Metric: mAP IOU@0.95 (higher is better)
| # | Model↕ | mAP IOU@0.95▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RDFA-S6 (InternVideo2-6B) | 7.6 | No | Enhancing Temporal Action Localization: Advanced... | 2024-07-18 | Code |
| 2 | ActionMamba(InternVideo2-6B) | 6.79 | No | Video Mamba Suite: State Space Model as a Versat... | 2024-03-14 | Code |
| 3 | DyFADet (VideoMAE v2-g) | 5.9 | No | DyFADet: Dynamic Feature Aggregation for Tempora... | 2024-07-03 | Code |
| 4 | VideoMAE V2-g | 5.07 | Yes | VideoMAE V2: Scaling Video Masked Autoencoders w... | 2023-03-29 | Code |
| 5 | ASL | 3.3 | No | Weakly Supervised Action Selection Learning in V... | 2021-05-06 | Code |
| 6 | BMN (i3d feaure) | 3.12 | No | BMN: Boundary-Matching Network for Temporal Acti... | 2019-07-23 | Code |
| 7 | G-TAD (i3d feature) | 3.06 | No | G-TAD: Sub-Graph Localization for Temporal Actio... | 2019-11-26 | Code |
| 8 | DBG (i3d feature) | 2.5 | No | Fast Learning of Temporal Action Proposal via De... | 2019-11-11 | Code |
| 9 | HAAN | 1.14 | No | Weakly-Supervised Temporal Action Detection for ... | 2022-07-24 | Code |
| 10 | W-TALC | 0.83 | No | W-TALC: Weakly-supervised Temporal Activity Loca... | 2018-07-27 | Code |
| 11 | D2-Net | 0.82 | No | D2-Net: Weakly-Supervised Action Localization vi... | 2020-12-11 | Code |