Metric: mAP@0.75 (higher is better)
| # | Model↕ | mAP@0.75▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RDFA-S6 (InternVideo2-6B) | 47.2 | No | Enhancing Temporal Action Localization: Advanced... | 2024-07-18 | Code |
| 2 | ActionMamba(InternVideo2-6B) | 45.71 | No | Video Mamba Suite: State Space Model as a Versat... | 2024-03-14 | Code |
| 3 | DyFADet(VideoMAEv2) | 44.8 | No | DyFADet: Dynamic Feature Aggregation for Tempora... | 2024-07-03 | Code |
| 4 | TriDet (VideoMAEv2) | 44.1 | No | Temporal Action Localization with Enhanced Insta... | 2023-09-11 | Code |
| 5 | TriDet (SlowFast) | 39.3 | No | TriDet: Temporal Action Detection with Relative ... | 2023-03-13 | Code |
| 6 | TriDet (I3D RGB) | 36.8 | No | TriDet: Temporal Action Detection with Relative ... | 2023-03-13 | Code |
| 7 | TadTr (I3D RGB) | 32.11 | No | End-to-end Temporal Action Detection with Transf... | 2021-06-18 | Code |
| 8 | LoFi+G-TAD (RGB, RN18) | 24.4 | No | - | - | - |
| 9 | SSN | 18.8 | No | HACS: Human Action Clips and Segments Dataset fo... | 2017-12-26 | Code |