premise
string | hypothesis
string | label
int64 |
|---|---|---|
| | Grasper | Bipolar | Hook | Scissors | Clipper | Irrigator | Spec.bag | mAP |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESP | 97.9 | 99.3 | 98.6 | 63.9 | 97.5 | 94.2 | 69.5 | 88.7 |
| FCNESPMsk | 96.6 | 99.6 | 99.0 | 52.6 | 98.8 | 93.3 | 72.1 | 87.4 |
| FCNESPMM | 97.1 | 99.7 | 98.9 | 64.8 | 98.3 | 88.7 | 72.1 | 88.5 |
| FCNESPMMMsk | 96.9 | 99.5 | 97.9 | 58.1 | 97.9 | 91.8 | 78.4 | 88.7 |
| FCNMSP | 97.4 | 99.6 | 98.0 | 57.4 | 98.2 | 94.3 | 70.7 | 88.0 |
|
| FCNMSPMsk | 96.5 | 99.5 | 98.7 | 66.4 | 98.4 | 94.3 | 67.5 | 88.8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNMSPMM | 97.9 | 99.7 | 98.7 | 46.3 | 97.7 | 94.4 | 73.5 | 86.9 |
| FCNMSPMMMsk | 97.6 | 99.5 | 98.9 | 57.9 | 97.2 | 92.9 | 72.7 | 88.1 |
| 1
|
| | Grasper | Bipolar | Hook | Scissors | Clipper | Irrigator | Spec.bag | mAP |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESP | 97.9 | 99.3 | 98.6 | 63.9 | 97.5 | 94.2 | 69.5 | 88.7 |
| FCNESPMsk | 96.6 | 99.6 | 99.0 | 52.6 | 98.8 | 93.3 | 72.1 | 87.4 |
| FCNESPMM | 97.1 | 99.7 | 98.9 | 64.8 | 98.3 | 88.7 | 72.1 | 88.5 |
| FCNESPMMMsk | 96.9 | 99.5 | 97.9 | 58.1 | 97.9 | 91.8 | 78.4 | 88.7 |
| FCNMSP | 97.4 | 99.6 | 98.0 | 57.4 | 98.2 | 94.3 | 70.7 | 88.0 |
|
| | Grasper | Bipolar | Hook | Scissors | Clipper | Irrigator | Spec.bag | mAP |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESP | 96.5 | 94.9 | 99.5 | 51.4 | 81.4 | 93.2 | 93.7 | 87.2 |
| FCNESPMsk | 96.7 | 95.5 | 99.6 | 50.0 | 82.3 | 94.3 | 93.5 | 87.4 |
| FCNESPMM | 96.6 | 95.0 | 99.6 | 50.2 | 82.8 | 94.0 | 93.5 | 87.4 |
| FCNESPMMMsk | 96.7 | 94.8 | 99.5 | 44.2 | 81.9 | 92.9 | 93.2 | 86.1 |
| FCNMSP | 96.6 | 93.9 | 99.5 | 49.6 | 81.6 | 92.1 | 92.4 | 86.5 |
| FCNMSPMsk | 96.7 | 94.1 | 99.5 | 49.4 | 83.2 | 92.7 | 93.4 | 87.0 |
| FCNMSPMM | 96.7 | 93.8 | 99.5 | 50.4 | 81.8 | 91.5 | 92.7 | 86.6 |
| FCNMSPMMMsk | 96.8 | 94.2 | 99.6 | 49.8 | 83.0 | 93.3 | 94.0 | 87.2 |
| 0
|
| | Grasper | Bipolar | Hook | Scissors | Clipper | Irrigator | Spec.bag | mAP |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESP | 97.9 | 99.3 | 98.6 | 63.9 | 97.5 | 94.2 | 69.5 | 88.7 |
| FCNESPMsk | 96.6 | 99.6 | 99.0 | 52.6 | 98.8 | 93.3 | 72.1 | 87.4 |
| FCNESPMM | 97.1 | 99.7 | 98.9 | 64.8 | 98.3 | 88.7 | 72.1 | 88.5 |
| FCNESPMMMsk | 96.9 | 99.5 | 97.9 | 58.1 | 97.9 | 91.8 | 78.4 | 88.7 |
| FCNMSP | 97.4 | 99.6 | 98.0 | 57.4 | 98.2 | 94.3 | 70.7 | 88.0 |
|
| FCNMSPMsk | 96.5 | 99.5 | 98.7 | 66.4 | 98.4 | 94.3 | 67.5 | 88.8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNMSPMM | 97.9 | 99.7 | 98.7 | 46.3 | 97.7 | 94.4 | 73.5 | 86.9 |
| FCNMSPMMMsk | 97.6 | 99.5 | 98.9 | 57.9 | 97.2 | 92.9 | 72.7 | 88.1 |
| 1
|
| | Grasper | Bipolar | Hook | Scissors | Clipper | Irrigator | Spec.bag | mAP |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESP | 97.9 | 99.3 | 98.6 | 63.9 | 97.5 | 94.2 | 69.5 | 88.7 |
| FCNESPMsk | 96.6 | 99.6 | 99.0 | 52.6 | 98.8 | 93.3 | 72.1 | 87.4 |
| FCNESPMM | 97.1 | 99.7 | 98.9 | 64.8 | 98.3 | 88.7 | 72.1 | 88.5 |
| FCNESPMMMsk | 96.9 | 99.5 | 97.9 | 58.1 | 97.9 | 91.8 | 78.4 | 88.7 |
| FCNMSP | 97.4 | 99.6 | 98.0 | 57.4 | 98.2 | 94.3 | 70.7 | 88.0 |
|
| FCNESPMsk | 96.7 | 95.5 | 99.6 | 50.0 | 82.3 | 94.3 | 93.5 | 87.4 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FCNESPMM | 96.6 | 95.0 | 99.6 | 50.2 | 82.8 | 94.0 | 93.5 | 87.4 |
| FCNESPMMMsk | 96.7 | 94.8 | 99.5 | 44.2 | 81.9 | 92.9 | 93.2 | 86.1 |
| FCNMSP | 96.6 | 93.9 | 99.5 | 49.6 | 81.6 | 92.1 | 92.4 | 86.5 |
| FCNMSPMsk | 96.7 | 94.1 | 99.5 | 49.4 | 83.2 | 92.7 | 93.4 | 87.0 |
| FCNMSPMM | 96.7 | 93.8 | 99.5 | 50.4 | 81.8 | 91.5 | 92.7 | 86.6 |
| FCNMSPMMMsk | 96.8 | 94.2 | 99.6 | 49.8 | 83.0 | 93.3 | 94.0 | 87.2 |
| 0
|
| Extraction<br>Methods | Seqsize=10,000 | | |
| --- | --- | --- | --- |
| α=0.10 | α=0.05 | α=0.01 | |
| | 35.64 | 23.93 | 9.04 |
| | 58.51 | 54.26 | 45.74 |
| | 47.87 | 27.66 | 0.00 |
| | 51.60 | 36.70 | 13.83 |
| | 65.43 | 61.17 | 48.40 |
| | 64.89 | 64.89 | 47.87 |
| | 71.28 | 70.21 | 59.57 |
| MRE-IPI | 85.11 | 85.11 | 76.60 |
| Extraction<br>Methods | Seqsize=1,000,000 | | |
| α=0.10 | α=0.05 | α=0.01 | |
|
| | 10.64 | 7.45 | 1.06 |
| --- | --- | --- | --- |
| | 3.19 | 2.13 | 0.00 |
| | 10.11 | 10.11 | 10.11 |
| | 8.51 | 8.51 | 8.51 |
| | 0.00 | 0.00 | 0.00 |
| | 0.00 | 0.00 | 0.00 |
| | 0.53 | 0.53 | 0.53 |
| MRE-IPI | 90.96 | 82.98 | 54.79 |
| 1
|
| Extraction<br>Methods | Seqsize=10,000 | | |
| --- | --- | --- | --- |
| α=0.10 | α=0.05 | α=0.01 | |
| | 35.64 | 23.93 | 9.04 |
| | 58.51 | 54.26 | 45.74 |
| | 47.87 | 27.66 | 0.00 |
| | 51.60 | 36.70 | 13.83 |
| | 65.43 | 61.17 | 48.40 |
| | 64.89 | 64.89 | 47.87 |
| | 71.28 | 70.21 | 59.57 |
| MRE-IPI | 85.11 | 85.11 | 76.60 |
| Extraction<br>Methods | Seqsize=1,000,000 | | |
| α=0.10 | α=0.05 | α=0.01 | |
|
| Code | Extractions | SD,L=1 | HD,L=3 | SD,L=3 | SD,L=3,m=3 |
| --- | --- | --- | --- | --- | --- |
| (3,1,[6]) | 10.000.000 | 3.98e-02 | 6.59e-01 | 2.24e-02 | 5.70e-05 |
| (3,1,[7]) | 10.000.000 | 1.73e-02 | 5.93e-01 | 9.43e-03 | 6.00e-06 |
| (3,1,[8]) | 10.000.000 | 9.72e-03 | 5.09e-01 | 5.14e-03 | 1.00e-06 |
| (3,1,[9]) | 10.000.000 | 5.07e-03 | 4.28e-01 | 2.65e-03 | <1e-07 |
| (3,1,[10]) | 10.000.000 | 2.30e-03 | 3.39e-01 | 1.17e-03 | <1e-07 |
| 0
|
| Extraction<br>Methods | Seqsize=10,000 | | |
| --- | --- | --- | --- |
| α=0.10 | α=0.05 | α=0.01 | |
| | 35.64 | 23.93 | 9.04 |
| | 58.51 | 54.26 | 45.74 |
| | 47.87 | 27.66 | 0.00 |
| | 51.60 | 36.70 | 13.83 |
| | 65.43 | 61.17 | 48.40 |
| | 64.89 | 64.89 | 47.87 |
| | 71.28 | 70.21 | 59.57 |
| MRE-IPI | 85.11 | 85.11 | 76.60 |
| Extraction<br>Methods | Seqsize=1,000,000 | | |
| α=0.10 | α=0.05 | α=0.01 | |
| | 10.64 | 7.45 | 1.06 |
| | 3.19 | 2.13 | 0.00 |
| | 10.11 | 10.11 | 10.11 |
| | 8.51 | 8.51 | 8.51 |
| | 0.00 | 0.00 | 0.00 |
|
| | 0.00 | 0.00 | 0.00 |
| --- | --- | --- | --- |
| | 0.53 | 0.53 | 0.53 |
| MRE-IPI | 90.96 | 82.98 | 54.79 |
| 1
|
