Temporal Action Detection on ActivityNet v1.3 (50% Seen 50% Unseen)
53.3mAP@0.50DFAlign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DFAlign2026.04 | 53.3 | 35.5 | 7.9 | 35.7 | |
| PDA2026.03 | 53.1 | 35.3 | 7.7 | 34.6 | |
| Ti-FAD2026.03 | 50.6 | 32.2 | 5.2 | 32 | |
| Ti-FAD2026.04 | 50.6 | 32.2 | 5.2 | 32 | |
| STOV2026.03 | 48.4 | 28.7 | — | 27.9 | |
| STOV2026.04 | 48.4 | 28.7 | — | 27.9 | |
| ZEETAD2026.03 | 39.2 | 25.7 | 3.1 | 24.9 | |
| ZEETAD2026.04 | 39.2 | 25.7 | 3.1 | 24.9 | |
| CSP2026.03 | 38.4 | 26.4 | 5.2 | 25.7 | |
| CSP2026.04 | 38.4 | 26.4 | 5.2 | 25.7 | |
| DeTAL2026.03 | 34.4 | 23 | 4 | 22.4 | |
| DeTAL2026.04 | 34.4 | 23 | 4 | 22.4 | |
| STALE2026.03 | 32.1 | 20.7 | 5.9 | 20.5 | |
| STALE2026.04 | 32.1 | 20.7 | 5.9 | 20.5 | |
| EffPrompt2026.03 | 32 | 19.3 | 2.9 | 19.6 | |
| EffPrompt2026.04 | 32 | 19.3 | 2.9 | 19.6 | |
| DiGITAdapted from closed-set TAD=true2026.03 | 27.5 | 17.3 | 2.3 | 16 | |
| DiGIT*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 27.5 | 17.3 | 2.3 | 16 | |
| DyFADetAdapted from closed-set TAD=true2026.03 | 23.8 | 14.2 | 1.8 | 13.6 | |
| DyFADet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 23.8 | 14.2 | 1.8 | 13.6 | |
| TriDetAdapted from closed-set TAD=true2026.03 | 19.1 | 11.5 | 1.1 | 11.4 | |
| TriDet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 19.1 | 11.5 | 1.1 | 11.4 |