Temporal Action Localization on THUMOS 2014 (50:50)
58mAP@0.3MGCA-Net
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MGCA-NetVenue=-, Prompt Tuning=false, Text Feature=CLIP-B2025.11 | 58 | 51.6 | 42.6 | 33 | 21.5 | 41.3 | |
| Ti-FADVenue=NeurIPS’24, Prompt Tuning=false, Text Feature=CLIP-B2025.11 | 57 | 51.4 | 43.3 | 33 | 21.2 | 41.2 | |
| ZEETADVenue=WACV’24, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 45.2 | 38.8 | 30.8 | 22.5 | 13.7 | 30.2 | |
| ConTransData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 44.5 | 36.3 | 26.8 | 15.7 | 8.8 | 27.2 | |
| GAPData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 44.2 | 36 | 27.1 | 15.1 | 8 | 26.1 | |
| STOV-TALVenue=WACV’25, Prompt Tuning=false, Text Feature=CLIP-B2025.11 | 44.2 | 35.7 | 25.7 | 16.5 | 8 | 26 | |
| OVFormerVenue=BMVC’24, Prompt Tuning=false, Text Feature=DINOv22025.11 | 42.8 | 37.3 | 30.6 | 23.5 | 15.9 | 30.5 | |
| mProTEAData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 41.2 | 36.3 | 26.3 | 16.8 | 8.4 | 26.1 | |
| mProTEAVenue=TCSVT’24, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 41.2 | 36.3 | 26.3 | 16.8 | 8.4 | 26.1 | |
| GRIZALData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 40 | — | 25 | — | 9.1 | 25.2 | |
| STALEData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 38.3 | 30.7 | 21.2 | 13.8 | 7 | 22.2 | |
| STABLEVenue=ECCV’22, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 38.3 | 30.7 | 21.2 | 13.8 | 7 | 22.2 | |
| DeTALVenue=TPAMI’24, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 38.3 | 32.3 | 24.4 | 16.3 | 9 | 24.1 | |
| EffPromptData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 37.2 | 29.6 | 21.6 | 14 | 7.2 | 21.9 | |
| Eff-PromptVenue=ECCV’22, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 37.2 | 29.6 | 21.6 | 14 | 7.2 | 21.9 | |
| B-IData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 27.2 | 21.3 | 15.3 | 9.7 | 4.8 | 15.7 | |
| B-IVenue=-, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 27.2 | 21.3 | 15.3 | 9.7 | 4.8 | 15.7 | |
| B-IIData split Train:Test=50:50, Protocol=Zero-shot, Setting=Open-set2026.05 | 21 | 16.4 | 11.2 | 6.3 | 3.2 | 11.6 | |
| B-IIVenue=-, Prompt Tuning=true, Text Feature=CLIP-B2025.11 | 21 | 16.4 | 11.2 | 6.3 | 3.2 | 11.6 |