNN | BMCNN-BM3D |
| --- | --- | --- |
| Cameraman | 30.20 | 30.03 |
| Lena | 32.53 | 32.49 |
| Barbara | 30.58 | 31.23 |
| Boat | 30.25 | 30.16 |
| Couple | 30.12 | 30.02 |
| Fingerprint | 28.02 | 28.06 |
| Hill | 30.00 | 30.05 |
| House | 33.32 | 33.43 | | | | BMCNN | woBMCNN | DnCNN |
| --- | --- | --- | --- |
| Cameraman | 30.20 | 30.08 | 30.11 |
| Lena | 32.53 | 32.45 | 32.48 |
| Barbara | 30.58 | 29.91 | 29.94 |
| Boat | 30.25 | 30.17 | 30.21 |
| Couple | 30.12 | 30.09 | 30.10 |
| Fingerprint | 28.01 | 27.61 | 27.64 |
| Hill | 30.00 | 29.96 | 29.99 |
| House | 33.32... | 0 |
| | BMCNN-DnCNN | BMCNN-BM3D |
| --- | --- | --- |
| Cameraman | 30.20 | 30.03 |
| Lena | 32.53 | 32.49 |
| Barbara | 30.58 | 31.23 |
| Boat | 30.25 | 30.16 |
| Couple | 30.12 | 30.02 |
| Fingerprint | 28.02 | 28.06 |
| Hill | 30.00 | 30.05 |
| House | 33.32 | 33.43 | | | Jetplane | 32.17 | 32.14 |
| --- | --- | --- |
| Man | 30.06 | 29.94 |
| Montage | 33.47 | 33.31 |
| Peppers | 30.93 | 30.78 |
| Average | 30.97 | 30.97 | | 1 |
| | BMCNN-DnCNN | BMCNN-BM3D |
| --- | --- | --- |
| Cameraman | 30.20 | 30.03 |
| Lena | 32.53 | 32.49 |
| Barbara | 30.58 | 31.23 |
| Boat | 30.25 | 30.16 |
| Couple | 30.12 | 30.02 |
| Fingerprint | 28.02 | 28.06 |
| Hill | 30.00 | 30.05 |
| House | 33.32 | 33.43 | | | Couple | 30.12 | 30.09 | 30.10 |
| --- | --- | --- | --- |
| Fingerprint | 28.01 | 27.61 | 27.64 |
| Hill | 30.00 | 29.96 | 29.99 |
| House | 33.32 | 33.20 | 33.23 |
| Jetplane | 32.17 | 32.02 | 32.06 |
| Man | 30.06 | 30.04 | 30.06 |
| Montage | 33.47 | 33.02 | 32.97 |
| Peppers | 30.93 | 30.81 | 30.80 |
| Average |... | 0 |
| Singingvoice | | | |
| --- | --- | --- | --- |
| Method | GNSDR | GSIR | GSAR |
| MLRR<br>DRNN<br>ModGD<br>U-Net | 3.85<br>7.45<br>7.50<br>7.43 | 5.63<br>13.08<br>13.73<br>11.79 | 10.70<br>9.68<br>9.45<br>10.42 | | | SH-1stack<br>SH-2stack<br>SH-4stack | 10.29<br>10.45<br>10.51 | 15.51<br>15.89<br>16.01 | 12.46<br>12.49<br>12.53 |
| --- | --- | --- | --- |
| Accompaniments | | | |
| Method | GNSDR | GSIR | GSAR |
| MLRR<br>U-Net | 4.19<br>7.45 | 7.80<br>11.43 | 8.22<br>10.41 |
| SH-1stack<br>SH-2stack<br>SH-4stack | 9.65<br>9.... | 1 |
| Singingvoice | | | |
| --- | --- | --- | --- |
| Method | GNSDR | GSIR | GSAR |
| MLRR<br>DRNN<br>ModGD<br>U-Net | 3.85<br>7.45<br>7.50<br>7.43 | 5.63<br>13.08<br>13.73<br>11.79 | 10.70<br>9.68<br>9.45<br>10.42 | | | | MusicalEnsembleGroup | NoMusicalEnsembleGroup | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | Human-like | Harmony | Melody | Human-like | Harmony | Melody |
| OdetoJoy<br>-Layered<br>HMM | 3.125 | 3.250 | 3.125 | 3.8 | 4.0 | 3.8 |
| WeThree<br>Kings-<br>Layered<br>HMM | 3.500 | 3.125 | 3.125 | 2.4 ... | 0 |
| Singingvoice | | | |
| --- | --- | --- | --- |
| Method | GNSDR | GSIR | GSAR | | | MLRR<br>DRNN<br>ModGD<br>U-Net | 3.85<br>7.45<br>7.50<br>7.43 | 5.63<br>13.08<br>13.73<br>11.79 | 10.70<br>9.68<br>9.45<br>10.42 |
| --- | --- | --- | --- |
| SH-1stack<br>SH-2stack<br>SH-4stack | 10.29<br>10.45<br>10.51 | 15.51<br>15.89<br>16.01 | 12.46<br>12.49<br>12.53 |
| Accompaniments | | | |
| Method | GNSD... | 1 |
| Singingvoice | | | |
| --- | --- | --- | --- |
| Method | GNSDR | GSIR | GSAR | | | OdetoJoy<br>-Layered<br>HMM | 3.125 | 3.250 | 3.125 | 3.8 | 4.0 | 3.8 |
| --- | --- | --- | --- | --- | --- | --- |
| WeThree<br>Kings-<br>Layered<br>HMM | 3.500 | 3.125 | 3.125 | 2.4 | 1.8 | 2.2 |
| Pachelbel’s<br>Canon-<br>TVAR(11) | 3.438 | 3.375 | 3.063 | 3.5 | 3.6 | 3.2 | | 0 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k |
| AP | 29.8 | 34.2 | 35.3 | 38.7 | 40.2 | 42.0 | 44.0 |