| Extraction<br>Methods | Seqsize=10,000 | | |
| --- | --- | --- | --- |
| α=0.10 | α=0.05 | α=0.01 | |
| | 35.64 | 23.93 | 9.04 |
| | 58.51 | 54.26 | 45.74 |
| | 47.87 | 27.66 | 0.00 |
| | 51.60 | 36.70 | 13.83 |
| | 65.43 | 61.17 | 48.40 |
| | 64.89 | 64.89 | 47.87 |
| | 71.28 | 70.21 | 59.57 |
| MRE-IPI | 85.11 | 85.11 | 76.60 |
| Extraction<br>Methods | Seqsize=1,000,000 | | |
| α=0.10 | α=0.05 | α=0.01 | |
| | 10.64 | 7.45 | 1.06 |
| | 3.19 | 2.13 | 0.00 |
| | 10.11 | 10.11 | 10.11 |
| | 8.51 | 8.51 | 8.51 |
| | 0.00 | 0.00 | 0.00 |
|
| (3,1,[7]) | 10.000.000 | 1.73e-02 | 5.93e-01 | 9.43e-03 | 6.00e-06 |
| --- | --- | --- | --- | --- | --- |
| (3,1,[8]) | 10.000.000 | 9.72e-03 | 5.09e-01 | 5.14e-03 | 1.00e-06 |
| (3,1,[9]) | 10.000.000 | 5.07e-03 | 4.28e-01 | 2.65e-03 | <1e-07 |
| (3,1,[10]) | 10.000.000 | 2.30e-03 | 3.39e-01 | 1.17e-03 | <1e-07 |
| 0
|
| Constructiontime | Indexsize | Querytime | Reference |
| --- | --- | --- | --- |
| O(k\|E\|log\|V\|) | O(k\|V\|) | O(1) | thispaper |
|
| 2<br>O(\|V\|+kk\|V\|) | O(k\|V\|) | O(1) | |
| --- | --- | --- | --- |
| O(k\|E\|)orO(\|V\|\|E\|) | O(k\|V\|) | 2<br>O(logk) | |
| O(k(\|V\|+\|E\|)) | O(k\|V\|) | O(k)orO(\|V\|+\|E\|) | |
| 1
|
| Constructiontime | Indexsize | Querytime | Reference |
| --- | --- | --- | --- |
| O(k\|E\|log\|V\|) | O(k\|V\|) | O(1) | thispaper |
|
| Step | Complexity |
| --- | --- |
| 1 | O(Nl)orO(Km) |
| 2 | O(Nl)orO(Kml) |
| 3 | O(Kt) |
| 4 | O(N)orO(Km/l) |
| 0
|
| Constructiontime | Indexsize | Querytime | Reference |
| --- | --- | --- | --- |
| O(k\|E\|log\|V\|) | O(k\|V\|) | O(1) | thispaper |
| 2<br>O(\|V\|+kk\|V\|) | O(k\|V\|) | O(1) | |
|
| O(k\|E\|)orO(\|V\|\|E\|) | O(k\|V\|) | 2<br>O(logk) | |
| --- | --- | --- | --- |
| O(k(\|V\|+\|E\|)) | O(k\|V\|) | O(k)orO(\|V\|+\|E\|) | |
| 1
|
| Constructiontime | Indexsize | Querytime | Reference |
| --- | --- | --- | --- |
| O(k\|E\|log\|V\|) | O(k\|V\|) | O(1) | thispaper |
| 2<br>O(\|V\|+kk\|V\|) | O(k\|V\|) | O(1) | |
|
| 3 | O(Kt) |
| --- | --- |
| 4 | O(N)orO(Km/l) |
| 0
|
| Synchronous | Asynchronous | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Machine | DSSize | STEP1 | STEP2 | Time | STEP1 | STEP2 | Time |
| M1 | 10000 | 21270 | 35978 | 57248 | 21270 | 905 | 22175 |
| M2 | 10000 | 21590 | 34869 | 56459 | 21590 | 11513 | 33103 |
| M3 | 10000 | 53005 | 3008 | 56013 | 53005 | 3292 | 56297 |
|
| M4 | 10000 | 32424 | 24691 | 57115 | 32424 | 6996 | 39420 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| M5 | 10000 | 17364 | 38493 | 55857 | 17364 | 4612 | 21976 |
| M6 | 10000 | 15841 | 41237 | 57078 | 15841 | 2066 | 17907 |
| M7 | 10000 | 38732 | 18483 | 57215 | 38727 | 18459 | 57186 |
| M8 | 1250 | 185 | 56915 | 57100 | 184 | 16077 | 16261 |
| TotalExec-Time | 57248 | TotalExec-Time | 57186 | | | | |
| 1
|
| Synchronous | Asynchronous | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Machine | DSSize | STEP1 | STEP2 | Time | STEP1 | STEP2 | Time |
| M1 | 10000 | 21270 | 35978 | 57248 | 21270 | 905 | 22175 |
| M2 | 10000 | 21590 | 34869 | 56459 | 21590 | 11513 | 33103 |
| M3 | 10000 | 53005 | 3008 | 56013 | 53005 | 3292 | 56297 |
|
| Synchronous | Asynchronous | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Machine | DSSize | STEP01 | STEP2 | Time | STEP1 | STEP2 | Time |
| M1 | 10000 | 21270 | 1104 | 22374 | 21270 | 554 | 21824 |
| M2 | 2500 | 1060 | 20862 | 21922 | 1060 | 2515 | 3575 |
| M3 | 3275 | 5093 | 16930 | 22023 | 5093 | 2017 | 7110 |
| M4 | 5000 | 4592 | 17644 | 22236 | 4591 | 2620 | 7211 |
| M5 | 1666 | 227 | 21642 | 21869 | 227 | 391 | 618 |
| M6 | 2000 | 292 | 21736 | 22028 | 292 | 416 | 708 |
| M7 | 5000 | 7520 | 14665 | 22185 | 7515 | 13949 | 21464 |
| M8 | 1500 | 200 | 21842 | 22042 | 195 | 4605 | 4800 |
| TotalExec-Time | 22374 | TotalExec-Time | 21824 | | | | |
| 0
|
| Synchronous | Asynchronous | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Machine | DSSize | STEP1 | STEP2 | Time | STEP1 | STEP2 | Time |
|
| M1 | 10000 | 21270 | 35978 | 57248 | 21270 | 905 | 22175 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| M2 | 10000 | 21590 | 34869 | 56459 | 21590 | 11513 | 33103 |
| M3 | 10000 | 53005 | 3008 | 56013 | 53005 | 3292 | 56297 |
| M4 | 10000 | 32424 | 24691 | 57115 | 32424 | 6996 | 39420 |
| M5 | 10000 | 17364 | 38493 | 55857 | 17364 | 4612 | 21976 |
| M6 | 10000 | 15841 | 41237 | 57078 | 15841 | 2066 | 17907 |
| M7 | 10000 | 38732 | 18483 | 57215 | 38727 | 18459 | 57186 |
| M8 | 1250 | 185 | 56915 | 57100 | 184 | 16077 | 16261 |
| TotalExec-Time | 57248 | TotalExec-Time | 57186 | | | | |
| 1
|
| Synchronous | Asynchronous | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Machine | DSSize | STEP1 | STEP2 | Time | STEP1 | STEP2 | Time |
|
| M4 | 5000 | 4592 | 17644 | 22236 | 4591 | 2620 | 7211 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| M5 | 1666 | 227 | 21642 | 21869 | 227 | 391 | 618 |
| M6 | 2000 | 292 | 21736 | 22028 | 292 | 416 | 708 |
| M7 | 5000 | 7520 | 14665 | 22185 | 7515 | 13949 | 21464 |
| M8 | 1500 | 200 | 21842 | 22042 | 195 | 4605 | 4800 |
| TotalExec-Time | 22374 | TotalExec-Time | 21824 | | | | |
| 0
|
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
|
| \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables |
| 1
|
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
|
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables |
| 0
|
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
|
| \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables |
| 1
|
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
|
| \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables |
| 0
|
| Dataset | Paviacenter | SalinasA | Samson | Jasperridge |
| --- | --- | --- | --- | --- |
| Classes | 9 | 6 | 3 | 4 |
|
| Ncut | 76.85 | 78.59 | 84.52 | 83.75 |
| --- | --- | --- | --- | --- |
| LRR+Ncut | 79.21 | 81.23 | 87.76 | 85.02 |
| GNcut | 83.56 | 85.97 | 90.89 | 88.46 |
| SC+Ncut | 85.01 | 86.33 | 93.61 | 90.05 |
