Behaviour Recognition on CRIM13 (test)
75ApproachBurgos-Artizzu et al.
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Burgos-Artizzu et al.2020.11 | 75 | 59 | 62 | 70 | 68 | 49 | 53 | 47 | 96 | 44 | 62 | 56.4 | 53 | 62.6 | |
| Ours (View-shared)View processing strategy=View-shared2020.11 | 58.1 | 67.2 | 68.3 | 38.2 | 34.3 | 87.5 | 40.8 | 81.7 | 98.3 | 57.1 | 80.2 | 57.7 | 49.4 | 63 | |
| KCCAKernel=Gaussian2020.11 | 54.4 | 65.1 | 59.2 | 31.4 | 8.5 | 45 | 98.7 | 80.6 | 93.1 | 52.2 | 67.7 | 52.9 | 93.7 | 61.3 | |
| DCCA2020.11 | 52.9 | 52.2 | 37.7 | 31.8 | 8.9 | 67.5 | 94.8 | 74 | 92 | 33.2 | 78.9 | 47 | 93.9 | 58.8 | |
| MV-LDCRF2020.11 | 52.8 | 68.4 | 59.7 | 41.9 | 57.6 | 78.2 | 46.4 | 78.5 | 66.4 | 58.9 | 71.6 | 54.7 | 68.2 | 61.7 | |
| Ours (View-attention, with label correlation)View processing strategy=View-attention, Label correlation modeling=true2020.11 | 51.8 | 73 | 71.2 | 62.3 | 67.8 | 97.5 | 61.8 | 82.4 | 98.3 | 66.2 | 79.2 | 58.5 | 61.5 | 71.7 | |
| Ours (View-attention, without label correlation)View processing strategy=View-attention, Label correlation modeling=false2020.11 | 51.6 | 71.8 | 70.4 | 53.2 | 58.9 | 93.8 | 43.7 | 69.4 | 99.4 | 61.6 | 79.2 | 56.3 | 45 | 65.7 | |
| LDCRF2020.11 | 34.9 | 70.2 | 47.5 | 36.1 | 41.4 | 36.3 | 11 | 60.4 | 38.3 | 49.7 | 64.6 | 29.8 | 69.4 | 45.4 | |
| BILSTMepochs=100, batch size=50, learning rate=0.0012020.11 | 33.8 | 96.1 | 11 | 79 | 47.8 | 94.2 | 95.1 | 62.1 | 47.5 | 36 | 94.2 | 19.3 | 94.7 | 62.4 | |
| DCLSTMepochs=100, batch size=50, learning rate=0.0012020.11 | 28.1 | 96 | 13.3 | 86.8 | 43.1 | 89.2 | 93.8 | 61.1 | 41.3 | 38.8 | 93 | 19.2 | 95.3 | 62.2 | |
| PBMV2020.11 | 7.2 | 86.3 | 21.2 | 64.8 | 0.7 | 97.5 | 1.2 | 60.7 | 32.1 | 28.3 | 94.8 | 13.2 | 94.6 | 46.4 |