| (b)NumberofCADmodels | | | | | | | | | | n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AP | 17.6 | 25.0 | 29.3 | 32.8 | 33.8 | 38.1 | 44.0 | | 1 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k |
| AP | 29.8 | 34.2 | 35.3 | 38.7 | 40.2 | 42.0 | 44.0 |
| (b)NumberofCADmodels | | | | | | | | | | (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k |
| AP | 34.0 | 40.4 | 43.8 | 44.3 | 45.6 | 46.0 | 49.7 |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 22.2 | 29.5 | 33.6 | 36... | 0 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | AP | 29.8 | 34.2 | 35.3 | 38.7 | 40.2 | 42.0 | 44.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 17.6 | 25.0 | 29.3 | 32.8 | 33.8 | 38.1 | 44.0 | | 1 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | AP | 34.0 | 40.4 | 43.8 | 44.3 | 45.6 | 46.0 | 49.7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 22.2 | 29.5 | 33.6 | 36.4 | 39.3 | 44.2 | 49.7 | | 0 |
| NB | Na¨ıveBayesModel |
| --- | --- |
| KLD | SymmetricalKullback-LeiblerDivergenceModel |
| R | TokenType:rating,unigramordigram |
| LR | LinkabilityRatio |
| AR | AnonymousRecord |
| IR | IdentifiedRecord(correspondingtoacertainreviewer) |
| SymD(IR,AR)KLD | symmetricKLDdistancebetweenIRandAR |
| SymD | symmetricKLD... | | SymD | symmetricKLDoflexical(unigramordigram)tokens |
| --- | --- |
| SymD | symmetricKLDofratingandcategorytokens |
| SymD | symmetricKLDoflexical,ratingandcategorytokens | | 1 |
| NB | Na¨ıveBayesModel |
| --- | --- |
| KLD | SymmetricalKullback-LeiblerDivergenceModel |
| R | TokenType:rating,unigramordigram |
| LR | LinkabilityRatio |
| AR | AnonymousRecord |
| IR | IdentifiedRecord(correspondingtoacertainreviewer) |
| SymD(IR,AR)KLD | symmetricKLDdistancebetweenIRandAR |
| SymD | symmetricKLD... | | Category | Numberoftokens |
| --- | --- |
| Avg.tokens | 22.2 |
| Avg.entokens | 2.1 |
| Avg.hitokens | 16.1 |
| Avg.resttokens | 4.0 | | 0 |
| NB | Na¨ıveBayesModel |
| --- | --- |
| KLD | SymmetricalKullback-LeiblerDivergenceModel | | | R | TokenType:rating,unigramordigram |
| --- | --- |
| LR | LinkabilityRatio |
| AR | AnonymousRecord |
| IR | IdentifiedRecord(correspondingtoacertainreviewer) |
| SymD(IR,AR)KLD | symmetricKLDdistancebetweenIRandAR |
| SymD | symmetricKLDofratingtokens |
| SymD | symmetricKLDofcategorytokens |
| SymD | symmetricKLDo... | 1 |
| NB | Na¨ıveBayesModel |
| --- | --- |
| KLD | SymmetricalKullback-LeiblerDivergenceModel | | | Avg.entokens | 2.1 |
| --- | --- |
| Avg.hitokens | 16.1 |
| Avg.resttokens | 4.0 | | 0 |
| LayerName | LayerType |
| --- | --- |
| Conv1 | Conv-ReLU |
| Conv2 | Conv-ReLU |
| Conv3 | Conv-ReLU |
| Conv4 | Conv-ReLU | | | Conv5 | Conv-ReLU |
| --- | --- |
| FC6 | FC-dropout |
| FC7 | FC-dropout |
| FC8 | FC-softmax | | 1 |
| LayerName | LayerType |
| --- | --- |
| Conv1 | Conv-ReLU |
| Conv2 | Conv-ReLU |
| Conv3 | Conv-ReLU |
| Conv4 | Conv-ReLU | | | Process | LayerName | LayerType | fpoperationsperimage | Device |
| --- | --- | --- | --- | --- |
| Forward | FC6 | FC-dropout | 75497472 | K40-cudnn |
| FC7 | FC-dropout | 33554432 | K40-cudnn | |
| FC8 | FC-softmax | 8192000 | K40-cudnn | |
| FC6 | FC-dropout | 75497472 | K40-cublas | |
| FC7 | FC-dropout | 3355... | 0 |
| LayerName | LayerType |
| --- | --- |
| Conv1 | Conv-ReLU |
| Conv2 | Conv-ReLU |
| Conv3 | Conv-ReLU |
| Conv4 | Conv-ReLU |
| Conv5 | Conv-ReLU | | | FC6 | FC-dropout |
| --- | --- |
| FC7 | FC-dropout |
| FC8 | FC-softmax | | 1 |
| LayerName | LayerType |
| --- | --- |
| Conv1 | Conv-ReLU |
| Conv2 | Conv-ReLU |
| Conv3 | Conv-ReLU |
| Conv4 | Conv-ReLU |