| Proposed | 88.67 | 88.99 | 97.01 | 94.71 |
| 1
|
| Dataset | Paviacenter | SalinasA | Samson | Jasperridge |
| --- | --- | --- | --- | --- |
| Classes | 9 | 6 | 3 | 4 |
|
| 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 | - | 190.1 | - | 317.3 | 166.7 |
| 0
|
| Dataset | Paviacenter | SalinasA | Samson | Jasperridge |
| --- | --- | --- | --- | --- |
| Classes | 9 | 6 | 3 | 4 |
| Ncut | 76.85 | 78.59 | 84.52 | 83.75 |
|
| LRR+Ncut | 79.21 | 81.23 | 87.76 | 85.02 |
| --- | --- | --- | --- | --- |
| GNcut | 83.56 | 85.97 | 90.89 | 88.46 |
| SC+Ncut | 85.01 | 86.33 | 93.61 | 90.05 |
| Proposed | 88.67 | 88.99 | 97.01 | 94.71 |
| 1
|
| Dataset | Paviacenter | SalinasA | Samson | Jasperridge |
| --- | --- | --- | --- | --- |
| Classes | 9 | 6 | 3 | 4 |
| Ncut | 76.85 | 78.59 | 84.52 | 83.75 |
|
| 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
|
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) |
| | conv(8,16) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) |
| | | conv(16,24) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) |
| | | | conv(24,32) | conv(24,32)<br>maxpool(2) | conv(24,32)<br>maxpool(2) |
| | | | | conv(32,40) | conv(32,40)<br>maxpool(2) |
| | | | | | conv(40,48) |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
|
| fully-connected(4) |
| --- |
| Normalize |
| 1
|
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) |
| | conv(8,16) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) |
| | | conv(16,24) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) |
| | | | conv(24,32) | conv(24,32)<br>maxpool(2) | conv(24,32)<br>maxpool(2) |
| | | | | conv(32,40) | conv(32,40)<br>maxpool(2) |
| | | | | | conv(40,48) |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
|
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) |
| | conv(8,16) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) |
| | | conv(16,24) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) |
| | | | conv(24,32) | conv(24,32)<br>maxpool(2) | conv(24,32)<br>maxpool(2) |
| | | | | conv(32,40) | conv(32,40)<br>maxpool(2) |
| | | | | | conv(40,48) |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(10) | | | | | |
| SoftMax | | | | | |
| 0
|
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) |
| | conv(8,16) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) |
| | | conv(16,24) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) |
|
| | | | conv(24,32) | conv(24,32)<br>maxpool(2) | conv(24,32)<br>maxpool(2) |
| --- | --- | --- | --- | --- | --- |
| | | | | conv(32,40) | conv(32,40)<br>maxpool(2) |
| | | | | | conv(40,48) |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(4) | | | | | |
| Normalize | | | | | |
| 1
|
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) | conv(1,8)<br>maxpool(2) |
| | conv(8,16) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) | conv(8,16)<br>maxpool(2) |
| | | conv(16,24) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) | conv(16,24)<br>maxpool(2) |
|
| | | | | | conv(40,48) |
| --- | --- | --- | --- | --- | --- |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(10) | | | | | |
| SoftMax | | | | | |
| 0
|
| | CommNet | MonkeyContact | PowerLaw | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Patterns | MK-tr | IK-tr | MK-tree | IK-tree | MK-tr | IK-tree |
| Instant | 89,07 | 1,79 | 0,28 | 0,15 | 19,86 | 1,43 |
|
| Weak | 90,96 | 2,07 | 0,26 | 0,15 | 18,36 | 1,46 |
| --- | --- | --- | --- | --- | --- | --- |
| Strong | 93,75 | 2,05 | 0,26 | 0,16 | 19,98 | 1,50 |
| 1
|
| | CommNet | MonkeyContact | PowerLaw | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Patterns | MK-tr | IK-tr | MK-tree | IK-tree | MK-tr | IK-tree |
| Instant | 89,07 | 1,79 | 0,28 | 0,15 | 19,86 | 1,43 |
|
| | CommNet | MonkeyContact | PowerLaw | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Patterns | MK-tr | IK-tr | MK-tree | IK-tree | MK-tr | IK-tree |
| Instant | 86,78 | 1,7 | 0,27 | 0,14 | 17,60 | 1,28 |
| Weak | 87,19 | 1,84 | 0,27 | 0,14 | 20,72 | 1,56 |
| Strong | 88,02 | 1,82 | 0,26 | 0,16 | 19,73 | 1,44 |
| 0
|
| | CommNet | MonkeyContact | PowerLaw | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Patterns | MK-tr | IK-tr | MK-tree | IK-tree | MK-tr | IK-tree |
|
| Instant | 89,07 | 1,79 | 0,28 | 0,15 | 19,86 | 1,43 |
| --- | --- | --- | --- | --- | --- | --- |
| Weak | 90,96 | 2,07 | 0,26 | 0,15 | 18,36 | 1,46 |
| Strong | 93,75 | 2,05 | 0,26 | 0,16 | 19,98 | 1,50 |
| 1
|
| | CommNet | MonkeyContact | PowerLaw | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Patterns | MK-tr | IK-tr | MK-tree | IK-tree | MK-tr | IK-tree |
|
| Instant | 86,78 | 1,7 | 0,27 | 0,14 | 17,60 | 1,28 |
| --- | --- | --- | --- | --- | --- | --- |
| Weak | 87,19 | 1,84 | 0,27 | 0,14 | 20,72 | 1,56 |
| Strong | 88,02 | 1,82 | 0,26 | 0,16 | 19,73 | 1,44 |
| 0
|
| | Y=1 | 2 | 3 | 4 | 5 |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.62 | - | - | - | - |
| 2 | 0.51 | 0.17 | - | - | - |
| 3 | 0.48 | 0.09 | 0.08 | - | - |
|
| 4 | 0.45 | 0.04 | 0.05 | 0.04 | - |
| --- | --- | --- | --- | --- | --- |
| 5 | 0.40 | 0.03 | 0.03 | 0.04 | 0.02 |
| 1
|
| | Y=1 | 2 | 3 | 4 | 5 |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.62 | - | - | - | - |
| 2 | 0.51 | 0.17 | - | - | - |
| 3 | 0.48 | 0.09 | 0.08 | - | - |
|
| 1 | 5 |
| --- | --- |
| 4.19 | 3.85 |
| 7.18 | 5.69 |
| 2.91 | 2.72 |
| 2.41 | 2.23 |
| 0.67 | 0.38 |
| 0
|
| | Y=1 | 2 | 3 | 4 | 5 |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.62 | - | - | - | - |
| 2 | 0.51 | 0.17 | - | - | - |
|
| 3 | 0.48 | 0.09 | 0.08 | - | - |
| --- | --- | --- | --- | --- | --- |
| 4 | 0.45 | 0.04 | 0.05 | 0.04 | - |
| 5 | 0.40 | 0.03 | 0.03 | 0.04 | 0.02 |
| 1
|
| | Y=1 | 2 | 3 | 4 | 5 |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.62 | - | - | - | - |
| 2 | 0.51 | 0.17 | - | - | - |
|
| 2.91 | 2.72 |
| --- | --- |
| 2.41 | 2.23 |
| 0.67 | 0.38 |
| 0
|
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 1.3182 | 88.4530 | 0.7315 |
