premise string | hypothesis string | label int64 |
|---|---|---|
| Ruleno. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t)i−2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| c(t)i−1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |
| c(t)i | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 |
| c(t)i+1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 |
| c(t+1)i | 0/1 | 0/1 | 0/1 | 1/1 | 0/0.35,<br... | | c(t)i | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t)i+1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 |
| c(t+1)i | 0/0.75,<br>1/0.25 | 0/0.75,<br>1/0.25 | 0/0.8,<br>1/0.2 | 1/1 | 0/0.5,<br>1/0.5 | 0/0.5,<br>1/0.5 | 0/0.3,<br>1/0.7 | 1/1 | | 1 |
| Ruleno. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t)i−2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| c(t)i−1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |
| c(t)i | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 |
| c(t)i+1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 |
| c(t+1)i | 0/1 | 0/1 | 0/1 | 1/1 | 0/0.35,<br... | | | 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 | ... | 0 |
| Ruleno. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t)i−2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| c(t)i−1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |
| c(t)i | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | | | c(t)i+1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t+1)i | 0/1 | 0/1 | 0/1 | 1/1 | 0/0.35,<br>1/0.65 | 0/0.2,<br>1/0.8 | 0/0.5,<br>1/0.5 | 1/1 |
| Ruleno. | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 |
| c(t)i−2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| c(t)i−1 | 0 | 0 | 0 | 0 |... | 1 |
| Ruleno. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c(t)i−2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| c(t)i−1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |
| c(t)i | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | | | 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.... | 0 |
| | | 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 | 94.32 | | 1 |
| | | TestSearchTechnique | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | GA | Random | | | |
| Cmplx | Branch | Mean | Stdev | Mean | Stdev | ActualCL |
| Low | 25 | 87.27 | 6.98 | 82.4 | 7.62 | 98.76 | | | | | 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 |... | 0 |
| | | 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 | 94.32 | | 1 |
| | | 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 | | 0 |
| SerialNo. | FastText-300D | Algo-150D | Glove-100D | Algo-50D | Glove-200D | Algo-100D |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 66.89 | 67.29 | 58.05 | 58.85 | 62.12 | 61.99 |
| 2 | 78.12 | 77.40 | 60.35 | 66.27 | 62.91 | 68.43 |
| 3 | 67.93 | 66.17 | 61.93 | 64.09 | 61.99 | 63.55 |
| 4 | 39.73 | 34.24 | 3... | | 9 | 81.23 | 86.41 | 62.71 | 68.79 | 66.56 | 69.83 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 38.03 | 35.47 | 29.75 | 29.13 | 34.03 | 34.19 |
| 11 | 68.21 | 69.96 | 49.55 | 59.55 | 54.48 | 61.56 |
| 12 | 53.33 | 50.90 | 45.43 | 41.95 | 52.21 | 49.94 | | 1 |
| SerialNo. | FastText-300D | Algo-150D | Glove-100D | Algo-50D | Glove-200D | Algo-100D |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 66.89 | 67.29 | 58.05 | 58.85 | 62.12 | 61.99 |
| 2 | 78.12 | 77.40 | 60.35 | 66.27 | 62.91 | 68.43 |
| 3 | 67.93 | 66.17 | 61.93 | 64.09 | 61.99 | 63.55 |
| 4 | 39.73 | 34.24 | 3... | | | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 |
| Heart | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 100 |
| Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | ... | 0 |
| SerialNo. | FastText-300D | Algo-150D | Glove-100D | Algo-50D | Glove-200D | Algo-100D |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 66.89 | 67.29 | 58.05 | 58.85 | 62.12 | 61.99 |
| 2 | 78.12 | 77.40 | 60.35 | 66.27 | 62.91 | 68.43 |
| 3 | 67.93 | 66.17 | 61.93 | 64.09 | 61.99 | 63.55 |
| 4 | 39.73 | 34.24 | 3... | | 7 | 76.37 | 76.36 | 68.09 | 70.93 | 71.01 | 74.44 |
| --- | --- | --- | --- | --- | --- | --- |
| 8 | 79.74 | 80.95 | 69.07 | 64.56 | 71.26 | 71.53 |
| 9 | 81.23 | 86.41 | 62.71 | 68.79 | 66.56 | 69.83 |
| 10 | 38.03 | 35.47 | 29.75 | 29.13 | 34.03 | 34.19 |
| 11 | 68.21 | 69.96 | 49.55 | 59.55 | 54.48 | 61.56 |
| 12... | 1 |
| SerialNo. | FastText-300D | Algo-150D | Glove-100D | Algo-50D | Glove-200D | Algo-100D |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 66.89 | 67.29 | 58.05 | 58.85 | 62.12 | 61.99 |
| 2 | 78.12 | 77.40 | 60.35 | 66.27 | 62.91 | 68.43 |
| 3 | 67.93 | 66.17 | 61.93 | 64.09 | 61.99 | 63.55 |
| 4 | 39.73 | 34.24 | 3... | | Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | 100 | 95 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fountain | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Key | 100 | 100 | 95 | 100 | 95 | 95 | 90 | 90 | 95 | 95 |