| Conv5 | Conv-ReLU | | | Backward | FC6 | FC-dropout | 150994944 | K40-cudnn |
| --- | --- | --- | --- | --- |
| FC7 | FC-dropout | 67108864 | K40-cudnn | |
| FC8 | FC-softmax | 16384000 | K40-cudnn | |
| FC6 | FC-dropout | 150994944 | K40-cublas | |
| FC7 | FC-dropout | 67108864 | K40-cublas | |
| FC8 | FC-softmax | 16384000 | K40-cubla... | 0 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Semi-supervised | | | | | | |
| E-RNN | 0.21 | 0.28 | 0.37 | 0.28 | 0.16 | 0.015 |
| EC-RNN | 0.27 | 0.38 | 0.23 | 0.30 | 0.26 | 0.023 | | | CNN-RNN | 0.21 | 0.30 | 0.21 | 0.28 | 0.22 | 0.018 |
| --- | --- | --- | --- | --- | --- | --- |
| A-RNN | 0.21 | 0.27 | 0.29 | 0.41 | 0.21 | 0.016 |
| AC-RNN | 0.23 | 0.33 | 0.32 | 0.29 | 0.22 | 0.021 |
| Supervised | | | | | | |
| E-RNN | 0.20 | 0.27 | 0.37 | 0.27 | 0.16 | 0.02 |
| EC-RNN | 0.26 | 0.39 | 0.22... | 1 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Semi-supervised | | | | | | |
| E-RNN | 0.21 | 0.28 | 0.37 | 0.28 | 0.16 | 0.015 |
| EC-RNN | 0.27 | 0.38 | 0.23 | 0.30 | 0.26 | 0.023 | | | 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 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Semi-supervised | | | | | | |
| E-RNN | 0.21 | 0.28 | 0.37 | 0.28 | 0.16 | 0.015 |
| EC-RNN | 0.27 | 0.38 | 0.23 | 0.30 | 0.26 | 0.023 |
| CNN-RNN | 0.21 | 0.30 | 0.21 | 0.28 | 0.22 | 0... | | AC-RNN | 0.23 | 0.33 | 0.32 | 0.29 | 0.22 | 0.021 |
| --- | --- | --- | --- | --- | --- | --- |
| Supervised | | | | | | |
| E-RNN | 0.20 | 0.27 | 0.37 | 0.27 | 0.16 | 0.02 |
| EC-RNN | 0.26 | 0.39 | 0.22 | 0.30 | 0.25 | 0.02 |
| CNN-RNN | 0.21 | 0.29 | 0.21 | 0.27 | 0.21 | 0.02 |
| A-RNN | 0.19 | 0.27 | 0.28 |... | 1 |
| Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Semi-supervised | | | | | | |
| E-RNN | 0.21 | 0.28 | 0.37 | 0.28 | 0.16 | 0.015 |
| EC-RNN | 0.27 | 0.38 | 0.23 | 0.30 | 0.26 | 0.023 |
| CNN-RNN | 0.21 | 0.30 | 0.21 | 0.28 | 0.22 | 0... | | 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 | | 0 |
| CIFAR10 |
| --- |
| 9.01 |
| 11.15 |
| 10.67 | | | 9.40 |
| --- |
| 9.21 | | 1 |
| CIFAR10 |
| --- |
| 9.01 |
| 11.15 |
| 10.67 | | | CIFAR10 | MNIST | NUS-WIDE |
| --- | --- | --- |
| | | |
| 0.8010.8130.8120.814 | 0.9750.9820.9820.982 | 0.7070.7250.7310.735 |
| 0.7210.7330.7260.747 | 0.9510.9530.9550.966 | 0.6400.6500.6550.635 |
| 0.6000.6960.6890.702 | 0.9310.9490.9580.959 | 0.5970.6270.6470.651 |
| 0.4960.5800.5820.583 | 0.9250.9550.9640.965... | 0 |
| CIFAR10 |
| --- |
| 9.01 | | | 11.15 |
| --- |
| 10.67 |
| 9.40 |
| 9.21 | | 1 |
| CIFAR10 |
| --- |
| 9.01 | | | 0.1240.1250.1250.126 | 0.2900.2780.2600.254 | 0.3900.3910.3890.390 |
| --- | --- | --- |
| 0.1160.1210.1240.131 | 0.1620.2360.2220.276 | 0.4040.3840.3940.400 | | 0 |
| AgentsSpeed | |
| --- | --- |
| #Agents | VerySlowSlowSameFast | | | Few<br>Same<br>Many | 4.90 | 3.33 | 2.49 | 3.34 |
| --- | --- | --- | --- | --- |
| 4.59 | 2.91 | 1.45 | 3.48 | |
| 6.19 | 4.33 | 4.95 | 3.89 | | | 1 |
| AgentsSpeed | |
| --- | --- |
| #Agents | VerySlowSlowSameFast | | | AgentsSpeed | | | | |
| --- | --- | --- | --- | --- |
| #Agents | VerySlowSlowSameFast | | | |
| Few<br>Same<br>Many | 2.50 | 2.19 | 2.10 | 2.24 |
| 2.63 | 2.52 | 2.44 | 2.55 | |
| 2.86 | 2.69 | 2.71 | 2.88 | | | 0 |
| AgentsSpeed | | | | |
| --- | --- | --- | --- | --- |
| #Agents | VerySlowSlowSameFast | | | |
| Few<br>Same<br>Many | 4.90 | 3.33 | 2.49 | 3.34 | | | 4.59 | 2.91 | 1.45 | 3.48 |
| --- | --- | --- | --- |
| 6.19 | 4.33 | 4.95 | 3.89 | | 1 |
| AgentsSpeed | | | | |
| --- | --- | --- | --- | --- |
| #Agents | VerySlowSlowSameFast | | | |