| M | 0±5 | 90±5 | 0±5 |
|
| Algorithm | RelativeTranslation(mm) | | |
| --- | --- | --- | --- |
| Tx | Ty | Tz | |
| III | 291.3321 | -17.2837 | -292.1382 |
| M | 290±20 | 0±20 | 280±20 |
| 1
|
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 1.3182 | 88.4530 | 0.7315 |
| M | 0±5 | 90±5 | 0±5 |
|
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| III | 295.4183 | -232.4576 | 34.5004 |
| F | 294.0235 | -229.8369 | 28.9739 |
| 0
|
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 1.3182 | 88.4530 | 0.7315 |
| M | 0±5 | 90±5 | 0±5 |
| Algorithm | RelativeTranslation(mm) | | |
|
| Tx | Ty | Tz | |
| --- | --- | --- | --- |
| III | 291.3321 | -17.2837 | -292.1382 |
| M | 290±20 | 0±20 | 280±20 |
| 1
|
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 1.3182 | 88.4530 | 0.7315 |
| M | 0±5 | 90±5 | 0±5 |
| Algorithm | RelativeTranslation(mm) | | |
|
| III | 295.4183 | -232.4576 | 34.5004 |
| --- | --- | --- | --- |
| F | 294.0235 | -229.8369 | 28.9739 |
| 0
|
| | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
| UniGram | 0.228 | 0.221 | 0.182 | 0.207 | 0.173 | 0.189 | 0.1993 | 0.213 | 0.687 | 0.732 |
| Bi-gram | 0.244 | 0.285 | 0.183 | 0.310 | 0.175 | 0.292 | 0.205 | 0.383 | 0.314 | 0.420 |
| Tri-gram | 0.230 | 0.188 | 0.172 | 0.246 | 0.164 | 0.221 | 0.197 | 0.269 | 0.178 | 0.249 |
|
| Skip-gram-2 | 0.269 | 0.433 | 0.206 | 0.437 | 0.197 | 0.411 | 0.228 | 0.537 | 0.445 | 0.620 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Skip-gram-3 | 0.268 | 0.374 | 0.200 | 0.439 | 0.192 | 0.411 | 0.223 | 0.425 | 0.496 | 0.293 |
| BOW-2 | 0.270 | 0.434 | 0.210 | 0.414 | 0.200 | 0.394 | 0.231 | 0.520 | 0.472 | 0.659 |
| BOW-3 | 0.286 | 0.457 | 0.219 | 0.593 | 0.209 | 0.563 | 0.247 | 0.590 | 0.490 | 0.643 |
| 1
|
| | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
| UniGram | 0.228 | 0.221 | 0.182 | 0.207 | 0.173 | 0.189 | 0.1993 | 0.213 | 0.687 | 0.732 |
| Bi-gram | 0.244 | 0.285 | 0.183 | 0.310 | 0.175 | 0.292 | 0.205 | 0.383 | 0.314 | 0.420 |
| Tri-gram | 0.230 | 0.188 | 0.172 | 0.246 | 0.164 | 0.221 | 0.197 | 0.269 | 0.178 | 0.249 |
|
| | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
| UniGram | 0.302 | 0.751 | 0.215 | 0.425 | 0.205 | 0.376 | 0.264 | 0.808 | 0.811 | 0.863 |
| Bi-gram | 0.314 | 0.714 | 0.241 | 0.464 | 0.231 | 0.425 | 0.291 | 0.723 | 0.533 | 0.827 |
| Tri-gram | 0.284 | 0.648 | 0.214 | 0.381 | 0.205 | 0.346 | 0.252 | 0.691 | 0.512 | 0.723 |
| Skip-gram-2 | 0.308 | 0.645 | 0.241 | 0.650 | 0.231 | 0.542 | 0.286 | 0.744 | 0.705 | 0.854 |
| Skip-gram-3 | 0.308 | 0.632 | 0.224 | 0.580 | 0.214 | 0.541 | 0.258 | 0.707 | 0.551 | 0.873 |
| BOW-2 | 0.310 | 0.669 | 0.260 | 0.621 | 0.244 | 0.525 | 0.299 | 0.759 | 0.702 | 0.851 |
| BOW-3 | 0.327 | 0.515 | 0.274 | 0.720 | 0.261 | 0.683 | 0.284 | 0.814 | 0.699 | 0.850 |
| 0
|
| | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
|
| UniGram | 0.228 | 0.221 | 0.182 | 0.207 | 0.173 | 0.189 | 0.1993 | 0.213 | 0.687 | 0.732 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bi-gram | 0.244 | 0.285 | 0.183 | 0.310 | 0.175 | 0.292 | 0.205 | 0.383 | 0.314 | 0.420 |
| Tri-gram | 0.230 | 0.188 | 0.172 | 0.246 | 0.164 | 0.221 | 0.197 | 0.269 | 0.178 | 0.249 |
| Skip-gram-2 | 0.269 | 0.433 | 0.206 | 0.437 | 0.197 | 0.411 | 0.228 | 0.537 | 0.445 | 0.620 |
| Skip-gram-3 | 0.268 | 0.374 | 0.200 | 0.439 | 0.192 | 0.411 | 0.223 | 0.425 | 0.496 | 0.293 |
| BOW-2 | 0.270 | 0.434 | 0.210 | 0.414 | 0.200 | 0.394 | 0.231 | 0.520 | 0.472 | 0.659 |
| BOW-3 | 0.286 | 0.457 | 0.219 | 0.593 | 0.209 | 0.563 | 0.247 | 0.590 | 0.490 | 0.643 |
| 1
|
| | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
|
| Bi-gram | 0.314 | 0.714 | 0.241 | 0.464 | 0.231 | 0.425 | 0.291 | 0.723 | 0.533 | 0.827 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Tri-gram | 0.284 | 0.648 | 0.214 | 0.381 | 0.205 | 0.346 | 0.252 | 0.691 | 0.512 | 0.723 |
| Skip-gram-2 | 0.308 | 0.645 | 0.241 | 0.650 | 0.231 | 0.542 | 0.286 | 0.744 | 0.705 | 0.854 |
| Skip-gram-3 | 0.308 | 0.632 | 0.224 | 0.580 | 0.214 | 0.541 | 0.258 | 0.707 | 0.551 | 0.873 |
| BOW-2 | 0.310 | 0.669 | 0.260 | 0.621 | 0.244 | 0.525 | 0.299 | 0.759 | 0.702 | 0.851 |
| BOW-3 | 0.327 | 0.515 | 0.274 | 0.720 | 0.261 | 0.683 | 0.284 | 0.814 | 0.699 | 0.850 |
| 0
|
| Parameter | Value |
| --- | --- |
| MapSize | 20x20or30x30 |
|
| Lattice | Hexagonal |
| --- | --- |
| Numberofiterations | 200 |
| Trainingneighborhoodradius | 8to2 |
| Neighborhoodfunction | Gaussian |
| 1
|
| Parameter | Value |
| --- | --- |
| MapSize | 20x20or30x30 |
|
| ParameterName | ParameterDescritption | ParameterValue |
| --- | --- | --- |
| α | LearningRate | 0.001 |
| β | RegularizationControl | 0.02 |
| NEP | NumberofEpochs | 5000 |
| U | NumberofSamples | 604 |
| V | NumberofSNPs | 1980 |
| F | NumberofFeatures | 400 |
| eta1 | etaforTrait1 | 0.2 |
| eta2 | etaforTrait2 | 0.2 |
| K1 | KforTrait1 | 3 |
| K2 | KforTrait2 | 4 |
| [a,b] | BoundaryvaluesforPandQ | [0,1] |
| 0
|
| Parameter | Value |
| --- | --- |
| MapSize | 20x20or30x30 |
|
| Lattice | Hexagonal |
| --- | --- |
| Numberofiterations | 200 |
| Trainingneighborhoodradius | 8to2 |
| Neighborhoodfunction | Gaussian |
| 1
|
| Parameter | Value |
| --- | --- |
| MapSize | 20x20or30x30 |
|
| eta1 | etaforTrait1 | 0.2 |
| --- | --- | --- |
| eta2 | etaforTrait2 | 0.2 |
| K1 | KforTrait1 | 3 |
| K2 | KforTrait2 | 4 |
| [a,b] | BoundaryvaluesforPandQ | [0,1] |
| 0
|
| language | finalstates | language | finalstates |
| --- | --- | --- | --- |
| L | 3,7,8 | pcpc(L) | 1,5,6,7 |
|
| c(L) | 1,2,4,5,6 | cpcp(L) | 2,3,6,7 |
| --- | --- | --- | --- |
| p(L) | 1,2,3,5,6,7,8 | cpcpc(L) | 2,3,4,8 |
| pc(L) | 1,2,3,4,5,6,8 | pcpcp(L) | 1,2,3,5,6,7 |
| cp(L) | 4 | pcpcpc(L) | 1,2,3,4,5,8 |
| cpc(L) | 7 | cpcpcp(L) | 4,8 |
| pcp(L) | 1,4,5,8 | cpcpcpc(L) | 6,7 |
| 1
|
| language | finalstates | language | finalstates |
| --- | --- | --- | --- |
| L | 3,7,8 | pcpc(L) | 1,5,6,7 |
|
