Temporal Action Detection on HACS segment (test)
64mAP@0.5DyFADet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DyFADetBackbone=VM2-g2024.07 | 64 | 44.8 | 14.1 | 44.3 | |
| DyFADetHead Type=Anchor-free, Feature=VideoMAEv2-g2025.05 | 64 | 44.8 | 14.1 | 44.3 | |
| ActionMambaHead Type=Anchor-free, Feature=InternVideo22025.05 | 64 | 45.7 | 13.3 | 44.6 | |
| ActionFormerHead Type=Anchor-free, Feature=InternVideo22025.05 | 62.6 | 44.6 | 12.7 | 43.3 | |
| TriDetBackbone=VM2-g2024.07 | 62.4 | 44.1 | 13.1 | 43.1 | |
| TriDetHead Type=Anchor-free, Feature=VideoMAEv2-g2025.05 | 62.4 | 44.1 | 13.1 | 43.1 | |
| DiGITHead Type=Query-based, Feature=InternVideo2, NMS=true2025.05 | 62.4 | 47.9 | 17.6 | 45.9 | |
| DiGITHead Type=Query-based, Feature=InternVideo2, NMS=false2025.05 | 61.1 | 47.5 | 17.8 | 45.5 | |
| TE-TADHead Type=Query-based, Feature=InternVideo22025.05 | 60.4 | 45.6 | 16.5 | 44.1 | |
| DyFADetBackbone=SlowFast2024.07 | 57.8 | 39.8 | 11.8 | 39.2 | |
| DyFADetHead Type=Anchor-free, Feature=SlowFast2025.05 | 57.8 | 39.8 | 11.8 | 39.2 | |
| TriDetBackbone=SlowFast2024.07 | 56.7 | 39.3 | 11.7 | 38.6 | |
| TriDetHead Type=Anchor-free, Feature=SlowFast2025.05 | 56.7 | 39.3 | 11.7 | 38.6 | |
| TALLFormerBackbone=Swin2024.07 | 55 | 36.1 | 11.8 | 36.5 | |
| TALLFormerHead Type=Anchor-free, Feature=Swin-B2025.05 | 55 | 36.1 | 11.8 | 36.5 | |
| TadTR + OursHead Type=Query-based, Feature=InternVideo2, Components=MDGE + CAID2025.05 | 55 | 40 | 13.8 | 39 | |
| ActionFormerBackbone=SlowFast2024.07 | 54.9 | 36.9 | 9.5 | 36.4 | |
| TriDetHead Type=Anchor-free, Feature=I3D2025.05 | 54.5 | 36.8 | 11.5 | 36.8 | |
| TadTRHead Type=Query-based, Feature=InternVideo22025.05 | 54.2 | 38.8 | 12.8 | 37.8 | |
| TCANetBackbone=SlowFast2024.07 | 54.1 | 37.2 | 11.3 | 36.8 | |
| TCANetHead Type=Anchor-based, Feature=SlowFast2025.05 | 54.1 | 37.2 | 11.3 | 36.8 | |
| BMNBackbone=SlowFast2024.07 | 52.5 | 36.4 | 10.4 | 35.8 | |
| BMNHead Type=Anchor-based, Feature=SlowFast2025.05 | 52.5 | 36.4 | 10.4 | 35.8 | |
| TadTRBackbone=I3D2024.07 | 47.1 | 32.1 | 10.9 | 32.1 | |
| TadTRHead Type=Query-based, Feature=I3D2025.05 | 47.1 | 32.1 | 10.9 | 32.1 | |
| G-TADBackbone=I3D2024.07 | 41.1 | 27.6 | 8.3 | 27.5 | |
| G-TADHead Type=Anchor-based, Feature=I3D2025.05 | 41.1 | 27.6 | 8.3 | 27.5 | |
| LoFiBackbone=TSM2024.07 | 37.8 | 24.4 | 7.3 | 24.6 | |
| SSNBackbone=I3D2024.07 | 28.8 | 18.8 | 5.3 | 19 | |
| SSNHead Type=Anchor-based, Feature=I3D2025.05 | 28.8 | 18.8 | 5.3 | 19 |