Temporal Action Detection on THUMOS 75% Seen / 25% Unseen 14
73.9mAP@0.3DFAlign
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DFAlign2026.04 | 73.9 | 67.1 | 57.8 | 45.1 | 30.6 | 54.9 | |
| PDA2026.03 | 70.5 | 63.8 | 54.6 | 43.1 | 28.3 | 52.1 | |
| Ti-FAD2026.03 | 64 | 58.5 | 49.7 | 37.7 | 24.1 | 46.8 | |
| Ti-FAD2026.04 | 64 | 58.5 | 49.7 | 37.7 | 24.1 | 46.8 | |
| ZEETAD2026.03 | 61.4 | 53.9 | 44.7 | 34.5 | 20.5 | 43.2 | |
| ZEETAD2026.04 | 61.4 | 53.9 | 44.7 | 34.5 | 20.5 | 43.2 | |
| STOV2026.03 | 59.5 | — | 37.5 | — | 12.5 | 36.9 | |
| STOV2026.04 | 59.5 | — | 37.5 | — | 12.5 | 36.9 | |
| CSP2026.03 | 42.7 | 35.5 | 26.4 | 18.5 | 12 | 27 | |
| CSP2026.04 | 42.7 | 35.5 | 26.4 | 18.5 | 12 | 27 | |
| STALE2026.03 | 40.5 | 32.3 | 23.5 | 15.3 | 7.6 | 23.8 | |
| STALE2026.04 | 40.5 | 32.3 | 23.5 | 15.3 | 7.6 | 23.8 | |
| DeTAL2026.03 | 39.8 | 33.6 | 25.9 | 17.4 | 9.9 | 25.3 | |
| DeTAL2026.04 | 39.8 | 33.6 | 25.9 | 17.4 | 9.9 | 25.3 | |
| EffPrompt2026.03 | 39.7 | 31.6 | 23 | 14.9 | 7.5 | 23.3 | |
| EffPrompt2026.04 | 39.7 | 31.6 | 23 | 14.9 | 7.5 | 23.3 | |
| DiGITAdapted from closed-set TAD=true2026.03 | 29 | 25.2 | 20.5 | 14.3 | 7 | 19.2 | |
| DiGIT*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 29 | 25.2 | 20.5 | 14.3 | 7 | 19.2 | |
| DyFADetAdapted from closed-set TAD=true2026.03 | 27.6 | 23.9 | 19.4 | 13.8 | 6.7 | 18.3 | |
| DyFADet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 27.6 | 23.9 | 19.4 | 13.8 | 6.7 | 18.3 | |
| TriDetAdapted from closed-set TAD=true2026.03 | 25.9 | 22.5 | 18.2 | 13.1 | 6.2 | 17.2 | |
| TriDet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 25.9 | 22.5 | 18.2 | 13.1 | 6.2 | 17.2 |