| Few<br>Same<br>Many | 4.90 | 3.33 | 2.49 | 3.34 | | | 2.63 | 2.52 | 2.44 | 2.55 |
| --- | --- | --- | --- |
| 2.86 | 2.69 | 2.71 | 2.88 | | 0 |
| Tested<br>Scheme | Classifier<br>I | Classifier<br>II | Classifier<br>III | Classifier<br>IV | Classifier<br>V |
| --- | --- | --- | --- | --- | --- |
| (i) | O | NRS | NR | - | - |
| (ii) | O | NRS | NS | - | - |
| (iii) | O | NRS | RS | - | - |
| (iv) | O | NS | RS | - | - | | | (v) | O | NS | NR | - | - |
| --- | --- | --- | --- | --- | --- |
| (vi) | O | RS | NR | - | - |
| (vii) | NRS | NR | RS | - | - |
| (viii) | NRS | NR | NS | - | - |
| (ix) | NRS | NS | RS | - | - |
| (x) | NS | RS | NR | - | - |
| (xi) | O | NS | RS | NR | NRS | | 1 |
| Tested<br>Scheme | Classifier<br>I | Classifier<br>II | Classifier<br>III | Classifier<br>IV | Classifier<br>V |
| --- | --- | --- | --- | --- | --- |
| (i) | O | NRS | NR | - | - |
| (ii) | O | NRS | NS | - | - |
| (iii) | O | NRS | RS | - | - |
| (iv) | O | NS | RS | - | - | | | Schemes<br>forCT | Parameters | Proofof<br>Presenceofa<br>Certificate<br>(Type1) | Proofof<br>Absenceofa<br>Certificate<br>(Type2) | Proofof<br>Absenceofa<br>DomainOwner<br>(Type3) | Proof<br>of<br>Extension<br>(Type4) | Proof<br>of<br>Currency<br>(Type5) |
| --- | --- | --- | --- | --- | --- | --- |
| Google | ProofSi... | 0 |
| Tested<br>Scheme | Classifier<br>I | Classifier<br>II | Classifier<br>III | Classifier<br>IV | Classifier<br>V |
| --- | --- | --- | --- | --- | --- |
| (i) | O | NRS | NR | - | - |
| (ii) | O | NRS | NS | - | - |
| (iii) | O | NRS | RS | - | - |
| (iv) | O | NS | RS | - | - |
| (v) | O | NS | NR | - | - | | | (vi) | O | RS | NR | - | - |
| --- | --- | --- | --- | --- | --- |
| (vii) | NRS | NR | RS | - | - |
| (viii) | NRS | NR | NS | - | - |
| (ix) | NRS | NS | RS | - | - |
| (x) | NS | RS | NR | - | - |
| (xi) | O | NS | RS | NR | NRS | | 1 |
| Tested<br>Scheme | Classifier<br>I | Classifier<br>II | Classifier<br>III | Classifier<br>IV | Classifier<br>V |
| --- | --- | --- | --- | --- | --- |
| (i) | O | NRS | NR | - | - |
| (ii) | O | NRS | NS | - | - |
| (iii) | O | NRS | RS | - | - |
| (iv) | O | NS | RS | - | - |
| (v) | O | NS | NR | - | - | | | Our<br>Scheme | ProofSize | O(logt) | O(1) | O(logt) | O(logn) | O(1) |
| --- | --- | --- | --- | --- | --- | --- |
| CostofProof<br>Computation | †<br>O(logt) | O(m) | O(logt) | O(logn) | O(logm) | |
| CostofProof<br>Verification | †<br>O(logt) | O(1) | O(logt) | O(logn) | O(1) | | | 0 |
| Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 |... | | CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| --- | --- | --- | --- | --- | --- | --- |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 1 |
| Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 |... | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 1004ABCa | 203 | 166 | 13 | 37 | 0.927 | 0.818 | 0.869 | 224 | 213 | 22 | 11 | 0.906 |
| 1012CNNa | 170 | 136 | 13 | 34... | 0 |
| Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 |... | | CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| --- | --- | --- | --- | --- | --- | --- |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 1 |
| Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 |... | | 1208CNNa | 137 | 112 | 15 | 25 | 0.882 | 0.818 | 0.848 | 212 | 196 | 17 | 16 | 0.92 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1210ABCa | 159 | 140 | 8 | 19 | 0.946 | 0.881 | 0.912 | 271 | 252 | 14 | 19 | 0.947 |
| 1216CNNa | 153 | 119 | 11 | 34 | 0.915 | 0.778 | 0.841 | 197 |... | 0 |
| Layer | Filter | Padding | Dilation(l) | Non-linearity |
| --- | --- | --- | --- | --- |
| 1 | 96x3 | 1 | 1 | ReLU |
