Temporal Action Detection on ActivityNet 75% Seen / 25% Unseen v1.3
56.3mAP @ IoU=0.5DFAlign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DFAlign2026.04 | 56.3 | 37.3 | 9.5 | 37.1 | |
| PDA2026.03 | 56.2 | 37.8 | 8.6 | 37.4 | |
| Ti-FAD2026.03 | 53.8 | 34.8 | 7 | 34.7 | |
| Ti-FAD2026.04 | 53.8 | 34.8 | 7 | 34.7 | |
| STOV2026.03 | 52 | 30.6 | — | 30.1 | |
| STOV2026.04 | 52 | 30.6 | — | 30.1 | |
| ZEETAD2026.03 | 51 | 33.4 | 5.9 | 32.5 | |
| ZEETAD2026.04 | 51 | 33.4 | 5.9 | 32.5 | |
| CSP2026.03 | 41.1 | 28.8 | 7.4 | 28.1 | |
| CSP2026.04 | 41.1 | 28.8 | 7.4 | 28.1 | |
| DeTAL2026.03 | 39.3 | 26.4 | 5 | 25.8 | |
| DeTAL2026.04 | 39.3 | 26.4 | 5 | 25.8 | |
| STALE2026.03 | 38.2 | 25.2 | 6 | 24.9 | |
| STALE2026.04 | 38.2 | 25.2 | 6 | 24.9 | |
| EffPrompt2026.03 | 37.6 | 22.9 | 3.8 | 23.1 | |
| EffPrompt2026.04 | 37.6 | 22.9 | 3.8 | 23.1 | |
| DiGITAdapted from closed-set TAD=true2026.03 | 32.2 | 19.7 | 2.9 | 18.8 | |
| DiGIT*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 32.2 | 19.7 | 2.9 | 18.8 | |
| DyFADetAdapted from closed-set TAD=true2026.03 | 28.9 | 17.6 | 2.5 | 17.1 | |
| DyFADet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 28.9 | 17.6 | 2.5 | 17.1 | |
| TriDetAdapted from closed-set TAD=true2026.03 | 25.5 | 15.2 | 2 | 15.3 | |
| TriDet*adaptation=closed-set TAD adapted to OV-TAD2026.04 | 25.5 | 15.2 | 2 | 15.3 |