| Fork | 95 | 90 | 65 | 70 | 65 | 75 | 65 | 75 | 70... | 0 |
| 30-90GPR | Statistics | GPR | Statistics+<br>GPR | Interpolation | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | |
| Fold-1 | 0.5952 | 0.4450 | 0.7526 | 0.7465 | 0.8950 | 0.8643 | 0.9258 | 0.8443 | 0.8762 | 0.8... | | Fold-3 | 0.5143 | 0.4313 | 0.7427 | 0.8151 | 0.9077 | 0.8732 | 0.9178 | 0.9065 | 0.8976 | 0.9183 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fold-4 | 0.5970 | 0.4121 | 0.7142 | 0.7245 | 0.8850 | 0.8757 | 0.8542 | 0.8958 | 0.8164 | 0.8234 |
| Fold-5 | 0.5633 | 0.4343 | 0.6561 | 0.6390 | 0.8... | 1 |
| 30-90GPR | Statistics | GPR | Statistics+<br>GPR | Interpolation | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | |
| Fold-1 | 0.5952 | 0.4450 | 0.7526 | 0.7465 | 0.8950 | 0.8643 | 0.9258 | 0.8443 | 0.8762 | 0.8... | | NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | ... | 0 |
| 30-90GPR | Statistics | GPR | Statistics+<br>GPR | Interpolation | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | | | Fold-1 | 0.5952 | 0.4450 | 0.7526 | 0.7465 | 0.8950 | 0.8643 | 0.9258 | 0.8443 | 0.8762 | 0.8858 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fold-2 | 0.5918 | 0.4368 | 0.6927 | 0.6632 | 0.8451 | 0.8450 | 0.9446 | 0.9151 | 0.7343 | 0.8162 |
| Fold-3 | 0.5143 | 0.4313 | 0.7427 | 0.8151 | 0.9... | 1 |
| 30-90GPR | Statistics | GPR | Statistics+<br>GPR | Interpolation | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | K-NN | SVM | | | 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 |
| 40 | 0.6519 | 0.3654 | 0.6387 | 0.1687 | 0.2881 | 0.3679 | 0.3737 |
| 50 | 0.5913 | 0.3395 | 0.5884 | 0.1451 | 0.2614 | 0.3137 |... | 0 |
| Program(n) | StartGraph<br>(nodes/edges) | FinalGraph<br>(nodes/edges) | LTLDeadlock | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DPE(2)<br>DPE(5) | 326/496<br>326/496 | 362/582<br>389/653 | 1.10<br>32.37 | 824/838<br>20,428/20,906 | 1.18<br>29.10 | 824/838<br>20,428/20,906 |
| DPB(... | | DS(2,2,2)<br>DS(2,3,2)<br>DS(2,4,1) | 440/668<br>441/668<br>441/668 | 470/749<br>478/769<br>486/789 | 11.48<br>388<br>2,448 | 5,976/6,081<br>103,190/106,260<br>396,011/414,462 | 10.82<br>256<br>941 | 5,976/6,081<br>103,190/106,260<br>306,401/319,018 |
| --- | --- | --- | --- | --- | --- | --- |
| CS | 559/866 | 608/1... | 1 |
| Program(n) | StartGraph<br>(nodes/edges) | FinalGraph<br>(nodes/edges) | LTLDeadlock | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DPE(2)<br>DPE(5) | 326/496<br>326/496 | 362/582<br>389/653 | 1.10<br>32.37 | 824/838<br>20,428/20,906 | 1.18<br>29.10 | 824/838<br>20,428/20,906 |
| DPB(... | | Graph | Nodes<br>(Million) | Edges<br>(Million) | Outdegrees<br>MaxAvgσ |
| --- | --- | --- | --- |
| rmat20 | 1.05 | 8.26 | 1,1818177.40 |
| road-FLA<br>road-W<br>road-USA | 1.07<br>6.26<br>23.95 | 2.71<br>15.12<br>57.71 | 832.45<br>942.74<br>932.74 |
| ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.4... | 0 |
| Program(n) | StartGraph<br>(nodes/edges) | FinalGraph<br>(nodes/edges) | LTLDeadlock | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DPE(2)<br>DPE(5) | 326/496<br>326/496 | 362/582<br>389/653 | 1.10<br>32.37 | 824/838<br>20,428/20,906 | 1.18<br>29.10 | 824/838<br>20,428/20,906 |
| DPB(... | | PC(5)<br>PC(20) | 371/563<br>371/563 | 393/621<br>393/621 | 3.51<br>12.98 | 2,152/2,194<br>8,362/8,539 | 3.30<br>12.84 | 2,152/2,194<br>8,362/8,539 |
| --- | --- | --- | --- | --- | --- | --- |
| DS(2,2,2)<br>DS(2,3,2)<br>DS(2,4,1) | 440/668<br>441/668<br>441/668 | 470/749<br>478/769<br>486/789 | 11.48<br>388<br>2,44... | 1 |
| Program(n) | StartGraph<br>(nodes/edges) | FinalGraph<br>(nodes/edges) | LTLDeadlock | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DPE(2)<br>DPE(5) | 326/496<br>326/496 | 362/582<br>389/653 | 1.10<br>32.37 | 824/838<br>20,428/20,906 | 1.18<br>29.10 | 824/838<br>20,428/20,906 |
| DPB(... | | road-FLA<br>road-W<br>road-USA | 1.07<br>6.26<br>23.95 | 2.71<br>15.12<br>57.71 | 832.45<br>942.74<br>932.74 |
| --- | --- | --- | --- |
| ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.46 |
| Graph500<br>(threegraphs) | 16.78 | 335.00 | 924,0002020,900 | | 0 |
| | | | | | | | | |
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| ... | 0 |
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| | | | | | | | | | | 0 |
| R | rs | R |
| --- | --- | --- |
| 0.725 | 0.848 | 0.727 | | | 0.626 | 0.869 | 0.621 |
| --- | --- | --- |
| 0.723 | 0.818 | 0.727 |
| 0.616 | 0.864 | 0.611 |
| 0.211 | 0.757 | 0.204 | | 1 |
| R | rs | R |
| --- | --- | --- |
| 0.725 | 0.848 | 0.727 | | | cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R |
| 0.765 | 0.910 | 0.831 | 0.770 | 0.622 |
| 0.757 | 0.902 | 0.823 | 0.699 | 0.810 |
| 0.776 | 0.934 | 0.848 | 0.711 | 0.830 |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 0 |
| R | rs | R |
| --- | --- | --- |