| 2 | 96x3 | 1 | 1 | ReLU |
| 3 | 96x3 | 1 | 1 | ReLU | | | 4 | 96x3 | 2 | 2 | ReLU |
| --- | --- | --- | --- | --- |
| 5 | 96x3 | 4 | 4 | ReLU |
| 6 | 96x3 | 8 | 8 | ReLU |
| 7 | 96x3 | 1 | 1 | ReLU |
| 8 | 50x1 | 0 | 1 | Softmax | | 1 |
| Layer | Filter | Padding | Dilation(l) | Non-linearity |
| --- | --- | --- | --- | --- |
| 1 | 96x3 | 1 | 1 | ReLU |
| 2 | 96x3 | 1 | 1 | ReLU |
| 3 | 96x3 | 1 | 1 | ReLU | | | Layers | Conv1 | Conv2 | Conv3 | Conv4 | Conv5 |
| --- | --- | --- | --- | --- | --- |
| Filtersize | 3×3 | 3×3 | 3×3 | 3×3 | 3×3 |
| Filternumber | 24 | 24 | 24 | 24 | 2 |
| Stride | 1 | 1 | 1 | 1 | 1 |
| Function | PReLU | PReLU | PReLU | PReLU | Tanh | | 0 |
| Layer | Filter | Padding | Dilation(l) | Non-linearity |
| --- | --- | --- | --- | --- |
| 1 | 96x3 | 1 | 1 | ReLU |
| 2 | 96x3 | 1 | 1 | ReLU |
| 3 | 96x3 | 1 | 1 | ReLU |
| 4 | 96x3 | 2 | 2 | ReLU |
| 5 | 96x3 | 4 | 4 | ReLU | | | 6 | 96x3 | 8 | 8 | ReLU |
| --- | --- | --- | --- | --- |
| 7 | 96x3 | 1 | 1 | ReLU |
| 8 | 50x1 | 0 | 1 | Softmax | | 1 |
| Layer | Filter | Padding | Dilation(l) | Non-linearity |
| --- | --- | --- | --- | --- |
| 1 | 96x3 | 1 | 1 | ReLU |
| 2 | 96x3 | 1 | 1 | ReLU |
| 3 | 96x3 | 1 | 1 | ReLU |
| 4 | 96x3 | 2 | 2 | ReLU |
| 5 | 96x3 | 4 | 4 | ReLU | | | Stride | 1 | 1 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- |
| Function | PReLU | PReLU | PReLU | PReLU | Tanh | | 0 |
| Team | ML | BM | EB1 | EB2 |
| --- | --- | --- | --- | --- |
| T-1 | 0.45 | 0.51 | 0.52 | 0.60 |
| T-2 | 0.22 | 0.45 | 0.38 | 0.43 |
| T-3 | 0.30 | 0.40 | 0.47 | 0.66 |
| T-4 | 0.26 | 0.44 | 0.42 | 0.44 |
| T-5 | 0.26 | 0.45 | 0.45 | 0.56 |
| T-6 | 0.5 | 0.49 | 0.55 | 0.7 |
| T-7 | 0.45 | 0.53 | 0.56 | 0.66 |
| T-8 |... | | T-19 | 0.41 | 0.51 | 0.56 | 0.68 |
| --- | --- | --- | --- | --- |
| T-20 | 0.48 | 0.51 | 0.64 | 0.71 | | 1 |
| Team | ML | BM | EB1 | EB2 |
| --- | --- | --- | --- | --- |
| T-1 | 0.45 | 0.51 | 0.52 | 0.60 |
| T-2 | 0.22 | 0.45 | 0.38 | 0.43 |
| T-3 | 0.30 | 0.40 | 0.47 | 0.66 |
| T-4 | 0.26 | 0.44 | 0.42 | 0.44 |
| T-5 | 0.26 | 0.45 | 0.45 | 0.56 |
| T-6 | 0.5 | 0.49 | 0.55 | 0.7 |
| T-7 | 0.45 | 0.53 | 0.56 | 0.66 |
| T-8 |... | | t,T | at | bt | pA,t | PA,t |
| --- | --- | --- | --- | --- |
| 0,1 | 0.080 | 0 | 0.500 | 0.722 |
| 5,2 | 0 | 0.117 | 0.722 | 0.839 |
| 10,3 | 0 | 0.261 | 0839 | 0.564 |
| 15,4 | 0 | 0.055 | 0.564 | 0.712 |
| 20,5 | 0 | 0.077 | 0.712 | 0.903 |
| 25,6 | 0 | 0.154 | 0.903 | 0.803 |
| 30,7 | 0 | 0.251 | 0.803 | 0.576 |
... | 0 |
| Team | ML | BM | EB1 | EB2 |
| --- | --- | --- | --- | --- |
| T-1 | 0.45 | 0.51 | 0.52 | 0.60 |
| T-2 | 0.22 | 0.45 | 0.38 | 0.43 |
| T-3 | 0.30 | 0.40 | 0.47 | 0.66 |
| T-4 | 0.26 | 0.44 | 0.42 | 0.44 |
| T-5 | 0.26 | 0.45 | 0.45 | 0.56 |
| T-6 | 0.5 | 0.49 | 0.55 | 0.7 |
| T-7 | 0.45 | 0.53 | 0.56 | 0.66 |
| T-8 |... | | T-19 | 0.41 | 0.51 | 0.56 | 0.68 |
| --- | --- | --- | --- | --- |
| T-20 | 0.48 | 0.51 | 0.64 | 0.71 | | 1 |
| Team | ML | BM | EB1 | EB2 |
| --- | --- | --- | --- | --- |
| T-1 | 0.45 | 0.51 | 0.52 | 0.60 |
| T-2 | 0.22 | 0.45 | 0.38 | 0.43 |
| T-3 | 0.30 | 0.40 | 0.47 | 0.66 |
| T-4 | 0.26 | 0.44 | 0.42 | 0.44 |
| T-5 | 0.26 | 0.45 | 0.45 | 0.56 |
| T-6 | 0.5 | 0.49 | 0.55 | 0.7 |
| T-7 | 0.45 | 0.53 | 0.56 | 0.66 |
| T-8 |... | | 5,2 | 0 | 0.117 | 0.722 | 0.839 |
| --- | --- | --- | --- | --- |
| 10,3 | 0 | 0.261 | 0839 | 0.564 |
| 15,4 | 0 | 0.055 | 0.564 | 0.712 |
| 20,5 | 0 | 0.077 | 0.712 | 0.903 |
| 25,6 | 0 | 0.154 | 0.903 | 0.803 |
| 30,7 | 0 | 0.251 | 0.803 | 0.576 |
| 35,8 | 0 | 0.108 | 0.576 | 0.590 |
| 40,9 | 0 | 0.176 | 0.590 | 0.... | 0 |
