Temporal Activity Localization on ActivityNet 1.3 (test)
54.7mAP@0.5ActionFormer
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ActionFormerBackbone=R(2+1)D2023.09 | 54.7 | — | — | — | — | 37.8 | — | — | — | 8.4 | 36.6 | |
| TriDetBackbone=R(2+1)D2023.09 | 54.7 | — | — | — | — | 38 | — | — | — | 8.4 | 36.8 | |
| TCANet+BMNBackbone=SlowFast2023.09 | 54.3 | — | — | — | — | 39.1 | — | — | — | 8.4 | 37.6 | |
| TALLFormerBackbone=Swin2023.09 | 54.1 | — | — | — | — | 36.2 | — | — | — | 7.9 | 35.6 | |
| PBRNetBackbone=I3D2023.09 | 54 | — | — | — | — | 35 | — | — | — | 9 | 35 | |
| TadTRBackbone=R(2+1)D2023.09 | 53.6 | — | — | — | — | 37.5 | — | — | — | 10.5 | 36.8 | |
| AFSDBackbone=I3D2023.09 | 52.4 | — | — | — | — | 35.2 | — | — | — | 6.5 | 34.3 | |
| VSGNBackbone=I3D2023.09 | 52.3 | — | — | — | — | 35.2 | — | — | — | 8.3 | 34.7 | |
| TCANet+BMNBackbone=TSN2023.09 | 52.3 | — | — | — | — | 36.7 | — | — | — | 6.9 | 35.5 | |
| TadTRBackbone=TSN2023.09 | 51.3 | — | — | — | — | 35 | — | — | — | 9.5 | 34.6 | |
| G-TADBackbone=TSN2023.09 | 50.4 | — | — | — | — | 34.6 | — | — | — | 9 | 34.1 | |
| BMNBackbone=TSN2023.09 | 50.1 | — | — | — | — | 34.8 | — | — | — | 8.3 | 33.9 | |
| ReActBackbone=TSN2023.09 | 49.6 | — | — | — | — | 33 | — | — | — | 8.6 | 32.6 | |
| PGCNBackbone=I3D2023.09 | 48.3 | — | — | — | — | 33.2 | — | — | — | 3.3 | 31.1 | |
| A2CL-PTSupervision=Weak2020.07 | 36.8 | 33.6 | 30.8 | 27.8 | 24.9 | 22 | 18.1 | 14.9 | 10.2 | 5.2 | 22.5 | |
| Nguyen et al.Supervision=Weak (with additional annotations)2020.07 | 36.4 | — | — | — | — | 19.2 | — | — | — | 2.9 | — | |
| BaS-NetSupervision=Weak2020.07 | 34.5 | — | — | — | — | 22.5 | — | — | — | 4.9 | 22.2 | |
| Liu et al.Supervision=Weak (with additional annotations)2020.07 | 34 | — | — | — | — | 20.9 | — | — | — | 5.7 | 21.2 | |
| MAANSupervision=Weak2020.07 | 33.7 | — | — | — | — | 21.9 | — | — | — | 5.5 | — | |
| STARSupervision=Weak (with additional annotations)2020.07 | 31.1 | — | — | — | — | 18.8 | — | — | — | 4.7 | — | |
| STPNSupervision=Weak2020.07 | 29.3 | — | — | — | — | 16.9 | — | — | — | 2.6 | — |