| 0.725 | 0.848 | 0.727 | | | 0.626 | 0.869 | 0.621 |
| --- | --- | --- |
| 0.723 | 0.818 | 0.727 |
| 0.616 | 0.864 | 0.611 |
| 0.211 | 0.757 | 0.204 | | 1 |
| R | rs | R |
| --- | --- | --- |
| 0.725 | 0.848 | 0.727 | | | 0.776 | 0.934 | 0.848 | 0.711 | 0.830 |
| --- | --- | --- | --- | --- |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 0 |
| p | base | k=0 | k=1 | k=2 | k=3 |
| --- | --- | --- | --- | --- | --- |
| 1 | Random<br>MNIST[458] | -<br>73.07 | -<br>73.91 | -<br>76.37 | 55.61<br>77.52 |
| 3 | Random<br>MNIST[458] | -<br>83.61 | -<br>87.2 | -<br>85.7 | 73.34<br>87.6 |
| 5 | Random<br>MNIST[458] | -<br>90.98 | -<br>92.98 | -<br>92.6 | 83.32<br>92... | | 20 | Random<br>MNIST[458] | -<br>95.52 | -<br>95.52 | -<br>97.07 | 87.77<br>96.78 |
| --- | --- | --- | --- | --- | --- |
| 30 | Random<br>MNIST[458] | -<br>96.5 | -<br>97.34 | -<br>97.35 | 88.62<br>97.45 |
| 50 | Random<br>MNIST[458] | -<br>96.38 | -<br>97.40 | -<br>97.71 | 90.78<br>97.38 | | 1 |
| p | base | k=0 | k=1 | k=2 | k=3 |
| --- | --- | --- | --- | --- | --- |
| 1 | Random<br>MNIST[458] | -<br>73.07 | -<br>73.91 | -<br>76.37 | 55.61<br>77.52 |
| 3 | Random<br>MNIST[458] | -<br>83.61 | -<br>87.2 | -<br>85.7 | 73.34<br>87.6 |
| 5 | Random<br>MNIST[458] | -<br>90.98 | -<br>92.98 | -<br>92.6 | 83.32<br>92... | | Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
| 4 | ABM<br>HAL<br>L<br>SF... | 0 |
| p | base | k=0 | k=1 | k=2 | k=3 |
| --- | --- | --- | --- | --- | --- |
| 1 | Random<br>MNIST[458] | -<br>73.07 | -<br>73.91 | -<br>76.37 | 55.61<br>77.52 |
| 3 | Random<br>MNIST[458] | -<br>83.61 | -<br>87.2 | -<br>85.7 | 73.34<br>87.6 |
| 5 | Random<br>MNIST[458] | -<br>90.98 | -<br>92.98 | -<br>92.6 | 83.32<br>92... | | 20 | Random<br>MNIST[458] | -<br>95.52 | -<br>95.52 | -<br>97.07 | 87.77<br>96.78 |
| --- | --- | --- | --- | --- | --- |
| 30 | Random<br>MNIST[458] | -<br>96.5 | -<br>97.34 | -<br>97.35 | 88.62<br>97.45 |
| 50 | Random<br>MNIST[458] | -<br>96.38 | -<br>97.40 | -<br>97.71 | 90.78<br>97.38 | | 1 |
| p | base | k=0 | k=1 | k=2 | k=3 |
| --- | --- | --- | --- | --- | --- |
| 1 | Random<br>MNIST[458] | -<br>73.07 | -<br>73.91 | -<br>76.37 | 55.61<br>77.52 |
| 3 | Random<br>MNIST[458] | -<br>83.61 | -<br>87.2 | -<br>85.7 | 73.34<br>87.6 |
| 5 | Random<br>MNIST[458] | -<br>90.98 | -<br>92.98 | -<br>92.6 | 83.32<br>92... | | 10 | ABM<br>HAL<br>L<br>SF<br>TBM | 39.6329<br>42.5986<br>6.32525<br>4.22537<br>41.1973 | 76.2308<br>80.5134<br>26.6383<br>9.74924<br>78.7439 | 117.47<br>135.202<br>36.1904<br>21.9134<br>125.714 |
| --- | --- | --- | --- | --- |
| 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 |... | 0 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| BOR03 | 237 | 32 | 5 | 0.881 | 0.979 | 0.928 |
| BOR08 | 456 | 8 | 75 | 0.983 | 0.859 | 0.917 |
| BOR10 | 58 | 84 | 94 | 0.408 | 0.382 | 0.395 | | | BOR12 | 117 | 5 | 19 | 0.959 | 0.86 | 0.907 |
| --- | --- | --- | --- | --- | --- | --- |
| BOR17 | 77 | 137 | 171 | 0.36 | 0.31 | 0.333 |
| Total | 945 | 266 | 364 | 0.78 | 0.722 | 0.75 | | 1 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| BOR03 | 237 | 32 | 5 | 0.881 | 0.979 | 0.928 |
| BOR08 | 456 | 8 | 75 | 0.983 | 0.859 | 0.917 |
| BOR10 | 58 | 84 | 94 | 0.408 | 0.382 | 0.395 | | | | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 39 | 96 | 82 | 0.289 | 0.322 | 0.305 |
| 8024 | 96 | 29 | 10 | 0.768 | 0.906 | 0.831 |
| 8386 | 114 | 5 | 4 | 0.958 | 0.966 | 0.962 |
| 8401 | 3... | 0 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| BOR03 | 237 | 32 | 5 | 0.881 | 0.979 | 0.928 |
| BOR08 | 456 | 8 | 75 | 0.983 | 0.859 | 0.917 |
| BOR10 | 58 | 84 | 94 | 0.408 | 0.382 | 0.395 | | | BOR12 | 117 | 5 | 19 | 0.959 | 0.86 | 0.907 |
| --- | --- | --- | --- | --- | --- | --- |
| BOR17 | 77 | 137 | 171 | 0.36 | 0.31 | 0.333 |
| Total | 945 | 266 | 364 | 0.78 | 0.722 | 0.75 | | 1 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| BOR03 | 237 | 32 | 5 | 0.881 | 0.979 | 0.928 |
| BOR08 | 456 | 8 | 75 | 0.983 | 0.859 | 0.917 |
| BOR10 | 58 | 84 | 94 | 0.408 | 0.382 | 0.395 | | | 50028 | 89 | 18 | 4 | 0.832 | 0.957 | 0.89 |
| --- | --- | --- | --- | --- | --- | --- |
| UGS01 | 171 | 12 | 5 | 0.934 | 0.972 | 0.953 |
| UGS04 | 222 | 15 | 1 | 0.937 | 0.996 | 0.965 |
| UGS05 | 26 | 21 | 4 | 0.553 | 0.867 | 0.675 |
| UGS09 | 176 | 17 | 17 | 0.912 | 0.912 | 0.912 |
| Total | 1827 | 313 | 173 | 0.85... | 0 |
| DenseConvEncoder | DenseConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| --- | --- | --- | --- |
| 32×32×32 | DBE(32,6) | 4×4×256 | DBD(256,16) |
| 16×16×64 | TBE(32,64,2) | 8×8×128 | TBD(256,128) |
| 16×16×64 | DBE(64,12) | 8×8×128 | DBD(128,24) |
| 8×8×128 | TBE(64,128,2) | 16×16×64 | TBD(128,64) |
| 8×8×128 | DBE(128,24) | 16×16×64 |... | 1 |
| DenseConvEncoder | DenseConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | ConvEncoder | ConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation |
