Temporal Action Localization on ActivityNet 1.2
45.3mAP@0.5CDC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CDCSupervision level=Strong2021.04 | 45.3 | 26 | 0.2 | — | 23.8 | |
| Proposed FrameworkSupervision=Point-level2021.08 | 44 | 26 | 5.9 | 26.8 | — | |
| COLASupervision=Weak, Feature=I3D2021.03 | 42.7 | 25.7 | 5.8 | 26.1 | — | |
| COLASupervision=Video-level2021.08 | 42.7 | 25.7 | 5.8 | 26.1 | — | |
| AUMNSupervision=Video-level2021.08 | 42 | 25 | 5.6 | 25.5 | — | |
| UGCTSupervision=Video-level2021.08 | 41.8 | 25.3 | 5.9 | 25.8 | — | |
| SSNSupervision=Full, Feature=N/A2021.03 | 41.3 | 27 | 6.1 | 26.6 | — | |
| SSNSupervision=Frame-level2021.08 | 41.3 | 27 | 6.1 | 26.6 | — | |
| SSNSupervision level=Strong2021.04 | 41.3 | 27 | 6.1 | — | 26.6 | |
| Lee et al.Supervision=Video-level2021.08 | 41.2 | 25.6 | 6 | 25.9 | — | |
| DGAMSupervision=Weak, Feature=I3D2021.03 | 41 | 23.5 | 5.3 | 24.4 | — | |
| DGAMSupervision level=Weak Video-level, Training iterations=Single2021.04 | 41 | 23.5 | 5.3 | — | 24.4 | |
| AMSSupervision level=Weak Video-level, Training iterations=Multiple2021.04 | 40.7 | 23.7 | 5.8 | — | 24.6 | |
| BaS-NetSupervision=Weak, Feature=I3D2021.03 | 38.5 | 24.2 | 5.6 | 24.3 | — | |
| BaSNetSupervision level=Weak Video-level, Training iterations=Single2021.04 | 38.5 | 24.2 | 5.6 | — | 24.3 | |
| RefineLocSupervision level=Weak Video-level, Training iterations=Multiple2021.04 | 38 | 20.8 | 4.9 | — | 22.2 | |
| SF-NetSupervision=Point-level2021.08 | 37.8 | — | — | 22.8 | — | |
| TSCNSupervision=Weak, Feature=I3D2021.03 | 37.6 | 23.7 | 5.7 | 23.6 | — | |
| TSCNSupervision level=Weak Video-level, Training iterations=Multiple2021.04 | 37.6 | 23.7 | 5.7 | — | 23.6 | |
| EM-MLSupervision level=Weak Video-level, Training iterations=Multiple2021.04 | 37.4 | — | — | — | 20.3 | |
| CleanNetSupervision=Weak, Feature=I3D2021.03 | 37.1 | 20.3 | 5 | 21.6 | — | |
| CleannetSupervision level=Weak Video-level, Training iterations=Single2021.04 | 37.1 | 20.3 | 5 | — | 21.6 | |
| W-TALCSupervision=Weak, Feature=UNT2021.03 | 37 | 12.7 | 1.5 | 18 | — | |
| WTALCSupervision level=Weak Video-level, Training iterations=Single2021.04 | 37 | 12.7 | 4.5 | — | 18 | |
| Liu et al.Supervision=Weak, Feature=I3D2021.03 | 36.8 | 22 | 5.6 | 22.4 | — | |
| CMCSSupervision level=Weak Video-level, Training iterations=Single2021.04 | 36.8 | 22 | 5.6 | — | 22.4 | |
| TSMSupervision=Weak, Feature=I3D2021.03 | 28.3 | 17 | 3.5 | 17.1 | — | |
| TSMSupervision level=Weak Video-level, Training iterations=Single2021.04 | 28.3 | 17 | 3.5 | — | 17.1 | |
| AutoLocSupervision=Weak, Feature=UNT2021.03 | 27.3 | 15.1 | 3.3 | 16 | — | |
| AutolocSupervision level=Weak Video-level, Training iterations=Single2021.04 | 27.3 | 15.1 | 3.3 | — | 16 | |
| UntrimmedNetSupervision=Weak, Feature=UNT2021.03 | 7.4 | 3.2 | 0.7 | 3.6 | — | |
| U-NetsSupervision level=Weak Video-level, Training iterations=Single2021.04 | 7.4 | 3.2 | 0.7 | — | 3.6 |