| 81.25(81.00,81.47) | 80.83(80.69,80.91) | 80.05(79.69,80.41) | 80.11(79.89,80.36) |
| --- | --- | --- | --- |
| 47.24(46.90,47.65) | 46.63(46.31,47.12) | 46.04(45.27,46.61) | 45.91(45.16,46.49) | | | 85.53(85.26,85.80) | 84.61(84.47,84.90) | 84.09(83.94,84.22) | 84.02(83.57,84.28) |
| --- | --- | --- | --- |
| 93.18(93.09,93.31) | 92.49(92.33,92.61) | 92.66(92.50,92.79) | 92.52(92.33,92.96) |
| 91.53(91.26,91.78) | 89.93(89.75,90.09) | 89.73(89.61,89.83) | 89.49(89.31,89.65) |
| 83.81(83.44,84.37) | 82.70(82.14,8... | 1 |
| 81.25(81.00,81.47) | 80.83(80.69,80.91) | 80.05(79.69,80.41) | 80.11(79.89,80.36) |
| --- | --- | --- | --- |
| 47.24(46.90,47.65) | 46.63(46.31,47.12) | 46.04(45.27,46.61) | 45.91(45.16,46.49) | | | 79.75(79.47,80.03) | 80.20(80.02,80.35) | 80.68(80.14,81.21) | 80.99(80.65,81.30) |
| --- | --- | --- | --- |
| 44.98(44.06,45.68) | 46.10(45.37,46.84) | 46.75(46.35,47.36) | 47.02(46.59,47.59) |
| 83.69(83.46,84.07) | 84.63(84.44,84.88) | 85.18(84.64,85.59) | 85.38(85.31,85.49) |
| 92.60(92.28,92.76) | 92.87(92.69,9... | 0 |
| 81.25(81.00,81.47) | 80.83(80.69,80.91) | 80.05(79.69,80.41) | 80.11(79.89,80.36) |
| --- | --- | --- | --- |
| 47.24(46.90,47.65) | 46.63(46.31,47.12) | 46.04(45.27,46.61) | 45.91(45.16,46.49) |
| 85.53(85.26,85.80) | 84.61(84.47,84.90) | 84.09(83.94,84.22) | 84.02(83.57,84.28) |
| 93.18(93.09,93.31) | 92.49(92.33,9... | | 83.81(83.44,84.37) | 82.70(82.14,83.11) | 82.46(82.17,82.76) | 82.26(81.86,82.90) |
| --- | --- | --- | --- |
| 89.39(89.14,89.58) | 89.36(89.17,89.57) | 89.14(89.00,89.45) | 89.31(89.18,89.48) | | 1 |
| 81.25(81.00,81.47) | 80.83(80.69,80.91) | 80.05(79.69,80.41) | 80.11(79.89,80.36) |
| --- | --- | --- | --- |
| 47.24(46.90,47.65) | 46.63(46.31,47.12) | 46.04(45.27,46.61) | 45.91(45.16,46.49) |
| 85.53(85.26,85.80) | 84.61(84.47,84.90) | 84.09(83.94,84.22) | 84.02(83.57,84.28) |
| 93.18(93.09,93.31) | 92.49(92.33,9... | | 83.69(83.46,84.07) | 84.63(84.44,84.88) | 85.18(84.64,85.59) | 85.38(85.31,85.49) |
| --- | --- | --- | --- |
| 92.60(92.28,92.76) | 92.87(92.69,93.17) | 93.06(92.81,93.19) | 93.13(92.79,93.32) |
| 90.29(89.93,90.61) | 91.42(91.16,91.71) | 91.52(91.23,91.72) | 91.47(91.15,91.64) |
| 81.72(81.21,82.20) | 82.71(82.06,8... | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Protocolphase | Entity | (#rangepolicies,#setpolicies)=(2,4)<br>TypeATypeA1TypeE | | |
| --- | --- | --- | --- | --- |
| SystemInitialisation-CentralAuthority(CA) | | | | |
| initialisethesystem | CA | 626.05.1 | 9155.95 | 2895.25 |
| Issuingphase | | | | |
| generatePoKΠ | Seller | 184.25 | 2881.8 | 469.1 ... | | generateticket | Seller | 47.85 | 583.0 | 120.3 |
| --- | --- | --- | --- | --- |
| verifyticket | User | 52.5 | 856.75 | 158.35 |
| TicketVerification-Verifier(V) | | | | |
| generatetickettranscriptTransT | User | 241.4 | 3538.7 | 707.4 |
| verifytranscript | Verifier | 214.05 | 2539.8 | 649.8 |
| Totalsystemrunti... | 1 |
| Protocolphase | Entity | (#rangepolicies,#setpolicies)=(2,4)<br>TypeATypeA1TypeE | | |
| --- | --- | --- | --- | --- |
| SystemInitialisation-CentralAuthority(CA) | | | | |
| initialisethesystem | CA | 626.05.1 | 9155.95 | 2895.25 |
| Issuingphase | | | | |
| generatePoKΠ | Seller | 184.25 | 2881.8 | 469.1 ... | | Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 |
| Maximumnodedegreemaxk | 50 |
| Averagenodedegreeavgk | 10 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 50,100 |
| Minimumcommunitysizeminc | 10,20 |
| Communitysizedistributionτ2 | -1 |
| Mixingparameterµ | [0.05,0.075]withstepof0.05 ... | 0 |