| Combination | Pfd | Psd | Pas | Snns | Snn | Sns | Snsp |
| --- | --- | --- | --- | --- | --- | --- | --- |
| C1 | 50 | 50 | 100 | 22.4 | 36.6 | 16.2 | 24.8 |
| C2 | 50 | 70 | 100 | 31.5 | 27.7 | 22.7 | 18.1 |
| C3 | 20 | 70 | 100 | 14.5 | 11.9 | 41 | 32.6 |
| C4 | 20 | 50 | 100 | 10 | 15.9 | 29.2 | 44.9 |
| C5 | 20 | 50 | 40 | 4 | 22 | 12 | 62 |
| C6 | 20 | 70 | 40 | 5 | 20 | 16 | 59 |
| C7 | 50 | 70 | 40 | 12 | 46 | 9 | 33 |
| C8 | 50 | 50 | 40 | 9 | 45 | 6 | 40 |
| 0
|
| language | finalstates | language | finalstates |
| --- | --- | --- | --- |
| L | 3,7,8 | pcpc(L) | 1,5,6,7 |
| c(L) | 1,2,4,5,6 | cpcp(L) | 2,3,6,7 |
| p(L) | 1,2,3,5,6,7,8 | cpcpc(L) | 2,3,4,8 |
| pc(L) | 1,2,3,4,5,6,8 | pcpcp(L) | 1,2,3,5,6,7 |
| cp(L) | 4 | pcpcpc(L) | 1,2,3,4,5,8 |
|
| cpc(L) | 7 | cpcpcp(L) | 4,8 |
| --- | --- | --- | --- |
| pcp(L) | 1,4,5,8 | cpcpcpc(L) | 6,7 |
| 1
|
| language | finalstates | language | finalstates |
| --- | --- | --- | --- |
| L | 3,7,8 | pcpc(L) | 1,5,6,7 |
| c(L) | 1,2,4,5,6 | cpcp(L) | 2,3,6,7 |
| p(L) | 1,2,3,5,6,7,8 | cpcpc(L) | 2,3,4,8 |
| pc(L) | 1,2,3,4,5,6,8 | pcpcp(L) | 1,2,3,5,6,7 |
| cp(L) | 4 | pcpcpc(L) | 1,2,3,4,5,8 |
|
| C6 | 20 | 70 | 40 | 5 | 20 | 16 | 59 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| C7 | 50 | 70 | 40 | 12 | 46 | 9 | 33 |
| C8 | 50 | 50 | 40 | 9 | 45 | 6 | 40 |
| 0
|
| Features | Precision | Recall | AUC |
| --- | --- | --- | --- |
| FP | 0.818 | 0.789 | 0.807 |
|
| F+FPA | 0.846 | 0.864 | 0.853 |
| --- | --- | --- | --- |
| F+FPE | 0.902 | 0.807 | 0.860 |
| F+F+FPEA | 0.898 | 0.927 | 0.911 |
| 1
|
| Features | Precision | Recall | AUC |
| --- | --- | --- | --- |
| FP | 0.818 | 0.789 | 0.807 |
|
| | avg/total | Positive | Neutral | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Featurecombination | Prec | Recall | F1 | Prec | Recall | F1 | Prec | Recall | F1 | Prec |
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 |
| +f1,f2,f4 | 0.57 | 0.45 | 0.47 | 0.33 | 0.44 | 0.38 | 0.25 | 0.56 | 0.34 | 0.72 |
| +f1,f2,f4,f6,f7 | 0.59 | 0.46 | 0.49 | 0.30 | 0.43 | 0.35 | 0.26 | 0.54 | 0.35 | 0.76 |
| +f1,f2,f4,f5,f6,f7 | 0.60 | 0.51 | 0.53 | 0.33 | 0.45 | 0.38 | 0.28 | 0.50 | 0.36 | 0.75 |
| +f1,f2,f3,f4,f5,f6,f7,f9 | 0.63 | 0.57 | 0.59 | 0.31 | 0.56 | 0.40 | 0.36 | 0.30 | 0.32 | 0.79 |
| +f1,f2,f3,f4,f5,f6,f7,f8,f9 | 0.69 | 0.71 | 0.69 | 0.51 | 0.33 | 0.40 | 0.66 | 0.35 | 0.45 | 0.75 |
| 0
|
| Features | Precision | Recall | AUC |
| --- | --- | --- | --- |
| FP | 0.818 | 0.789 | 0.807 |
|
| F+FPA | 0.846 | 0.864 | 0.853 |
| --- | --- | --- | --- |
| F+FPE | 0.902 | 0.807 | 0.860 |
| F+F+FPEA | 0.898 | 0.927 | 0.911 |
| 1
|
| Features | Precision | Recall | AUC |
| --- | --- | --- | --- |
| FP | 0.818 | 0.789 | 0.807 |
|
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| +f1,f2,f4 | 0.57 | 0.45 | 0.47 | 0.33 | 0.44 | 0.38 | 0.25 | 0.56 | 0.34 | 0.72 |
| +f1,f2,f4,f6,f7 | 0.59 | 0.46 | 0.49 | 0.30 | 0.43 | 0.35 | 0.26 | 0.54 | 0.35 | 0.76 |
| +f1,f2,f4,f5,f6,f7 | 0.60 | 0.51 | 0.53 | 0.33 | 0.45 | 0.38 | 0.28 | 0.50 | 0.36 | 0.75 |
| +f1,f2,f3,f4,f5,f6,f7,f9 | 0.63 | 0.57 | 0.59 | 0.31 | 0.56 | 0.40 | 0.36 | 0.30 | 0.32 | 0.79 |
| +f1,f2,f3,f4,f5,f6,f7,f8,f9 | 0.69 | 0.71 | 0.69 | 0.51 | 0.33 | 0.40 | 0.66 | 0.35 | 0.45 | 0.75 |
| 0
|
| Method | Encoding(bits) |
| --- | --- |
| USPS | MNIST |
|
| OriginalImage | 256 | 784 |
| --- | --- | --- |
| Pixelindependentprobability<br>Pixeldependentprobability | 236<br>219 | 442<br>297 |
| RBM<br>Herding | 149<br>144 | -<br>- |
| DifferencefromNNcenter | 140 | 178 |
| ContextindependentDjVu | 91.7 | 119 |
| Spatialprediction,Ronly<br>Spatialprediction,200units,UVonly<br>Spatialprediction,200units,full<br>Spatialprediction,400units,full<br>Spatialprediction,1000units,full | 91.5<br>87.4<br>84.5<br>83.8<br>81.0 | 109<br>97.8<br>94.8<br>91.2<br>92.2 |
| 1
|
| Method | Encoding(bits) |
| --- | --- |
| USPS | MNIST |
|
| image | sizer | size(array) | size(mtbdd)<br>(1)(2) |
| --- | --- | --- | --- |
| image0 | 27040000 | 81120 | 5134329 |
| image1 | 1166400 | 3499 | 44615 |
| image2 | 5760000 | 17280 | 801746 |
| image3 | 29160000 | 87480 | 32911635 |
| image4 | 29160000 | 87480 | 6991148 |
| 0
|
| Method | Encoding(bits) |
| --- | --- |
| USPS | MNIST |
|
| OriginalImage | 256 | 784 |
| --- | --- | --- |
| Pixelindependentprobability<br>Pixeldependentprobability | 236<br>219 | 442<br>297 |
| RBM<br>Herding | 149<br>144 | -<br>- |
| DifferencefromNNcenter | 140 | 178 |
| ContextindependentDjVu | 91.7 | 119 |
| Spatialprediction,Ronly<br>Spatialprediction,200units,UVonly<br>Spatialprediction,200units,full<br>Spatialprediction,400units,full<br>Spatialprediction,1000units,full | 91.5<br>87.4<br>84.5<br>83.8<br>81.0 | 109<br>97.8<br>94.8<br>91.2<br>92.2 |
| 1
|
| Method | Encoding(bits) |
| --- | --- |
| USPS | MNIST |
|
| image1 | 1166400 | 3499 | 44615 |
| --- | --- | --- | --- |
| image2 | 5760000 | 17280 | 801746 |
| image3 | 29160000 | 87480 | 32911635 |
| image4 | 29160000 | 87480 | 6991148 |
| 0
|
| 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 |
| 1
|
| n | SizeofAn | n | SizeofAn |
| --- | --- | --- | --- |
| 0 | 16 | 8 | 3463008 |
|
| N= | K=10 | K=15 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| PTP | RTP | VBP | PTP | RTP | VBP | |
| 10 | 32959 | 28147 | 31048 | 42093 | 38372 | 38727 |
| 20 | 21440 | 18449 | 21562 | 26905 | 24586 | 28958 |
| 30 | 17557 | 15756 | 16635 | 20421 | 18963 | 22486 |
| 40 | 15634 | 14004 | 14412 | 17458 | 16464 | 18394 |
| 50 | 14269 | 12931 | 13028 | 15377 | 14690 | 16037 |
| 60 | 13189 | 12179 | 11968 | 14148 | 13542 | 14380 |
| 70 | 12294 | 11361 | 11240 | 13230 | 12652 | 13194 |
| 80 | 11381 | 10680 | 10559 | 12433 | 11982 | 12254 |
| 90 | 10617 | 9873 | 10109 | 11677 | 11313 | 11472 |
| 0
|
| 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 |
| 1
|
| n | SizeofAn | n | SizeofAn |
| --- | --- | --- | --- |
| 0 | 16 | 8 | 3463008 |
|
| 60 | 13189 | 12179 | 11968 | 14148 | 13542 | 14380 |
