Temporal Action Detection on MultiThumos (mAP@0.3, 0.5, 0.7)
46.6Average mAPMambaTAD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MambaTADE2E=true, Features=VM-H2025.11 | 46.6 | 64.2 | 53.3 | 34.7 | |
| MambaTADE2E=false, Features=IV62025.11 | 45.4 | 63.9 | 52.3 | 31.4 | |
| MambaTADE2E=true, Features=VM-L2025.11 | 45.3 | 62.9 | 52.1 | 32.8 | |
| ADSFormerE2E=false, Features=VM22025.11 | 44.1 | 61.3 | 51 | 31.7 | |
| ActionFormer*E2E=false, Features=IV62025.11 | 44 | 62.6 | 50.9 | 29.9 | |
| MambaTADE2E=true, Features=VM-B2025.11 | 43.1 | 60.1 | 49.2 | 31 | |
| ActionFormer*E2E=false, Features=VM22025.11 | 42.3 | 60.8 | 48.7 | 28 | |
| MambaTADE2E=true, Features=VM-S2025.11 | 42.2 | 59.2 | 47.7 | 29.7 | |
| TriDetE2E=false, Features=VM22025.11 | 37.5 | — | 42.7 | 24.3 | |
| MambaTADE2E=false, Features=I3D2025.11 | 35.9 | 50.2 | 40.4 | 24.1 | |
| ADSFormerE2E=false, Features=I3D2025.11 | 35.6 | 52.2 | 40.6 | 21.9 | |
| DualDERTE2E=false, Features=I3D2025.11 | 32.6 | 47.4 | 35.2 | 20.2 | |
| TriDetE2E=false, Features=I3D2025.11 | 30.7 | — | 34.3 | — | |
| TemporalMaxerE2E=false, Features=I3D2025.11 | 29.9 | — | 33.4 | 17.4 | |
| ActionFormerE2E=false, Features=I3D2025.11 | 28.6 | 44.5 | 32.4 | 15 | |
| TadTRE2E=false, Features=I3D2025.11 | 27.4 | 41.1 | 29.1 | — | |
| PointTADE2E=false, Features=I3D2025.11 | 23.5 | 35.8 | 24.9 | 12 | |
| MS-TCTE2E=false, Features=I3D2025.11 | 16.2 | — | — | — | |
| AFSDE2E=false, Features=I3D2025.11 | 14.7 | 23.6 | 14 | — | |
| BSN+P-GCNE2E=false, Features=I3D2025.11 | 10 | 16.7 | 8.5 | — |