| Protocolphase | Entity | (#rangepolicies,#setpolicies)=(2,4)<br>TypeATypeA1TypeE | | |
| --- | --- | --- | --- | --- |
| SystemInitialisation-CentralAuthority(CA) | | | | |
| initialisethesystem | CA | 626.05.1 | 9155.95 | 2895.25 |
| Issuingphase | | | | |
| generatePoKΠ | Seller | 184.25 | 2881.8 | 469.1 ... | | verifyticket | User | 52.5 | 856.75 | 158.35 |
| --- | --- | --- | --- | --- |
| TicketVerification-Verifier(V) | | | | |
| generatetickettranscriptTransT | User | 241.4 | 3538.7 | 707.4 |
| verifytranscript | Verifier | 214.05 | 2539.8 | 649.8 |
| Totalsystemruntime | | | | |
| Allphases | All | 3659.1 | 54382.... | 1 |
| Protocolphase | Entity | (#rangepolicies,#setpolicies)=(2,4)<br>TypeATypeA1TypeE | | |
| --- | --- | --- | --- | --- |
| SystemInitialisation-CentralAuthority(CA) | | | | |
| initialisethesystem | CA | 626.05.1 | 9155.95 | 2895.25 |
| Issuingphase | | | | |
| generatePoKΠ | Seller | 184.25 | 2881.8 | 469.1 ... | | OverlappingNodesOn | 500 |
| --- | --- |
| OverlappingMembershipsOm | [1,8]withstepof1 | | 0 |
| Dataset | #trainingpoint | #testingpoint | #uniquetags | Avg#tagsperdocument |
| --- | --- | --- | --- | --- |
| Wiki10 | 14095 | 6600 | 31177 | 17.27 | | | WikiNER | 89521 | 10000 | 67179 | 22.96 |
| --- | --- | --- | --- | --- |
| RelevanceModeling(Chinese) | 4505 | 500 | 391 | 1.02 |
| RelevanceModeling(Korean) | 1292 | 500 | 261 | 1.07 |
| NCT(all) | 40305 | 9546 | 883 | 1.88 |
| NCT(general) | 39401 | 9389 | 294 | 1.76 |
| NCT(specific) | 17278 | 4509 | 412 | 1.41 | | 1 |
| Dataset | #trainingpoint | #testingpoint | #uniquetags | Avg#tagsperdocument |
| --- | --- | --- | --- | --- |
| Wiki10 | 14095 | 6600 | 31177 | 17.27 | | | Dataset | t=0.5 | t=0.6 | t=0.7 | t=0.8 | t=0.9 |
| --- | --- | --- | --- | --- | --- |
| AllPairs+BayesLSH | | | | | |
| RCV1 | 97.97 | 98.18 | 98.47 | 99.08 | 99.36 |
| WikiWords100K | 98.52 | 98.84 | 99.2 | 98.58 | 96.69 |
| WikiWords500K | 97.54 | 97.82 | 98.21 | 98.16 | 96.66 |
| WikiLinks | 97.45 | 98.04 |... | 0 |
| Dataset | #trainingpoint | #testingpoint | #uniquetags | Avg#tagsperdocument |
| --- | --- | --- | --- | --- |
| Wiki10 | 14095 | 6600 | 31177 | 17.27 | | | WikiNER | 89521 | 10000 | 67179 | 22.96 |
| --- | --- | --- | --- | --- |
| RelevanceModeling(Chinese) | 4505 | 500 | 391 | 1.02 |
| RelevanceModeling(Korean) | 1292 | 500 | 261 | 1.07 |
| NCT(all) | 40305 | 9546 | 883 | 1.88 |
| NCT(general) | 39401 | 9389 | 294 | 1.76 |
| NCT(specific) | 17278 | 4509 | 412 | 1.41 | | 1 |
| Dataset | #trainingpoint | #testingpoint | #uniquetags | Avg#tagsperdocument |
| --- | --- | --- | --- | --- |
| Wiki10 | 14095 | 6600 | 31177 | 17.27 | | | WikiWords500K | 97.54 | 97.82 | 98.21 | 98.16 | 96.66 |
| --- | --- | --- | --- | --- | --- |
| WikiLinks | 97.45 | 98.04 | 98.46 | 98.68 | 99.18 |
| Orkut | 97.1 | 97.8 | 98.86 | 99.84 | 99.99 |
| Twitter | 97.7 | 96 | 96.88 | 97.33 | 98.77 |
| AllPairs+BayesLSH-Lite | | | | | |
| RCV1 | 98.73 | 98.82 | 98.89 |... | 0 |
| Methods | Market-1501 | VIPeR |
| --- | --- | --- |
| r=1mAP | r=1r=20mAP | |
| BoW | 9.043.26 | 7.8239.3411.44 |
| BoW+Geo | 21.238.46 | 15.4751.4919.85 |
| BoW+Geo+Gauss | 34.4014.09 | 21.7460.8526.55 |
| BoW+Geo+Gauss+MultiQavg | 41.6617.63 | --- | | | BoW+Geo+Gauss+MultiQmax | 42.1418.53 | --- |
| --- | --- | --- |
| BoW+Geo+Gauss+MultiQmax+Rerank | 42.1419.20 | --- | | 1 |
| Methods | Market-1501 | VIPeR |
| --- | --- | --- |
| r=1mAP | r=1r=20mAP | |
| BoW | 9.043.26 | 7.8239.3411.44 |
| BoW+Geo | 21.238.46 | 15.4751.4919.85 |
| BoW+Geo+Gauss | 34.4014.09 | 21.7460.8526.55 |