| --- | --- | --- | --- | --- | --- | --- |
| 70 | 12294 | 11361 | 11240 | 13230 | 12652 | 13194 |
| 80 | 11381 | 10680 | 10559 | 12433 | 11982 | 12254 |
| 90 | 10617 | 9873 | 10109 | 11677 | 11313 | 11472 |
| 0
|
| SemanticArchitecture | CBOW | CLOW | DIEM |
| --- | --- | --- | --- |
| SemanticVectorDim. | 500500 | 500 | |
|
| SEMANTICTOTAL | 81.0280.19 | 80.19 |
| --- | --- | --- |
| adjective-to-adverb<br>opposite<br>comparative<br>superlative<br>present-participle<br>nationality-adjective<br>past-tense<br>plural<br>plural-verbs | 37.7035.08<br>36.2140.15<br>86.7187.31<br>80.1282.00<br>77.2780.78<br>90.4390.18<br>72.3773.40<br>80.1881.83<br>58.5163.68 | 94.55<br>74.60<br>92.49<br>87.61<br>93.27<br>71.04<br>47.56<br>93.69<br>95.97 |
| SYNTACTICTOTAL | 72.0473.45 | 81.53 |
| COMBINEDSCORE | 76.0876.49 | 80.93 |
| 1
|
| SemanticArchitecture | CBOW | CLOW | DIEM |
| --- | --- | --- | --- |
| SemanticVectorDim. | 500500 | 500 | |
|
| Group | Name | Nqorig | Nq |
| --- | --- | --- | --- |
| 4 | family(genderinflections) | 506 | 305 |
| 5 | gram1-adjective-to-adverb | 992 | 755 |
| 6 | gram2-opposite | 812 | 305 |
| 7 | gram3-comparative | 1332 | 1259 |
| 8 | gram4-superlative | 1122 | 505 |
| 9 | gram5-present-participle | 1056 | 991 |
| 11 | gram7-past-tense | 1560 | 1331 |
| 12 | gram8-plural(nouns) | 1332 | 991 |
| 13 | gram9-plural-verbs | 870 | 649 |
| 0
|
| SemanticArchitecture | CBOW | CLOW | DIEM |
| --- | --- | --- | --- |
| SemanticVectorDim. | 500500 | 500 | |
| SEMANTICTOTAL | 81.0280.19 | 80.19 | |
| adjective-to-adverb<br>opposite<br>comparative<br>superlative<br>present-participle<br>nationality-adjective<br>past-tense<br>plural<br>plural-verbs | 37.7035.08<br>36.2140.15<br>86.7187.31<br>80.1282.00<br>77.2780.78<br>90.4390.18<br>72.3773.40<br>80.1881.83<br>58.5163.68 | 94.55<br>74.60<br>92.49<br>87.61<br>93.27<br>71.04<br>47.56<br>93.69<br>95.97 | |
|
| SYNTACTICTOTAL | 72.0473.45 | 81.53 |
| --- | --- | --- |
| COMBINEDSCORE | 76.0876.49 | 80.93 |
| 1
|
| SemanticArchitecture | CBOW | CLOW | DIEM |
| --- | --- | --- | --- |
| SemanticVectorDim. | 500500 | 500 | |
| SEMANTICTOTAL | 81.0280.19 | 80.19 | |
| adjective-to-adverb<br>opposite<br>comparative<br>superlative<br>present-participle<br>nationality-adjective<br>past-tense<br>plural<br>plural-verbs | 37.7035.08<br>36.2140.15<br>86.7187.31<br>80.1282.00<br>77.2780.78<br>90.4390.18<br>72.3773.40<br>80.1881.83<br>58.5163.68 | 94.55<br>74.60<br>92.49<br>87.61<br>93.27<br>71.04<br>47.56<br>93.69<br>95.97 | |
|
| 6 | gram2-opposite | 812 | 305 |
| --- | --- | --- | --- |
| 7 | gram3-comparative | 1332 | 1259 |
| 8 | gram4-superlative | 1122 | 505 |
| 9 | gram5-present-participle | 1056 | 991 |
| 11 | gram7-past-tense | 1560 | 1331 |
| 12 | gram8-plural(nouns) | 1332 | 991 |
| 13 | gram9-plural-verbs | 870 | 649 |
| 0
|
| n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 4 | 0.02 | 0.62 | 2 | 4 |
| 5 | 0.43 | 1.04 | 0 | 14 |
| 6 | 17.90 | 1.56 | 8 | 26 |
|
| 7 | 301.26 | 2.57 | 28 | 132 |
| --- | --- | --- | --- | --- |
| 8 | 33681.66 | 9.43 | 94 | 320 |
| 9 | | 44.97 | 259 | 1224 |
| 10 | | 978.67 | 712 | 3594 |
| 1
|
| n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 4 | 0.02 | 0.62 | 2 | 4 |
| 5 | 0.43 | 1.04 | 0 | 14 |
| 6 | 17.90 | 1.56 | 8 | 26 |
|
| n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 3 | 0.008 | 0.20 | 7 | 319 |
| 4 | 0.11 | 0.42 | 18 | 7,384 |
| 5 | 1.33 | 0.76 | 58 | 152,054 |
| 6 | 13.03 | 2.75 | 171 | 4,305,758 |
| 7 | 243.88 | 20.17 | 614 | 91,381,325 |
| 8 | 2054.11 | 220.14 | 1,878 | 2,097,221,068 |
| 0
|
| n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 4 | 0.02 | 0.62 | 2 | 4 |
| 5 | 0.43 | 1.04 | 0 | 14 |
| 6 | 17.90 | 1.56 | 8 | 26 |
| 7 | 301.26 | 2.57 | 28 | 132 |
|
| 8 | 33681.66 | 9.43 | 94 | 320 |
| --- | --- | --- | --- | --- |
| 9 | | 44.97 | 259 | 1224 |
| 10 | | 978.67 | 712 | 3594 |
| 1
|
| n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 4 | 0.02 | 0.62 | 2 | 4 |
| 5 | 0.43 | 1.04 | 0 | 14 |
| 6 | 17.90 | 1.56 | 8 | 26 |
| 7 | 301.26 | 2.57 | 28 | 132 |
|
| 5 | 1.33 | 0.76 | 58 | 152,054 |
| --- | --- | --- | --- | --- |
| 6 | 13.03 | 2.75 | 171 | 4,305,758 |
| 7 | 243.88 | 20.17 | 614 | 91,381,325 |
| 8 | 2054.11 | 220.14 | 1,878 | 2,097,221,068 |
| 0
|
| | VIC0 | VICI | VICII | VICIII |
| --- | --- | --- | --- | --- |
| SourceLanguages | C,C++,Python,Cshell,Fortran | | | |
| Sourcefiles | 35 | 61 | 77 | 97 |
|
| Datafiles | 3689 | 6313 | 11460 | 11481 |
| --- | --- | --- | --- | --- |
| DependencyFiles | 247 | 260 | 314 | 357 |
| SizeofAllFiles | 1.2GB | 1.3GB | 2.2GB | 2.3GB |
| NormalRunTime | 158.734s | 306.069s | 363.147s | 377.29s |
| 1
|
| | VIC0 | VICI | VICII | VICIII |
| --- | --- | --- | --- | --- |
| SourceLanguages | C,C++,Python,Cshell,Fortran | | | |
| Sourcefiles | 35 | 61 | 77 | 97 |
|
| | FIE0 | FIEI | FIEII | FIEIII |
| --- | --- | --- | --- | --- |
| SourceLanguages | R,Bash | R,Bash | R,Bash | R,Bash |
| SourceFiles | 19 | 20 | 24 | 29 |
| DataFiles | 2 | 8 | 14 | 14 |
| DependencyFiles | 255 | 255 | 411 | 659 |
| SizeofAllFiles | 133.2MB | 178.4MB | 289.7MB | 306.6MB |
| NormalRunTime | 52.046s | 238.833s | 295.785s | 7200s |
| 0
|
| | VIC0 | VICI | VICII | VICIII |
| --- | --- | --- | --- | --- |
| SourceLanguages | C,C++,Python,Cshell,Fortran | | | |
| Sourcefiles | 35 | 61 | 77 | 97 |
| Datafiles | 3689 | 6313 | 11460 | 11481 |
| DependencyFiles | 247 | 260 | 314 | 357 |
|
| SizeofAllFiles | 1.2GB | 1.3GB | 2.2GB | 2.3GB |
| --- | --- | --- | --- | --- |
| NormalRunTime | 158.734s | 306.069s | 363.147s | 377.29s |
| 1
|
| | VIC0 | VICI | VICII | VICIII |
| --- | --- | --- | --- | --- |
| SourceLanguages | C,C++,Python,Cshell,Fortran | | | |
| Sourcefiles | 35 | 61 | 77 | 97 |
| Datafiles | 3689 | 6313 | 11460 | 11481 |
| DependencyFiles | 247 | 260 | 314 | 357 |
|
| DataFiles | 2 | 8 | 14 | 14 |
| --- | --- | --- | --- | --- |
| DependencyFiles | 255 | 255 | 411 | 659 |