| 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| 16×16×64 | 4×4Conv(64) | 4×4×128 | 4×4ConvT(128) |
| 8×8×128 | 4×4Conv(128) | 4×4×64 | 4×4ConvT(64) |
| 4×4×256 | 4×4Conv(256) | 4×4×32 | 4×4ConvT(32) ... | 0 |
| DenseConvEncoder | DenseConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | 32×32×32 | 4×4Conv(32) | 4×4×256 | 4×4ConvT(256) |
| --- | --- | --- | --- |
| 32×32×32 | DBE(32,6) | 4×4×256 | DBD(256,16) |
| 16×16×64 | TBE(32,64,2) | 8×8×128 | TBD(256,128) |
| 16×16×64 | DBE(64,12) | 8×8×128 | DBD(128,24) |
| 8×8×128 | TBE(64,128,2) | 16×16×64 | TBD(128,64) |
| 8×8×128 | DBE(128,24) | 16×16×64 |... | 1 |
| DenseConvEncoder | DenseConvDecoder | | |
| --- | --- | --- | --- |
| OutputSize | Operation | Outputsize | Operation | | | Nz | 4×4Conv()Nz | 4×4×32 | 4×4ConvT(32) |
| --- | --- | --- | --- |
| | | 4×4×Nc | 4×4ConvT()Nc | | 0 |
| | CoreI7<br>4770R | CoreI7<br>4960HQ | CoreI7<br>4600U | XeonE5<br>2697v2 | XeonE3<br>1230Lv3 |
| --- | --- | --- | --- | --- | --- |
| fft | 3400<br>62.27 | 3450<br>45.03 | 7850<br>14.37 | 1850<br>124.54 | 4800<br>23.95 | | | c-ray | 1150<br>33.70 | 1200<br>24.37 | 2700<br>7.78 | 650<br>67.41 | 1650<br>12.96 |
| --- | --- | --- | --- | --- | --- |
| abinit | 1700<br>36.11 | 1750<br>26.11 | 3950<br>8.33 | 950<br>72.22 | 2450<br>13.89 |
| linpack | 3350<br>53.81 | 3400<br>38.91 | 7700<br>12.42 | 1850<br>107.61 | 4750<br>20.69 |
| tar | 2000... | 1 |
| | CoreI7<br>4770R | CoreI7<br>4960HQ | CoreI7<br>4600U | XeonE5<br>2697v2 | XeonE3<br>1230Lv3 |
| --- | --- | --- | --- | --- | --- |
| fft | 3400<br>62.27 | 3450<br>45.03 | 7850<br>14.37 | 1850<br>124.54 | 4800<br>23.95 | | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | 0 |
| | CoreI7<br>4770R | CoreI7<br>4960HQ | CoreI7<br>4600U | XeonE5<br>2697v2 | XeonE3<br>1230Lv3 |
| --- | --- | --- | --- | --- | --- |
| fft | 3400<br>62.27 | 3450<br>45.03 | 7850<br>14.37 | 1850<br>124.54 | 4800<br>23.95 |
| c-ray | 1150<br>33.70 | 1200<br>24.37 | 2700<br>7.78 | 650<br>67.41 | 1650<br>12.96 |
| abin... | | linpack | 3350<br>53.81 | 3400<br>38.91 | 7700<br>12.42 | 1850<br>107.61 | 4750<br>20.69 |
| --- | --- | --- | --- | --- | --- |
| tar | 2000<br>50.92 | 2050<br>36.82 | 4600<br>11.75 | 1100<br>101.83 | 2800<br>19.58 | | 1 |
| | CoreI7<br>4770R | CoreI7<br>4960HQ | CoreI7<br>4600U | XeonE5<br>2697v2 | XeonE3<br>1230Lv3 |
| --- | --- | --- | --- | --- | --- |
| fft | 3400<br>62.27 | 3450<br>45.03 | 7850<br>14.37 | 1850<br>124.54 | 4800<br>23.95 |
| c-ray | 1150<br>33.70 | 1200<br>24.37 | 2700<br>7.78 | 650<br>67.41 | 1650<br>12.96 |
| abin... | | 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<... | 0 |
| | Imageset | Experiment |
| --- | --- | --- |
| 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 | | | 3 | Cor.40wks | LOSO5,NBS12 |
| --- | --- | --- |
| 4<br>5 | Ax.40wks | LOSO7<br>LOSO7,NBS12 |
| 6 | Ageingadults | 5training,15test |
| 7<br>8 | Youngadults | 5training,10test<br>15training,20test |
| | Imageset | Experiment |
| 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 |
| 3 | Cor.40wks | LOSO5,NBS12 |
... | 1 |
| | Imageset | Experiment |
| --- | --- | --- |
| 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 | | | Model | Still-image | +MGP | +MGP<br>+MCS | +MGP+MCS<br>+Rescoring | Model<br>Combination | TestSet |
| --- | --- | --- | --- | --- | --- | --- |
| CRAFT | 67.7 | 68.7 | 72.4 | 73.6 | 73.8 | 67.8 |
| DeepID-net | 65.8 | 68.3 | 72.1 | 72.5 | | |
| CRAFT | 69.5 | 70.3 | 74.1 | 75.0 | 77.0 | 69.7 |
| DeepID-net | 70.7... | 0 |
| | Imageset | Experiment |
| --- | --- | --- |
| 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 |
| 3 | Cor.40wks | LOSO5,NBS12 |
| 4<br>5 | Ax.40wks | LOSO7<br>LOSO7,NBS12 |
| 6 | Ageingadults | 5training,15test |
| 7<br>8 | Youngadults | 5training,10test<br>15training,20test |
| | Imageset | Experiment | | | 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 |
| --- | --- | --- |
| 3 | Cor.40wks | LOSO5,NBS12 |
| 4<br>5 | Ax.40wks | LOSO7<br>LOSO7,NBS12 |
| 6 | Ageingadults | 5training,15test |
| 7<br>8 | Youngadults | 5training,10test<br>15training,20test | | 1 |
| | Imageset | Experiment |
| --- | --- | --- |
| 1<br>2 | Cor.30wks | 5training,5test<br>LOSO10,NBS12 |
| 3 | Cor.40wks | LOSO5,NBS12 |
| 4<br>5 | Ax.40wks | LOSO7<br>LOSO7,NBS12 |
| 6 | Ageingadults | 5training,15test |
| 7<br>8 | Youngadults | 5training,10test<br>15training,20test |
| | Imageset | Experiment | | | DeepID-net | 65.8 | 68.3 | 72.1 | 72.5 | | |
| --- | --- | --- | --- | --- | --- | --- |
| CRAFT | 69.5 | 70.3 | 74.1 | 75.0 | 77.0 | 69.7 |
| DeepID-net | 70.7 | 72.7 | 74.9 | 75.4 | | | | 0 |
| Window# | HR | HRV | StressIndex |
| --- | --- | --- | --- |
| 1 | 138.5 | 107.53 | 0.1 | | | 2 | 143.3 | 105.00 | 0.2 |
| --- | --- | --- | --- |
| 3 | 147.3 | 104.59 | 0.3 |
| 4 | 148.73 | 98.86 | 0.4 |