| BoW+Geo+Gauss+MultiQavg | 41.6617.63 | --- | | | Methods | r=1 | r=5 | r=20 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 65.51<br>66.77<br>66.57<br>67.68 | 81.72<br>82.68<br>82.88<br>82.17 | 90.10<br>91.21<br>91.46<br>90.91 |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 64.95<br>65.15<br>66.36<br>67.17 | 81.01<br>82.58<br>82.63<br>81.4... | 0 |
| Methods | Market-1501 | VIPeR |
| --- | --- | --- |
| r=1mAP | r=1r=20mAP | |
| BoW | 9.043.26 | 7.8239.3411.44 |
| BoW+Geo | 21.238.46 | 15.4751.4919.85 | | | BoW+Geo+Gauss | 34.4014.09 | 21.7460.8526.55 |
| --- | --- | --- |
| BoW+Geo+Gauss+MultiQavg | 41.6617.63 | --- |
| BoW+Geo+Gauss+MultiQmax | 42.1418.53 | --- |
| BoW+Geo+Gauss+MultiQmax+Rerank | 42.1419.20 | --- | | 1 |
| Methods | Market-1501 | VIPeR |
| --- | --- | --- |
| r=1mAP | r=1r=20mAP | |
| BoW | 9.043.26 | 7.8239.3411.44 |
| BoW+Geo | 21.238.46 | 15.4751.4919.85 | | | k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 64.95<br>65.15<br>66.36<br>67.17 | 81.01<br>82.58<br>82.63<br>81.41 | 89.90<br>90.56<br>91.67<br>90.25 |
| --- | --- | --- | --- |
| k-NN<br>inv-DAKR<br>bi-DAKR<br>re-ranking | 63.33<br>63.89<br>65.15<br>65.71 | 80.51<br>80.81<br>81.67<br>80.51 | 88.74<br>89.65<br>91.01<br>... | 0 |
| Type/Stride | FilterShape | InputSize |
| --- | --- | --- |
| Conv/s2 | 3×3×1×32 | 96×96×1 |
| Convdw/s1 | 3×3×32dw | 48×48×32 |
| Conv/s1 | 1×1×32×64 | 48×48×32 |
| Convdw/s2 | 3×3×64dw | 48×48×64 |
| Conv/s1 | 1×1×64×128 | 24×24×64 |
| Convdw/s1 | 3×3×128dw | 56×24×128 |
| Conv/s1 | 1×1×128×128 | 24×24×128 |
| Conv... | | AvgPool/s1 | Pool6×6 | 6×6×512 |
| --- | --- | --- |
| FC/s1 | 512×l | 1×1×512 |
| FC/s1 | l×c | 1×1×l |
| Softmax/s1 | Classifier | 1×1×c | | 1 |
| Type/Stride | FilterShape | InputSize |
| --- | --- | --- |
| Conv/s2 | 3×3×1×32 | 96×96×1 |
| Convdw/s1 | 3×3×32dw | 48×48×32 |
| Conv/s1 | 1×1×32×64 | 48×48×32 |
| Convdw/s2 | 3×3×64dw | 48×48×64 |
| Conv/s1 | 1×1×64×128 | 24×24×64 |
| Convdw/s1 | 3×3×128dw | 56×24×128 |
| Conv/s1 | 1×1×128×128 | 24×24×128 |
| Conv... | | Name | Kernel | OutputSize | Name | Kernel | OutputSize |
| --- | --- | --- | --- | --- | --- |
| conv1,2 | 3×3 | 320×448×64 | deconv5 | 2×2 | 40×56×256 |
| pool1 | 2×2 | 160×224×64 | refine-1convs | 3×3 | 40×56×256 |
| conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 |
| pool2 | 2×2 | 80×112×128 | refine-2conv... | 0 |
| Type/Stride | FilterShape | InputSize |
| --- | --- | --- |
| Conv/s2 | 3×3×1×32 | 96×96×1 |
| Convdw/s1 | 3×3×32dw | 48×48×32 |
| Conv/s1 | 1×1×32×64 | 48×48×32 |
| Convdw/s2 | 3×3×64dw | 48×48×64 |
| Conv/s1 | 1×1×64×128 | 24×24×64 |
| Convdw/s1 | 3×3×128dw | 56×24×128 |
| Conv/s1 | 1×1×128×128 | 24×24×128 |
| Conv... | | Conv/s1 | 1×1×512×512 | 6×6×512 |
| --- | --- | --- |
| Convdw/s2 | 3×3×512dw | 6×6×512 |
| AvgPool/s1 | Pool6×6 | 6×6×512 |
| FC/s1 | 512×l | 1×1×512 |
| FC/s1 | l×c | 1×1×l |
| Softmax/s1 | Classifier | 1×1×c | | 1 |
| Type/Stride | FilterShape | InputSize |
| --- | --- | --- |
| Conv/s2 | 3×3×1×32 | 96×96×1 |
| Convdw/s1 | 3×3×32dw | 48×48×32 |
| Conv/s1 | 1×1×32×64 | 48×48×32 |
| Convdw/s2 | 3×3×64dw | 48×48×64 |
| Conv/s1 | 1×1×64×128 | 24×24×64 |
| Convdw/s1 | 3×3×128dw | 56×24×128 |
| Conv/s1 | 1×1×128×128 | 24×24×128 |
| Conv... | | conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 |
| --- | --- | --- | --- | --- | --- |
| pool2 | 2×2 | 80×112×128 | refine-2convs | 3×3 | 80×112×128 |
| conv5,6,1-2 | 3×3 | 80×112×256 | deconv3 | 2×2 | 160×224×64 |
| pool3 | 2×2 | 40×56×256 | refine-3convs | 3×3 | 160×224×64 |
| conv7,8,1-2 | 3×3 | 40×56×512 ... | 0 |
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