| SizeofAllFiles | 133.2MB | 178.4MB | 289.7MB | 306.6MB |
| NormalRunTime | 52.046s | 238.833s | 295.785s | 7200s |
| 0
|
| Method | DS1 | DS2 |
| --- | --- | --- |
| HOG | 50 | 52 |
| Fast-RCNN | 54 | 61 |
|
| Faster-RCNN | 60 | 66 |
| --- | --- | --- |
| Yolo | 65 | 68 |
| 1
|
| Method | DS1 | DS2 |
| --- | --- | --- |
| HOG | 50 | 52 |
| Fast-RCNN | 54 | 61 |
|
| Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
| FCR1-c | 59.50 | 95.72 | 99.40 |
| MLR | 50.31 | 93.08 | 97.79 |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 |
| MLR+FCR1-c | 57.74 | 95.85 | 99.20 |
| CFV+FCR1-c | 51.57 | 95.47 | 99.60 |
| MLR+CFV | 44.78 | 94.72 | 97.99 |
| MLR+CFV+FCR1-c | 53.33 | 96.48 | 99.00 |
| MLR+CFV+FCR2-c | 56.60 | 96.48 | 99.40 |
| CFV+FCR1-c+FCR2-c | 58.87 | 96.73 | 99.60 |
| MLR+FCR1-c+FCR2-c | 63.52 | 96.73 | 99.80 |
| MLR+CFV+FCR1-c+FCR2-c | 59.50 | 96.48 | 99.80 |
| 0
|
| Method | DS1 | DS2 |
| --- | --- | --- |
| HOG | 50 | 52 |
| Fast-RCNN | 54 | 61 |
|
| Faster-RCNN | 60 | 66 |
| --- | --- | --- |
| Yolo | 65 | 68 |
| 1
|
| Method | DS1 | DS2 |
| --- | --- | --- |
| HOG | 50 | 52 |
| Fast-RCNN | 54 | 61 |
|
| MLR | 50.31 | 93.08 | 97.79 |
| --- | --- | --- | --- |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 |
| MLR+FCR1-c | 57.74 | 95.85 | 99.20 |
| CFV+FCR1-c | 51.57 | 95.47 | 99.60 |
| MLR+CFV | 44.78 | 94.72 | 97.99 |
| MLR+CFV+FCR1-c | 53.33 | 96.48 | 99.00 |
| MLR+CFV+FCR2-c | 56.60 | 96.48 | 99.40 |
| CFV+FCR1-c+FCR2-c | 58.87 | 96.73 | 99.60 |
| MLR+FCR1-c+FCR2-c | 63.52 | 96.73 | 99.80 |
| MLR+CFV+FCR1-c+FCR2-c | 59.50 | 96.48 | 99.80 |
| 0
|
| Dataset | No.ofimages | Resolution | Min | Ave | Max | Totalcount |
| --- | --- | --- | --- | --- | --- | --- |
| UCSD | 2000 | 158x238 | 11 | 25 | 46 | 49,885 |
|
| Mall | 2000 | 320x240 | 13 | - | 53 | 62,325 |
| --- | --- | --- | --- | --- | --- | --- |
| UCFCC50 | 50 | Varied | 94 | 1279 | 4543 | 63,974 |
| WorldExpo’10 | 3980 | 576x720 | 1 | 50 | 253 | 199,923 |
| ShanghaiTechPartA | 482 | Varied | 33 | 501 | 3139 | 241,677 |
| ShanghaiTechPartB | 716 | 768x1024 | 9 | 123 | 578 | 88,488 |
| 1
|
| Dataset | No.ofimages | Resolution | Min | Ave | Max | Totalcount |
| --- | --- | --- | --- | --- | --- | --- |
| UCSD | 2000 | 158x238 | 11 | 25 | 46 | 49,885 |
|
| Dataset | PSNR | SSIM |
| --- | --- | --- |
| ShanghaiTechPartA | 23.79 | 0.76 |
| ShanghaiTechPartB | 27.02 | 0.89 |
| UCFCC50 | 18.76 | 0.52 |
| TheWorldExpo’10 | 26.94 | 0.92 |
| TheUCSD | 20.02 | 0.86 |
| TRANCOS | 27.10 | 0.93 |
| 0
|
| Dataset | No.ofimages | Resolution | Min | Ave | Max | Totalcount |
| --- | --- | --- | --- | --- | --- | --- |
| UCSD | 2000 | 158x238 | 11 | 25 | 46 | 49,885 |
|
| Mall | 2000 | 320x240 | 13 | - | 53 | 62,325 |
| --- | --- | --- | --- | --- | --- | --- |
| UCFCC50 | 50 | Varied | 94 | 1279 | 4543 | 63,974 |
| WorldExpo’10 | 3980 | 576x720 | 1 | 50 | 253 | 199,923 |
| ShanghaiTechPartA | 482 | Varied | 33 | 501 | 3139 | 241,677 |
| ShanghaiTechPartB | 716 | 768x1024 | 9 | 123 | 578 | 88,488 |
| 1
|
| Dataset | No.ofimages | Resolution | Min | Ave | Max | Totalcount |
| --- | --- | --- | --- | --- | --- | --- |
| UCSD | 2000 | 158x238 | 11 | 25 | 46 | 49,885 |
|
| TheUCSD | 20.02 | 0.86 |
| --- | --- | --- |
| TRANCOS | 27.10 | 0.93 |
| 0
|
| n | h(n) | ω(n) | n | h(n) | ω(n) | n | h(n) | ω(n) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 1 | 0.66667 | 12 | 4 | 0.24242 | 296 | 10 | 0.09996 |
| 3 | 1 | 0.50000 | 20 | 5 | 0.19718 | 522 | 11 | 0.09089 |
| 4 | 2 | 0.42857 | 34 | 6 | 0.16547 | 934 | 12 | 0.08332 |
|
| 5 | 2 | 0.37500 | 57 | 7 | 0.14236 | 1681 | 13 | 0.07692 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6 | 2 | 0.33333 | 98 | 8 | 0.12478 | 3058 | 14 | 0.07143 |
| 7 | 3 | 0.31250 | 169 | 9 | 0.11101 | 5596 | 15 | 0.06667 |
| 1
|
| n | h(n) | ω(n) | n | h(n) | ω(n) | n | h(n) | ω(n) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 1 | 0.66667 | 12 | 4 | 0.24242 | 296 | 10 | 0.09996 |
| 3 | 1 | 0.50000 | 20 | 5 | 0.19718 | 522 | 11 | 0.09089 |
| 4 | 2 | 0.42857 | 34 | 6 | 0.16547 | 934 | 12 | 0.08332 |
|
| pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0.17989 | 0.08620 | 0.19870 | 0.21626 | 0.01139 | 0.30755 |
| (2,3) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (2,4) | 0.08745 | 0.07225 | 0.12931 | 0.11762 | 0.12373 | 0.46962 |
| (3,4) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (4,5) | 0.20880 | 0.22056 | 0.15581 | 0.09589 | 0.03375 | 0.28519 |
| 0
|
| n | h(n) | ω(n) | n | h(n) | ω(n) | n | h(n) | ω(n) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 1 | 0.66667 | 12 | 4 | 0.24242 | 296 | 10 | 0.09996 |
| 3 | 1 | 0.50000 | 20 | 5 | 0.19718 | 522 | 11 | 0.09089 |
| 4 | 2 | 0.42857 | 34 | 6 | 0.16547 | 934 | 12 | 0.08332 |
| 5 | 2 | 0.37500 | 57 | 7 | 0.14236 | 1681 | 13 | 0.07692 |
|
| 6 | 2 | 0.33333 | 98 | 8 | 0.12478 | 3058 | 14 | 0.07143 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 7 | 3 | 0.31250 | 169 | 9 | 0.11101 | 5596 | 15 | 0.06667 |
| 1
|
| n | h(n) | ω(n) | n | h(n) | ω(n) | n | h(n) | ω(n) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 1 | 0.66667 | 12 | 4 | 0.24242 | 296 | 10 | 0.09996 |
| 3 | 1 | 0.50000 | 20 | 5 | 0.19718 | 522 | 11 | 0.09089 |
| 4 | 2 | 0.42857 | 34 | 6 | 0.16547 | 934 | 12 | 0.08332 |
| 5 | 2 | 0.37500 | 57 | 7 | 0.14236 | 1681 | 13 | 0.07692 |
|
| (2,4) | 0.08745 | 0.07225 | 0.12931 | 0.11762 | 0.12373 | 0.46962 |
| --- | --- | --- | --- | --- | --- | --- |
| (3,4) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (4,5) | 0.20880 | 0.22056 | 0.15581 | 0.09589 | 0.03375 | 0.28519 |
| 0
|
| Method | Original | Black | Random | Flip | AdversarialPatch |
| --- | --- | --- | --- | --- | --- |
| w/ocontext | 78.0 | 39.3 | 45.0 | 65.8 | 57.8 |
| localcontext | 78.4 | 37.7 | 42.8 | 65.0 | 56.1 |
|
| local+globalcontext | 78.5 | 36.5 | 43.6 | 65.4 | 53.5 |
| --- | --- | --- | --- | --- | --- |
| 8-neighborcontext | 79.0 | 38.1 | 45.0 | 65.7 | 57.2 |