| 5 | 148.3 | 97.02 | 0.5 |
| 6 | 143.3 | 98.47 | 0.4 | | 1 |
| Window# | HR | HRV | StressIndex |
| --- | --- | --- | --- |
| 1 | 138.5 | 107.53 | 0.1 | | | CS |
| --- |
| 38.6 |
| 50.1 |
| 60.2 |
| 59.1 |
| 62.9 |
| 69.2 |
| 73.4 |
| 74.4 |
| 74.6 |
| 79.6 |
| 80.0 |
| 77.0 |
| 79.8 |
| 87.9 |
| 88.4 |
| 89.1 | | 0 |
| Window# | HR | HRV | StressIndex |
| --- | --- | --- | --- |
| 1 | 138.5 | 107.53 | 0.1 | | | 2 | 143.3 | 105.00 | 0.2 |
| --- | --- | --- | --- |
| 3 | 147.3 | 104.59 | 0.3 |
| 4 | 148.73 | 98.86 | 0.4 |
| 5 | 148.3 | 97.02 | 0.5 |
| 6 | 143.3 | 98.47 | 0.4 | | 1 |
| Window# | HR | HRV | StressIndex |
| --- | --- | --- | --- |
| 1 | 138.5 | 107.53 | 0.1 | | | 77.0 |
| --- |
| 79.8 |
| 87.9 |
| 88.4 |
| 89.1 | | 0 |
| | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| groupA | 539.80 | 832.25 | 3325.25 | 707.00 | | | groupB | 172.00 | 877.00 | 3519.00 | 840.00 |
| --- | --- | --- | --- | --- |
| groupC | 359.50 | 2173.75 | 5629.25 | 1240.00 |
| groupD | 255.33 | 960.67 | 3689.00 | 869.33 | | 1 |
| | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| groupA | 539.80 | 832.25 | 3325.25 | 707.00 | | | Query | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| NG1 | 590 | 2489 | 10056 | 2475 |
| NG2 | 3 | 10 | 24 | 11 |
| NG3 | 63 | 128 | 256 | 248 |
| NG4 | 1839 | N/A | N/A | N/A |
| NG5 | 204 | 702 | 2965 | 94 |
| NG6 | 355 | 2474 | 10225 | 2242 |
| NG7 | 19 | 33 | 76 | 37 |
| NG8 | 142 | 124 | 256 | ... | 0 |
| | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| groupA | 539.80 | 832.25 | 3325.25 | 707.00 | | | groupB | 172.00 | 877.00 | 3519.00 | 840.00 |
| --- | --- | --- | --- | --- |
| groupC | 359.50 | 2173.75 | 5629.25 | 1240.00 |
| groupD | 255.33 | 960.67 | 3689.00 | 869.33 | | 1 |
| | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| groupA | 539.80 | 832.25 | 3325.25 | 707.00 | | | NG15 | 678 | 2714 | 10696 | 2334 |
| --- | --- | --- | --- | --- |
| NG16 | 19 | 37 | 103 | 34 |
| NG17 | 69 | 131 | 268 | 240 | | 0 |
| Dataset | 1DSfM | LUD | Bundler | L1 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BA | Σ | BA | Σ | Σ | BA | Σ | |
| Alamo | 752 | 910 | 133 | 750 | 1654 | 362 | 621 |
| EllisIsland | 139 | 171 | - | - | 1191 | 64 | 95 |
| MontrealN.D. | 1135 | 1249 | 167 | 553 | 2710 | 226 | 351 |
| NotreDame | 14... | | PiazzadelPopolo | 191 | 249 | 31 | 162 | 1287 | 93 | 144 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| TowerofLondon | 606 | 648 | 86 | 228 | 1900 | 121 | 221 |
| ViennaCathedral | 2837 | 3139 | 208 | 1467 | 10276 | 717 | 959 |
| Yorkminster | 777 | 899 | 148 | 297 | 3225 | 63 | 108 | | 1 |
| Dataset | 1DSfM | LUD | Bundler | L1 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BA | Σ | BA | Σ | Σ | BA | Σ | |
| Alamo | 752 | 910 | 133 | 750 | 1654 | 362 | 621 |
| EllisIsland | 139 | 171 | - | - | 1191 | 64 | 95 |
| MontrealN.D. | 1135 | 1249 | 167 | 553 | 2710 | 226 | 351 |
| NotreDame | 14... | | Dataset | c(EXIF,mm)err | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | |
| fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 |
| Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| castle-P30 | 2651.8 | 235.0 | - ... | 0 |
| Dataset | 1DSfM | LUD | Bundler | L1 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BA | Σ | BA | Σ | Σ | BA | Σ | |
| Alamo | 752 | 910 | 133 | 750 | 1654 | 362 | 621 |
| EllisIsland | 139 | 171 | - | - | 1191 | 64 | 95 |
| MontrealN.D. | 1135 | 1249 | 167 | 553 | 2710 | 226 | 351 |
| NotreDame | 14... | | NYCLibrary | 392 | 468 | 54 | 200 | 3807 | 48 | 90 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PiazzadelPopolo | 191 | 249 | 31 | 162 | 1287 | 93 | 144 |
| TowerofLondon | 606 | 648 | 86 | 228 | 1900 | 121 | 221 |
| ViennaCathedral | 2837 | 3139 | 208 | 1467 | 10276 | 717 | 959 |
| Yorkminster | 777 | 899 |... | 1 |
| Dataset | 1DSfM | LUD | Bundler | L1 | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BA | Σ | BA | Σ | Σ | BA | Σ | |
| Alamo | 752 | 910 | 133 | 750 | 1654 | 362 | 621 |
| EllisIsland | 139 | 171 | - | - | 1191 | 64 | 95 |
| MontrealN.D. | 1135 | 1249 | 167 | 553 | 2710 | 226 | 351 |
| NotreDame | 14... | | fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| castle-P30 | 2651.8 | 235.0 | - | 190.1 | - | 317.3 | 166.7 | | 0 |
| Episode | STG | NW | SDN | Ours |
| --- | --- | --- | --- | --- |
| FromPoletoPole | 0.42 | 0.35 | 0.50 | 0.72 |
| Mountains | 0.40 | 0.31 | 0.53 | 0.75 | | | FreshWater | 0.39 | 0.34 | 0.52 | 0.67 |
| --- | --- | --- | --- | --- |
| Caves | 0.37 | 0.33 | 0.55 | 0.62 |
| Deserts | 0.36 | 0.33 | 0.36 | 0.62 |
| IceWorlds | 0.39 | 0.37 | 0.51 | 0.73 |
| GreatPlains | 0.46 | 0.37 | 0.47 | 0.63 |
| Jungles | 0.45 | 0.38 | 0.51 | 0.62 |
| ShallowSeas | 0.46 | 0.32 | 0.51 | 0.74... | 1 |
| Episode | STG | NW | SDN | Ours |
| --- | --- | --- | --- | --- |
| FromPoletoPole | 0.42 | 0.35 | 0.50 | 0.72 |
