Temporal Action Detection on THUMOS 50% Seen / 50% Unseen 14
69.6mAP@0.3DFAlign
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DFAlign2026.04 | 69.6 | 63 | 54.1 | 42.8 | 29.4 | 51.8 | |
| PDA2026.03 | 65.4 | 57.2 | 49.7 | 37.9 | 24.3 | 46.9 | |
| Ti-FAD2026.03 | 57 | 51.4 | 43.3 | 33 | 21.2 | 41.2 | |
| Ti-FAD2026.04 | 57 | 51.4 | 43.3 | 33 | 21.2 | 41.2 | |
| STOV2026.03 | 56.3 | — | 34.4 | — | 11.3 | 34 | |
| STOV2026.04 | 56.3 | — | 34.4 | — | 11.3 | 34 | |
| ZEETAD2026.03 | 45.2 | 38.8 | 30.8 | 22.5 | 13.7 | 30.2 | |
| ZEETAD2026.04 | 45.2 | 38.8 | 30.8 | 22.5 | 13.7 | 30.2 | |
| CSP2026.03 | 41.2 | 33.4 | 24.8 | 17.3 | 10.9 | 25.5 | |
| CSP2026.04 | 41.2 | 33.4 | 24.8 | 17.3 | 10.9 | 25.5 | |
| STALE2026.03 | 38.3 | 30.7 | 21.2 | 13.8 | 7 | 22.2 | |
| DeTAL2026.03 | 38.3 | 32.3 | 24.4 | 16.3 | 9 | 24.1 | |
| STALE2026.04 | 38.3 | 30.7 | 21.2 | 13.8 | 7 | 22.2 | |
| DeTAL2026.04 | 38.3 | 32.3 | 24.4 | 16.3 | 9 | 24.1 | |
| EffPrompt2026.03 | 37.2 | 29.6 | 21.6 | 14 | 7.2 | 21.9 | |
| EffPrompt2026.04 | 37.2 | 29.6 | 21.6 | 14 | 7.2 | 21.9 | |
| DiGITAdapted from closed-set TAD=true2026.03 | 19.1 | 16.2 | 13.5 | 10.3 | 6.1 | 13 | |
| DiGIT*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 19.1 | 16.2 | 13.5 | 10.3 | 6.1 | 13 | |
| DyFADetAdapted from closed-set TAD=true2026.03 | 17.5 | 14.9 | 12.2 | 9.2 | 5.7 | 11.9 | |
| DyFADet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 17.5 | 14.9 | 12.2 | 9.2 | 5.7 | 11.9 | |
| TriDetAdapted from closed-set TAD=true2026.03 | 15.2 | 13.2 | 10.8 | 7.9 | 5.2 | 10.5 | |
| TriDet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 15.2 | 13.2 | 10.8 | 7.9 | 5.2 | 10.5 |