| Ours | 81.7 | 51.5 | 52.4 | 70.5 | 65.9 |
| 1
|
| Method | Original | Black | Random | Flip | AdversarialPatch |
| --- | --- | --- | --- | --- | --- |
| w/ocontext | 78.0 | 39.3 | 45.0 | 65.8 | 57.8 |
| localcontext | 78.4 | 37.7 | 42.8 | 65.0 | 56.1 |
|
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 |
| 0
|
| Method | Original | Black | Random | Flip | AdversarialPatch |
| --- | --- | --- | --- | --- | --- |
| w/ocontext | 78.0 | 39.3 | 45.0 | 65.8 | 57.8 |
| localcontext | 78.4 | 37.7 | 42.8 | 65.0 | 56.1 |
| local+globalcontext | 78.5 | 36.5 | 43.6 | 65.4 | 53.5 |
|
| 8-neighborcontext | 79.0 | 38.1 | 45.0 | 65.7 | 57.2 |
| --- | --- | --- | --- | --- | --- |
| Ours | 81.7 | 51.5 | 52.4 | 70.5 | 65.9 |
| 1
|
| Method | Original | Black | Random | Flip | AdversarialPatch |
| --- | --- | --- | --- | --- | --- |
| w/ocontext | 78.0 | 39.3 | 45.0 | 65.8 | 57.8 |
| localcontext | 78.4 | 37.7 | 42.8 | 65.0 | 56.1 |
| local+globalcontext | 78.5 | 36.5 | 43.6 | 65.4 | 53.5 |
|
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 |
| 0
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
|
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| --- | --- | --- | --- | --- |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 |
| 1
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 5877 | 0.083 | 0.557 | 0.145 |
| C-CENI | 5415 | 0.082 | 0.539 | 0.142 |
| I-CENI | 7358 | 0.078 | 0.571 | 0.137 |
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 |
| 0
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
|
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| --- | --- | --- | --- | --- |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 |
| 1
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
|
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| --- | --- | --- | --- | --- |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 |
| 0
|
| Group | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 13 | rule |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 77.80 | 63.41 | 51.43 | 81.72 | 81.49 | 76.23 | 81.41 | 78.60 | 81.49 | 81.49 |
| 2 | 14.68 | 10.87 | 2.08 | 16.18 | 15.95 | 14.68 | 16.07 | 16.07 | 15.95 | 15.95 |
|
| 3 | 65.94 | 41.16 | 33.62 | 72.75 | 72.75 | 69.06 | 68.98 | 70.48 | 74.17 | 72.75 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4 | 73.27 | 62.18 | 48.71 | 77.62 | 77.62 | 73.66 | 77.23 | 77.62 | 77.62 | 77.62 |
| 5 | 27.75 | 18.77 | 17.66 | 28.86 | 28.86 | 21.39 | 29.87 | 28.86 | 28.86 | 28.86 |
| 6 | 34.16 | 27.87 | 28.61 | 32.68 | 32.43 | 34.28 | 33.54 | 32.31 | 32.43 | 32.43 |
| 7 | 88.66 | 63.19 | 71.83 | 89.56 | 89.56 | 86.33 | 89.93 | 89.26 | 89.56 | 89.56 |
| 8 | 65.21 | 48.26 | 33.27 | 67.53 | 67.53 | 46.65 | 69.05 | 68.06 | 67.53 | 67.53 |
| 9 | 70.90 | 60.00 | 61.90 | 73.18 | 73.18 | 61.99 | 71.09 | 72.70 | 74.41 | 73.18 |
| 10 | 85.17 | 83.79 | 71.78 | 85.42 | 85.42 | 82.23 | 85.36 | 85.36 | 85.42 | 85.42 |
| 11 | 62.92 | 43.30 | 48.69 | 68.44 | 66.20 | 64.27 | 64.46 | 66.13 | 66.20 | 66.20 |
| 12 | 76.93 | 74.76 | 74.68 | 78.36 | 78.36 | 75.13 | 78.21 | 78.14 | 78.36 | 78.36 |
| 13 | 55.12 | 21.75 | 29.69 | 65.71 | 63.87 | 56.85 | 62.83 | 62.83 | 63.87 | 63.87 |
| 1
|
| Group | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 13 | rule |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 77.80 | 63.41 | 51.43 | 81.72 | 81.49 | 76.23 | 81.41 | 78.60 | 81.49 | 81.49 |
| 2 | 14.68 | 10.87 | 2.08 | 16.18 | 15.95 | 14.68 | 16.07 | 16.07 | 15.95 | 15.95 |
|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11.16 | 49.67 | 70.23 | 68.07 | 73.86 | 69.33 | 55.63 | 57.75 | 60.18 |
| 91.26 | 89.58 | 82.7 | 83.0 | 83.54 | 88.89 | 84.56 | 86.31 | 84.38 |
| 90.68 | 90.0 | 83.33 | 84.11 | 59.59 | 85.71 | 87.22 | 66.41 | 77.31 |
| 91.3 | 91.21 | 80.0 | 83.53 | 82.28 | 79.73 | 87.32 | 82.61 | 79.69 |
| 93.06 | 91.55 | 92.86 | 84.85 | 90.16 | 85.71 | 80.0 | 86.36 | 88.1 |
| 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
| 100.0 | 75.0 | 75.0 | 75.0 | 100.0 | 75.0 | 100.0 | 100.0 | 66.67 |
| 96.3 | 96.3 | 88.46 | 92.0 | 100.0 | 94.74 | 94.74 | 100.0 | 94.74 |
| 0
|
| Group | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 13 | rule |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 77.80 | 63.41 | 51.43 | 81.72 | 81.49 | 76.23 | 81.41 | 78.60 | 81.49 | 81.49 |
|
| 2 | 14.68 | 10.87 | 2.08 | 16.18 | 15.95 | 14.68 | 16.07 | 16.07 | 15.95 | 15.95 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 65.94 | 41.16 | 33.62 | 72.75 | 72.75 | 69.06 | 68.98 | 70.48 | 74.17 | 72.75 |
| 4 | 73.27 | 62.18 | 48.71 | 77.62 | 77.62 | 73.66 | 77.23 | 77.62 | 77.62 | 77.62 |
| 5 | 27.75 | 18.77 | 17.66 | 28.86 | 28.86 | 21.39 | 29.87 | 28.86 | 28.86 | 28.86 |
| 6 | 34.16 | 27.87 | 28.61 | 32.68 | 32.43 | 34.28 | 33.54 | 32.31 | 32.43 | 32.43 |
| 7 | 88.66 | 63.19 | 71.83 | 89.56 | 89.56 | 86.33 | 89.93 | 89.26 | 89.56 | 89.56 |
| 8 | 65.21 | 48.26 | 33.27 | 67.53 | 67.53 | 46.65 | 69.05 | 68.06 | 67.53 | 67.53 |
| 9 | 70.90 | 60.00 | 61.90 | 73.18 | 73.18 | 61.99 | 71.09 | 72.70 | 74.41 | 73.18 |
| 10 | 85.17 | 83.79 | 71.78 | 85.42 | 85.42 | 82.23 | 85.36 | 85.36 | 85.42 | 85.42 |
| 11 | 62.92 | 43.30 | 48.69 | 68.44 | 66.20 | 64.27 | 64.46 | 66.13 | 66.20 | 66.20 |
| 12 | 76.93 | 74.76 | 74.68 | 78.36 | 78.36 | 75.13 | 78.21 | 78.14 | 78.36 | 78.36 |
| 13 | 55.12 | 21.75 | 29.69 | 65.71 | 63.87 | 56.85 | 62.83 | 62.83 | 63.87 | 63.87 |
| 1
|
| Group | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 13 | rule |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 77.80 | 63.41 | 51.43 | 81.72 | 81.49 | 76.23 | 81.41 | 78.60 | 81.49 | 81.49 |
|
| 93.06 | 91.55 | 92.86 | 84.85 | 90.16 | 85.71 | 80.0 | 86.36 | 88.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
| 100.0 | 75.0 | 75.0 | 75.0 | 100.0 | 75.0 | 100.0 | 100.0 | 66.67 |
| 96.3 | 96.3 | 88.46 | 92.0 | 100.0 | 94.74 | 94.74 | 100.0 | 94.74 |
| 0
|
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