| Mountains | 0.40 | 0.31 | 0.53 | 0.75 | | | Episode | Ranking<br>CNN | Hypercolumn<br>Ranking |
| --- | --- | --- |
| FromPoletoPole | 8.23 | 4.10 |
| Mountains | 12.08 | 7.94 |
| FreshWater | 12.36 | 8.11 |
| Caves | 9.98 | 8.76 |
| Deserts | 13.90 | 9.35 |
| IceWorlds | 6.62 | 4.33 |
| GreatPlains | 10.92 | 9.63 |
| Jungles | 12.28 | 7.43 |
| ShallowSeas | 1... | 0 |
| Episode | STG | NW | SDN | Ours |
| --- | --- | --- | --- | --- |
| FromPoletoPole | 0.42 | 0.35 | 0.50 | 0.72 |
| Mountains | 0.40 | 0.31 | 0.53 | 0.75 |
| FreshWater | 0.39 | 0.34 | 0.52 | 0.67 |
| Caves | 0.37 | 0.33 | 0.55 | 0.62 |
| Deserts | 0.36 | 0.33 | 0.36 | 0.62 |
| IceWorlds | 0.39 | 0.37 | 0.51 | 0.73 |
... | | Jungles | 0.45 | 0.38 | 0.51 | 0.62 |
| --- | --- | --- | --- | --- |
| ShallowSeas | 0.46 | 0.32 | 0.51 | 0.74 |
| SeasonalForests | 0.42 | 0.20 | 0.38 | 0.65 |
| OceanDeep | 0.34 | 0.36 | 0.48 | 0.65 |
| Average | 0.41 | 0.33 | 0.48 | 0.67 | | 1 |
| Episode | STG | NW | SDN | Ours |
| --- | --- | --- | --- | --- |
| FromPoletoPole | 0.42 | 0.35 | 0.50 | 0.72 |
| Mountains | 0.40 | 0.31 | 0.53 | 0.75 |
| FreshWater | 0.39 | 0.34 | 0.52 | 0.67 |
| Caves | 0.37 | 0.33 | 0.55 | 0.62 |
| Deserts | 0.36 | 0.33 | 0.36 | 0.62 |
| IceWorlds | 0.39 | 0.37 | 0.51 | 0.73 |
... | | SeasonalForests | 9.47 | 4.82 |
| --- | --- | --- |
| OceanDeep | 10.73 | 5.75 |
| Average | 10.68 | 6.95 | | 0 |
| | Area<br>(#ofgates) | CellArea<br>(#ofcells) | Clock<br>(ns) |
| --- | --- | --- | --- |
| Non-SecureD | 484180 | 132828 | 31.58 |
| SecureD-M | 493330 | 136496 | 31.06 | | | SecureD-I | 490715 | 134812 | 31.94 |
| --- | --- | --- | --- |
| SecureD | 502830 | 137906 | 31.80 | | 1 |
| | Area<br>(#ofgates) | CellArea<br>(#ofcells) | Clock<br>(ns) |
| --- | --- | --- | --- |
| Non-SecureD | 484180 | 132828 | 31.58 |
| SecureD-M | 493330 | 136496 | 31.06 | | | (cid:48)<br>M | N | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 66 | 70 | 74 | 78 | 82 | | | | | | |
| Time | Gates | Time | Gates | Time | Gates | Time | Gates | Time | Gates | |
| 28 | 60.0 | 454.2M | 63.6 | 481.8M | 67.3 | 509.4M | 70.9 | 537.0M | 74.5 | ... | 0 |
| | Area<br>(#ofgates) | CellArea<br>(#ofcells) | Clock<br>(ns) |
| --- | --- | --- | --- |
| Non-SecureD | 484180 | 132828 | 31.58 | | | SecureD-M | 493330 | 136496 | 31.06 |
| --- | --- | --- | --- |
| SecureD-I | 490715 | 134812 | 31.94 |
| SecureD | 502830 | 137906 | 31.80 | | 1 |
| | Area<br>(#ofgates) | CellArea<br>(#ofcells) | Clock<br>(ns) |
| --- | --- | --- | --- |
| Non-SecureD | 484180 | 132828 | 31.58 | | | Time | Gates | Time | Gates | Time | Gates | Time | Gates | Time | Gates | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 28 | 60.0 | 454.2M | 63.6 | 481.8M | 67.3 | 509.4M | 70.9 | 537.0M | 74.5 | 564.5M |
| 30 | 64.3 | 486.7M | 68.1 | 516.2M | 72.0 | 545.8M | 75.9 | 575.3 | 79.8 | 604.8M |... | 0 |
| Ds | 5 | 84 | 3650000 | 1057296 |
| --- | --- | --- | --- | --- |
| Ds | 2 | 82 | 3000000 | 1112820 | | | Ds | 2 | 141 | 560000 | 246735 |
| --- | --- | --- | --- | --- |
| Dt | 2 | 257 | 25000 | 81321 |
| Dt | 5 | 18 | 11855 | 17836 |
| Dt | 2 | 20 | 10662 | 18765 |
| Dt | 2 | 19 | 9613 | 16185 | | 1 |
| Ds | 5 | 84 | 3650000 | 1057296 |
| --- | --- | --- | --- | --- |
| Ds | 2 | 82 | 3000000 | 1112820 | | | N | Rate | 4bML | Fast-SSCL | 8bFSL | 16bFSL |
| --- | --- | --- | --- | --- | --- |
| 1024 | 1/3 | 1258 | 1079 | 870 | 697 |
| 1/2 | 1577 | 1307 | 1016 | 776 | |
| 4096 | 1/3 | 5134 | 4239 | 3640 | 3003 |
| 1/2 | 6585 | 4984 | 4399 | 3501 | |
| 16384 | 1/3 | 21717 | 17230 | 15879 | 13461 |
| 1/2 | 27357 | 19839 | ... | 0 |
| Ds | 5 | 84 | 3650000 | 1057296 |
| --- | --- | --- | --- | --- |
| Ds | 2 | 82 | 3000000 | 1112820 |
| Ds | 2 | 141 | 560000 | 246735 |
| Dt | 2 | 257 | 25000 | 81321 | | | Dt | 5 | 18 | 11855 | 17836 |
| --- | --- | --- | --- | --- |
| Dt | 2 | 20 | 10662 | 18765 |
| Dt | 2 | 19 | 9613 | 16185 | | 1 |
| Ds | 5 | 84 | 3650000 | 1057296 |
| --- | --- | --- | --- | --- |
| Ds | 2 | 82 | 3000000 | 1112820 |
| Ds | 2 | 141 | 560000 | 246735 |
| Dt | 2 | 257 | 25000 | 81321 | | | 1/2 | 6585 | 4984 | 4399 | 3501 | |
| --- | --- | --- | --- | --- | --- |
| 16384 | 1/3 | 21717 | 17230 | 15879 | 13461 |
| 1/2 | 27357 | 19839 | 18763 | 15305 | | | 0 |
| Event | StringsExcluded | #ofVideoswith<br>ThoseStrings |
| --- | --- | --- |
| BirthdayParty | anniversaire,birthday,complea,geburtstag | 339 |
| Parade | parada,parade | 192 | | | PersonAttemptingaBoardTrick | sk8,skateboard,skating,snowboard,surf;ollie | 295 |
| --- | --- | --- |
| PersonHand-FeedinganAnimal | fed,feed | 180 |
| WeddingCeremony | hochzeit,mariage,marriage,wedding | 213 | | 1 |
| Event | StringsExcluded | #ofVideoswith<br>ThoseStrings |
| --- | --- | --- |
| BirthdayParty | anniversaire,birthday,complea,geburtstag | 339 |
| Parade | parada,parade | 192 | | | Event# | EventName | Positive<br>Instances | NearMisses | RelatedVideos |
