Temporal Action Localization on ActivityNet 1.2 (test)
48.3mAP@0.5distillation-collaboration framework
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| distillation-collaboration frameworkFeature=I3D+CLIP2022.12 | 48.3 | 29.3 | 6.1 | 29.6 | |
| CASE2023.12 | 45.8 | 27.2 | 6.7 | 27.9 | |
| DELUFeature=I3D+CLIP, Fusion=Feature Concatenation2022.12 | 45.6 | 27.5 | 5.8 | 27.8 | |
| DELUFeature=I3D+CLIP, Fusion=Feature Average2022.12 | 44.9 | 26.9 | 5.6 | 27.2 | |
| CO2-NetFeature=I3D+CLIP, Fusion=Feature Concatenation2022.12 | 44.7 | 26.9 | 5.8 | 27.4 | |
| CO2-NetFeature=I3D+CLIP, Fusion=Feature Average2022.12 | 44.3 | 26.6 | 5.4 | 26.9 | |
| DELUFeature=I3D2022.12 | 44.2 | 26.7 | 5.4 | 26.9 | |
| DELU2023.12 | 44.2 | 26.7 | 5.4 | 26.9 | |
| CO2-NetFeature=I3D2022.12 | 43.3 | 26.3 | 5.2 | 26.4 | |
| COLA2023.12 | 42.7 | 25.7 | 5.8 | 26.1 | |
| D2-NetFeature=I3D2022.12 | 42.3 | 25.5 | 5.8 | 26 | |
| D2-Net2023.12 | 42.3 | 25.5 | 5.8 | 26 | |
| D2-NetSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 42.3 | 25.5 | 5.8 | 26 | |
| ACGNetFeature=I3D2022.12 | 41.8 | 26 | 5.9 | 26.1 | |
| ACGNet2023.12 | 41.8 | 26 | 5.9 | 26.1 | |
| SSNSupervision Type=Strongly-supervised2020.12 | 41.3 | 27 | 6.1 | 26.6 | |
| UMFeature=I3D2022.12 | 41.2 | 25.6 | 6 | 25.9 | |
| WUM2023.12 | 41.2 | 25.6 | 6 | 25.9 | |
| UMSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 41.2 | 25.6 | 6 | 25.9 | |
| DGAMFeature=I3D2022.12 | 41 | 23.5 | 5.3 | 24.4 | |
| DGAMSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 41 | 23.5 | 5.3 | 24.4 | |
| ASL2023.12 | 40.2 | — | — | 25.8 | |
| ASLSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 40.2 | — | — | 25.8 | |
| BasNetFeature=I3D2022.12 | 38.5 | 24.2 | 5.6 | 24.3 | |
| BaS-Net2023.12 | 38.5 | 24.2 | 5.6 | 24.3 | |
| BaS-NetSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 38.5 | 24.2 | 5.6 | 24.3 | |
| TSCNFeature=I3D2022.12 | 37.6 | 23.7 | 5.7 | 23.6 | |
| RPN2023.12 | 37.6 | 23.9 | 5.4 | 23.3 | |
| TSCN2023.12 | 37.6 | 23.7 | 5.7 | 23.6 | |
| EM-MIL2023.12 | 37.4 | — | — | 20.3 | |
| EM-MILSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 37.4 | — | — | 20.3 | |
| 3C-NetSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 37.2 | — | — | 21.7 | |
| CleanNetFeature=I3D2022.12 | 37.1 | 20.3 | 5 | 21.6 | |
| CMCSFeature=I3D2022.12 | 36.8 | 22 | 5.6 | 22.4 | |
| CMCSSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 36.8 | 22 | 5.6 | 22.4 | |
| DMLSupervision Type=Weakly-supervised, Backbone=I3D2020.12 | 35.2 | — | — | — |