Metric: mAP@0.5 (higher is better)
| # | Model↕ | mAP@0.5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PivoTAL | 45.1 | No | - | - | - |
| 2 | SAL | 44.5 | No | - | - | Code |
| 3 | AICL | 44.2 | No | - | - | Code |
| 4 | AFPS | 43.9 | No | - | - | Code |
| 5 | CASE | 43.2 | No | Revisiting Foreground and Background Separation ... | 2023-12-21 | Code |
| 6 | TSN | 41.8 | No | - | - | - |
| 7 | P-MIL | 41.8 | No | Proposal-Based Multiple Instance Learning for We... | 2023-05-29 | Code |
| 8 | LACP | 40.4 | No | Learning Action Completeness from Points for Wea... | 2021-08-11 | Code |
| 9 | ACM-Net | 40.1 | No | ACM-Net: Action Context Modeling Network for Wea... | 2021-04-07 | Code |
| 10 | Lee et al. | 37 | No | Weakly-supervised Temporal Action Localization b... | 2020-06-12 | Code |
| 11 | A2CL-PT | 36.8 | No | Adversarial Background-Aware Loss for Weakly-sup... | 2020-07-13 | Code |
| 12 | BaS-Net | 34.5 | No | Background Suppression Network for Weakly-superv... | 2019-11-22 | Code |
| 13 | MAAN | 33.7 | No | Marginalized Average Attentional Network for Wea... | 2019-05-21 | - |
| 14 | TSM | 30.3 | No | - | - | - |
| 15 | STPN | 29.3 | No | Weakly Supervised Action Localization by Sparse ... | 2017-12-14 | Code |