Metric: Average mAP (higher is better)
| # | Model↕ | Average mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TriDet (VideoMAEv2) | 37.5 | No | Temporal Action Localization with Enhanced Insta... | 2023-09-11 | Code |
| 2 | DualDETR (I3D-rgb) | 32.64 | No | Dual DETRs for Multi-Label Temporal Action Detec... | 2024-03-31 | - |
| 3 | TriDet (I3D-rgb) | 30.7 | No | Temporal Action Localization with Enhanced Insta... | 2023-09-11 | Code |
| 4 | TemporalMaxer | 29.9 | No | TemporalMaxer: Maximize Temporal Context with on... | 2023-03-16 | Code |
| 5 | PointTAD | 23.5 | No | PointTAD: Multi-Label Temporal Action Detection ... | 2022-10-20 | Code |
| 6 | PDAN | 17.3 | No | - | - | Code |
| 7 | MS-TCT | 16.2 | No | MS-TCT: Multi-Scale Temporal ConvTransformer for... | 2021-12-07 | Code |
| 8 | MLAD | 14.2 | No | Modeling Multi-Label Action Dependencies for Tem... | 2021-03-04 | Code |