Metric: Mean mAP (higher is better)
| # | Model↕ | Mean mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SAL | 30.8 | No | - | - | Code |
| 2 | AICL | 29.9 | No | - | - | Code |
| 3 | AFPS | 29.9 | No | - | - | Code |
| 4 | CASE | 27.9 | No | Revisiting Foreground and Background Separation ... | 2023-12-21 | Code |
| 5 | LACP | 26.8 | No | Learning Action Completeness from Points for Wea... | 2021-08-11 | Code |
| 6 | P-MIL | 26.5 | No | Proposal-Based Multiple Instance Learning for We... | 2023-05-29 | Code |
| 7 | CoLA | 26.1 | No | CoLA: Weakly-Supervised Temporal Action Localiza... | 2021-03-30 | Code |
| 8 | D2-Net | 26 | No | D2-Net: Weakly-Supervised Action Localization vi... | 2020-12-11 | Code |
| 9 | Lee et al. | 25.9 | No | Weakly-supervised Temporal Action Localization b... | 2020-06-12 | Code |
| 10 | ASL | 25.8 | No | Weakly Supervised Action Selection Learning in V... | 2021-05-06 | Code |
| 11 | DGAM | 24.4 | No | Weakly-Supervised Action Localization by Generat... | 2020-03-27 | Code |
| 12 | SF-Net | 22.8 | No | SF-Net: Single-Frame Supervision for Temporal Ac... | 2020-03-15 | Code |
| 13 | 3C-Net | 21.7 | No | 3C-Net: Category Count and Center Loss for Weakl... | 2019-08-22 | Code |