| --- | --- | --- | --- | --- |
| Ev101 | BirthdayParty | 237 | 6 | 5 |
| Ev102 | FlashMob | 150 | 33 | 4 |
| Ev103 | GettingaVehicleUnstuck | 141 | 24 | 5 |
| Ev104 | Parade | 230 | 4 | 4 |
| Ev105 | PersonAttemptingaBoardTrick | 194 | 16 | 9 ... | 0 |
| Event | StringsExcluded | #ofVideoswith<br>ThoseStrings |
| --- | --- | --- |
| BirthdayParty | anniversaire,birthday,complea,geburtstag | 339 |
| Parade | parada,parade | 192 |
| PersonAttemptingaBoardTrick | sk8,skateboard,skating,snowboard,surf;ollie | 295 | | | PersonHand-FeedinganAnimal | fed,feed | 180 |
| --- | --- | --- |
| WeddingCeremony | hochzeit,mariage,marriage,wedding | 213 | | 1 |
| Event | StringsExcluded | #ofVideoswith<br>ThoseStrings |
| --- | --- | --- |
| BirthdayParty | anniversaire,birthday,complea,geburtstag | 339 |
| Parade | parada,parade | 192 |
| PersonAttemptingaBoardTrick | sk8,skateboard,skating,snowboard,surf;ollie | 295 | | | Ev110 | WorkingonaWoodworkingProject | 150 | 8 | 11 |
| --- | --- | --- | --- | --- |
| | Total | 1823 | 115 | 62 | | 0 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.05 | 6.15 | 4.61 | 4.10 | 5.27 | 2.51 | 4.51 | 4.50 | 2.81 |
| 6.01 | 2.32 | 2.53 | – | 2.26 | 2.46 | 2.93 | 2.04 | 1.62 | | | 7.09 | 2.54 | 2.49 | – | 1.93 | 2.61 | 2.36 | 1.89 | 1.57 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10.84 | 6.60 | 11.79 | – | 8.91 | 11.71 | 7.93 | 9.47 | 3.50 | | 1 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.05 | 6.15 | 4.61 | 4.10 | 5.27 | 2.51 | 4.51 | 4.50 | 2.81 |
| 6.01 | 2.32 | 2.53 | – | 2.26 | 2.46 | 2.93 | 2.04 | 1.62 | | | (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 |
| 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 |
| 18.16 | 5.74 | 35.02 | 11.37 | 43.51 | 3.84 | 5.54 | 13.86 | 3.41 |
| 8.55 |... | 0 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.05 | 6.15 | 4.61 | 4.10 | 5.27 | 2.51 | 4.51 | 4.50 | 2.81 |
| 6.01 | 2.32 | 2.53 | – | 2.26 | 2.46 | 2.93 | 2.04 | 1.62 | | | 7.09 | 2.54 | 2.49 | – | 1.93 | 2.61 | 2.36 | 1.89 | 1.57 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10.84 | 6.60 | 11.79 | – | 8.91 | 11.71 | 7.93 | 9.47 | 3.50 | | 1 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.05 | 6.15 | 4.61 | 4.10 | 5.27 | 2.51 | 4.51 | 4.50 | 2.81 |
| 6.01 | 2.32 | 2.53 | – | 2.26 | 2.46 | 2.93 | 2.04 | 1.62 | | | 4.38 | 3.79 | 4.34 | 4.60 | 4.47 | 5.83 | 5.36 | 3.73 | 2.81 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.28 | 5.48 | 5.78 | 6.69 | 6.36 | 7.69 | 6.78 | 6.02 | 3.25 | | 0 |
| NumberofNodes | ConvergenceRate | OptimalGossipWeight |
| --- | --- | --- |
| 4 | 0.8 | 0.6 |
| 5 | 0.6 | 0.7 |
| 6 | 0.6 | 0.7 | | | 7 | 0.6 | 0.7 |
| --- | --- | --- |
| 8 | 0.4 | 0.8 |
| 9 | 0.4 | 0.8 |
| 10 | 0.4 | 0.8 |
| 11 | 0.4 | 0.8 |
| 12 | 0.4 | 0.8 |
| 13 | 0.3034 | 0.8 |
| 14 | 0.2412 | 0.8 |
| 15 | 0.2015 | 0.8 |
| 16 | 0.2 | 0.9 |
| 17 | 0.2 | 0.9 |
| 18 | 0.2 | 0.9 |
| 19 | 0.2 | 0.9 |
| 20 | 0.2 | 0.9 | | 1 |
| NumberofNodes | ConvergenceRate | OptimalGossipWeight |
| --- | --- | --- |
| 4 | 0.8 | 0.6 |
| 5 | 0.6 | 0.7 |
| 6 | 0.6 | 0.7 | | | R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.00001 | 0.000305 | 12 | 10.953 |
| 0.00002 | 0.000305 | 13 | 10.656 |
| 0.00003 | 0.000305 | 12 | 10.516 |
| 0.00004 | 0.000305 | 12 | 11.703 |
| 0.00005 | 0.000305 | 13 | 11.610 |
| 0.00006 | 0.000305 | 13 | 11.547 |
| 0.00007 | 0.000305 | 13 | 11.672 |
|... | 0 |
| NumberofNodes | ConvergenceRate | OptimalGossipWeight |
| --- | --- | --- |
| 4 | 0.8 | 0.6 |
| 5 | 0.6 | 0.7 |
| 6 | 0.6 | 0.7 |
| 7 | 0.6 | 0.7 |
| 8 | 0.4 | 0.8 |
| 9 | 0.4 | 0.8 | | | 10 | 0.4 | 0.8 |
| --- | --- | --- |
| 11 | 0.4 | 0.8 |
| 12 | 0.4 | 0.8 |
| 13 | 0.3034 | 0.8 |
| 14 | 0.2412 | 0.8 |
| 15 | 0.2015 | 0.8 |
| 16 | 0.2 | 0.9 |
| 17 | 0.2 | 0.9 |
| 18 | 0.2 | 0.9 |
| 19 | 0.2 | 0.9 |
| 20 | 0.2 | 0.9 | | 1 |
| NumberofNodes | ConvergenceRate | OptimalGossipWeight |
| --- | --- | --- |
| 4 | 0.8 | 0.6 |
| 5 | 0.6 | 0.7 |
| 6 | 0.6 | 0.7 |
| 7 | 0.6 | 0.7 |
| 8 | 0.4 | 0.8 |
| 9 | 0.4 | 0.8 | | | 0.0008 | 0.000319 | 32 | 30.563 |
| --- | --- | --- | --- |
| 0.0009 | 0.000322 | 32 | 30.563 |
| 0.001 | 0.000326 | 30 | 29.265 |
| 0.002 | 0.000390 | 12 | 12.140 |
| 0.003 | 0.000517 | 11 | 11.657 | | 0 |
| dataset | Liu’salgorithm(s) | Ouralgorithm(s) |
| --- | --- | --- |
| 1 | 3.845 | 0.077 |
| 2 | 521.426 | 97.46 | | | 3 | 1523.75 | 0.44 |
| --- | --- | --- |
| 4 | 19916.4 | 3.6 | | 1 |
| dataset | Liu’salgorithm(s) | Ouralgorithm(s) |
| --- | --- | --- |
| 1 | 3.845 | 0.077 |
| 2 | 521.426 | 97.46 | | | Dataset | Asia | Child | Alarm | Sachs | Insurance | Water | Win95pts | Hepar2 | Hailfinder |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dimension | 8 | 20 | 37 | 11 | 27 | 32 | 76 | 70 | 56 |
| Avgcardinality | 2 | 3 | 2.84 | 3 | 3.30 | 3.63 | 2 | 2.31 | 3.98 |
