Temporal Action Localization on ActivityNet 1.3 (val test)
54.7mAP@0.5AFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AFormerSupervision=Fully (TAL)2025.04 | 54.7 | 37.8 | 8.4 | 36.6 | |
| TriDetSupervision=Fully (TAL)2025.04 | 54.7 | 38 | 8.4 | 36.8 | |
| ReActSupervision=Fully (TAL)2025.04 | 49.6 | 33 | 8.6 | 32.6 | |
| PseudoFormerSupervision=Weakly (WTAL)2025.04 | 46.9 | 28.6 | 6.5 | 29 | |
| TRAboundary adjustment=true2026.02 | 45.3 | 27.4 | 6.8 | 28 | |
| PivoTALSupervision=Weakly (WTAL)2025.04 | 45.1 | 28.2 | 5 | 28.1 | |
| TRAboundary adjustment=false2026.02 | 43.9 | 26.4 | 6.5 | 27.1 | |
| A2NetSupervision=Fully (TAL)2025.04 | 43.6 | 28.7 | 3.7 | 27.8 | |
| HR-Proboundary adjustment=true2026.02 | 42.8 | 27.2 | 8 | 27.1 | |
| PMILSupervision=Weakly (WTAL)2025.04 | 41.8 | 25.4 | 5.2 | 25.5 | |
| Li et al.Supervision=Weakly (WTAL)2025.04 | 41.8 | 26 | 6 | 26 | |
| SNPRboundary adjustment=false2026.02 | 41.3 | 30.9 | 4.8 | 26.5 | |
| CO2-NetSupervision=Weakly (WTAL)2025.04 | 40.8 | 25.6 | 5.7 | 25.6 | |
| DELUSupervision=Weakly (WTAL)2025.04 | 40.8 | 26.1 | 6 | 25.8 | |
| DDG-NetSupervision=Weakly (WTAL)2025.04 | 40.6 | 26 | 6.1 | 25.7 | |
| LACPboundary adjustment=false2026.02 | 40.4 | 24.6 | 5.7 | 25.1 | |
| CRRCboundary adjustment=false2026.02 | 39.8 | 24.1 | 5.9 | 24 | |
| AAPLboundary adjustment=false2026.02 | 39.6 | 24.3 | 5.6 | 24.7 | |
| ISSFSupervision=Weakly (WTAL)2025.04 | 39.4 | 25.8 | 6.4 | 25.8 |