Temporal Action Detection on ActivityNet
35.1Average mAPmid-resolution baseline detector
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| mid-resolution baseline detectorEncoder=SF R50, Optical Flow=false, End-to-End Training=true2022.04 | 35.1 | 50.47 | 35.99 | 10.83 | |
| OursEnd-to-End=true, Uses Optical Flow=false, FLOPs=62G, Latency=63ms2022.04 | 35.1 | — | — | — | |
| VSGNEncoder=TSN, Optical Flow=true, End-to-End Training=false2022.04 | 35.07 | 52.38 | 36.01 | 8.37 | |
| PBRNetEncoder=I3D, Optical Flow=true, End-to-End Training=true2022.04 | 35.01 | 53.96 | 34.97 | 8.98 | |
| AFSDEncoder=I3D, Optical Flow=true, End-to-End Training=true2022.04 | 34.39 | 52.38 | 35.27 | 6.47 | |
| AFSDEnd-to-End=true, Uses Optical Flow=true, FLOPs=499G, Latency=291ms2022.04 | 34.39 | — | — | — | |
| GTANEncoder=P3D, Optical Flow=false, End-to-End Training=true2022.04 | 34.31 | 52.61 | 34.14 | 8.91 | |
| BC-GNNEncoder=TSN, Optical Flow=true, End-to-End Training=false2022.04 | 34.26 | 50.56 | 34.75 | 9.37 | |
| G-TADEncoder=TSN, Optical Flow=true, End-to-End Training=false2022.04 | 34.09 | 50.36 | 34.6 | 9.02 | |
| MUSESEncoder=I3D, Optical Flow=true, End-to-End Training=false2022.04 | 33.99 | 50.02 | 34.97 | 6.57 | |
| BMNEncoder=TSN, Optical Flow=true, End-to-End Training=false2022.04 | 33.85 | 50.07 | 34.7 | 8.29 | |
| AFSD-RGBEncoder=I3D, Optical Flow=false, End-to-End Training=true2022.04 | 32.9 | — | — | — | |
| P-GCNEncoder=I3D, Optical Flow=true, End-to-End Training=false2022.04 | 31.11 | 48.26 | 33.16 | 3.27 | |
| BSNEncoder=TSN, Optical Flow=true, End-to-End Training=false2022.04 | 30.03 | 46.45 | 29.96 | 8.02 | |
| A2NetEncoder=I3D, Optical Flow=true, End-to-End Training=false2022.04 | 27.75 | 43.55 | 28.69 | 3.7 | |
| CDCEncoder=C3D, Optical Flow=false, End-to-End Training=true2022.04 | 23.8 | 45.3 | 26 | 0.2 | |
| TAL-NetEncoder=I3D, Optical Flow=true, End-to-End Training=false2022.04 | 20.22 | 38.23 | 18.3 | 1.3 | |
| R-C3DEncoder=C3D, Optical Flow=false, End-to-End Training=true2022.04 | — | 26.8 | — | — |