| Maxcardinality | 2 | 6 | 4 | 3 | ... | 0 |
| dataset | Liu’salgorithm(s) | Ouralgorithm(s) |
| --- | --- | --- |
| 1 | 3.845 | 0.077 | | | 2 | 521.426 | 97.46 |
| --- | --- | --- |
| 3 | 1523.75 | 0.44 |
| 4 | 19916.4 | 3.6 | | 1 |
| dataset | Liu’salgorithm(s) | Ouralgorithm(s) |
| --- | --- | --- |
| 1 | 3.845 | 0.077 | | | Avgcardinality | 2 | 3 | 2.84 | 3 | 3.30 | 3.63 | 2 | 2.31 | 3.98 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Maxcardinality | 2 | 6 | 4 | 3 | 5 | 4 | 2 | 4 | 11 |
| Avgdegree | 2 | 2.5 | 2.49 | 3.09 | 3.85 | 4.12 | 2.95 | 3.51 | 2.36 |
| Maxin-degree | 2 | 2 | 4 | 3 | 3 | 5 | 7 | 6 | 4 | | 0 |
| 4features | | | |
| --- | --- | --- | --- |
| Class | A | B | C |
| A | 0.68 | 0.27 | 0.06 | | | B | 0.22 | 0.41 | 0.37 |
| --- | --- | --- | --- |
| C | 0.05 | 0.40 | 0.55 | | 1 |
| 4features | | | |
| --- | --- | --- | --- |
| Class | A | B | C |
| A | 0.68 | 0.27 | 0.06 | | | 4features | | | |
| --- | --- | --- | --- |
| Class | A | B | C |
| A | 0.97 | 0.38 | 0.08 |
| B | 0.38 | 0.73 | 0.66 |
| C | 0.08 | 0.66 | 0.89 | | 0 |
| 4features | | | |
| --- | --- | --- | --- |
| Class | A | B | C | | | A | 0.68 | 0.27 | 0.06 |
| --- | --- | --- | --- |
| B | 0.22 | 0.41 | 0.37 |
| C | 0.05 | 0.40 | 0.55 | | 1 |
| 4features | | | |
| --- | --- | --- | --- |
| Class | A | B | C | | | A | 0.97 | 0.38 | 0.08 |
| --- | --- | --- | --- |
| B | 0.38 | 0.73 | 0.66 |
| C | 0.08 | 0.66 | 0.89 | | 0 |
| Dataset | BMM+SSC(3D) | SSC(2D)+BMM | OurMethod | | | |
| --- | --- | --- | --- | --- | --- | --- |
| e3D | eMS | e3D | eMS | e3D | eMS | |
| p2free2 | 0.1973 | 0.0 | 0.2177 | 0.0 | 0.1992 | 0.0 | | | p3ball1 | 0.1356 | 0.0 | 0.1422 | 0.0 | 0.1348 | 0.0 |
| --- | --- | --- | --- | --- | --- | --- |
| p4grab2 | 0.2018 | 0.0 | 0.2182 | 0.0 | 0.2080 | 0.0 |
| p4table12 | 0.2313 | 0.0 | 0.2418 | 0.0 | 0.2313 | 0.0 |
| p4meet12 | 0.0800 | 0.0135 | 0.0941 | 0.0 | 0.0821 | 0.0135 | | 1 |
| Dataset | BMM+SSC(3D) | SSC(2D)+BMM | OurMethod | | | |
| --- | --- | --- | --- | --- | --- | --- |
| e3D | eMS | e3D | eMS | e3D | eMS | |
| p2free2 | 0.1973 | 0.0 | 0.2177 | 0.0 | 0.1992 | 0.0 | | | Datasets | BMM | PND | Zhuetal. | Kumaretal. | Ours |
| --- | --- | --- | --- | --- | --- |
| p2free2 | 0.1973 | 0.1544 | 0.1142 | 0.1992 | 0.1171 |
| p2grab2 | 0.2018 | 0.1570 | 0.0960 | 0.2080 | 0.0822 |
| p3ball1 | 0.1356 | 0.1477 | 0.0832 | 0.1348 | 0.0810 |
| p4meet12 | 0.0802 | 0.0862 | 0.0972 | 0.0821 | 0.0815... | 0 |
| Dataset | BMM+SSC(3D) | SSC(2D)+BMM | OurMethod | | | |
| --- | --- | --- | --- | --- | --- | --- |
| e3D | eMS | e3D | eMS | e3D | eMS | |
| p2free2 | 0.1973 | 0.0 | 0.2177 | 0.0 | 0.1992 | 0.0 | | | p3ball1 | 0.1356 | 0.0 | 0.1422 | 0.0 | 0.1348 | 0.0 |
| --- | --- | --- | --- | --- | --- | --- |
| p4grab2 | 0.2018 | 0.0 | 0.2182 | 0.0 | 0.2080 | 0.0 |
| p4table12 | 0.2313 | 0.0 | 0.2418 | 0.0 | 0.2313 | 0.0 |
| p4meet12 | 0.0800 | 0.0135 | 0.0941 | 0.0 | 0.0821 | 0.0135 | | 1 |
| Dataset | BMM+SSC(3D) | SSC(2D)+BMM | OurMethod | | | |
| --- | --- | --- | --- | --- | --- | --- |
| e3D | eMS | e3D | eMS | e3D | eMS | |
| p2free2 | 0.1973 | 0.0 | 0.2177 | 0.0 | 0.1992 | 0.0 | | | p2grab2 | 0.2018 | 0.1570 | 0.0960 | 0.2080 | 0.0822 |
| --- | --- | --- | --- | --- | --- |
| p3ball1 | 0.1356 | 0.1477 | 0.0832 | 0.1348 | 0.0810 |
| p4meet12 | 0.0802 | 0.0862 | 0.0972 | 0.0821 | 0.0815 |
| p4table12 | 0.2313 | 0.1588 | 0.1322 | 0.2313 | 0.0994 | | 0 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | | | BG11362 | 4 | 0 | 2 | 4 | 0 | 0 | - | 104 | 81 | 13 | 23 | 0.862 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| BG14213 | 61 | 45 | 2 | 16 | 0.957 | 0.738 | 0.833 | 106 | 106 | 3 | 0 | 0.972 |
| BG2408 | 20 | 18 | 5 | 2 | 0.783 | 0.9 | 0.837 | 101 | 100 | 7 | 1 | 0.935 |
| BG34901... | 1 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 143 | 57 | 28 | 0.715 | 0.836 | 0.771 | 280 | 230 | 9 | 50 | 0.962 |
| 222CNN | 101 | 80 | 24 | 21 | 0.7... | 0 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| BG11362 | 4 | 0 | 2 | 4 | 0 | 0 | - | 104 | 81 | 13 | 23 | 0.862 |
| BG14213 | 61 | 45 | 2 | 16 | 0.957 | 0.738 | 0.833... | | BG9401 | 3 | 3 | 1 | 0 | 0.75 | 1 | 0.857 | 89 | 89 | 0 | 0 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Total | 227 | 162 | 46 | 65 | 0.779 | 0.714 | 0.745 | 2236 | 2160 | 68 | 76 | 0.969 | | 1 |
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| BG11362 | 4 | 0 | 2 | 4 | 0 | 0 | - | 104 | 81 | 13 | 23 | 0.862 |
| BG14213 | 61 | 45 | 2 | 16 | 0.957 | 0.738 | 0.833... | | 224ABC | 131 | 116 | 14 | 15 | 0.892 | 0.885 | 0.889 | 296 | 282 | 8 | 14 | 0.972 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 412ABC | 137 | 122 | 11 | 15 | 0.917 | 0.891 | 0.904 | 345 | 323 | 11 | 22 | 0.967 |
| 425ABC | 180 | 170 | 28 | 10 | 0.859 | 0.944 | 0.899 | 295 | 265 ... | 0 |
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