Metric: mAP@0.5:0.95 (higher is better)
| # | Model↕ | mAP@0.5:0.95▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SAL | 28.8 | No | - | - | Code |
| 2 | PivoTAL | 28.1 | No | - | - | - |
| 3 | AICL | 27.6 | No | - | - | Code |
| 4 | AFPS | 27.3 | No | - | - | Code |
| 5 | CASE | 26.8 | No | Revisiting Foreground and Background Separation ... | 2023-12-21 | Code |
| 6 | TSN | 26.3 | No | - | - | - |
| 7 | ProCL | 26.1 | No | Weakly-Supervised Temporal Action Localization b... | 2022-06-22 | Code |
| 8 | P-MIL | 25.5 | No | Proposal-Based Multiple Instance Learning for We... | 2023-05-29 | Code |
| 9 | LACP | 25.1 | No | Learning Action Completeness from Points for Wea... | 2021-08-11 | Code |
| 10 | ACM-Net | 24.6 | No | ACM-Net: Action Context Modeling Network for Wea... | 2021-04-07 | Code |
| 11 | Lee et al. | 23.7 | No | Weakly-supervised Temporal Action Localization b... | 2020-06-12 | Code |
| 12 | A2CL-PT | 22.5 | No | Adversarial Background-Aware Loss for Weakly-sup... | 2020-07-13 | Code |
| 13 | BaS-Net | 22.2 | No | Background Suppression Network for Weakly-superv... | 2019-11-22 | Code |
| 14 | CMCS | 21.2 | No | - | - | Code |