Metric: avg-mAP (0.1-0.5) (higher is better)
| # | Model↕ | avg-mAP (0.1-0.5)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HR-Pro | 71.6 | Yes | HR-Pro: Point-supervised Temporal Action Localiz... | 2023-08-24 | Code |
| 2 | LACP | 62.7 | Yes | Learning Action Completeness from Points for Wea... | 2021-08-11 | Code |
| 3 | P-MIL | 57.4 | No | Proposal-Based Multiple Instance Learning for We... | 2023-05-29 | Code |
| 4 | Ju et al. | 55.6 | Yes | Point-Level Temporal Action Localization: Bridgi... | 2020-12-15 | - |
| 5 | ACM-Net | 53.2 | No | ACM-Net: Action Context Modeling Network for Wea... | 2021-04-07 | Code |
| 6 | AUMN | 52.1 | No | Action Unit Memory Network for Weakly Supervised... | 2021-04-29 | - |
| 7 | AMS | 52 | No | Adaptive Mutual Supervision for Weakly-Supervise... | 2021-04-06 | - |
| 8 | Lee et al. | 51.6 | No | Weakly-supervised Temporal Action Localization b... | 2020-06-12 | Code |
| 9 | CoLA | 50.3 | No | CoLA: Weakly-Supervised Temporal Action Localiza... | 2021-03-30 | Code |
| 10 | TSCN | 47 | No | Two-Stream Consensus Network for Weakly-Supervis... | 2020-10-22 | - |
| 11 | A2CL-PT | 46.9 | No | Adversarial Background-Aware Loss for Weakly-sup... | 2020-07-13 | Code |
| 12 | EM-ML | 44.9 | No | Weakly-Supervised Action Localization with Expec... | 2020-03-31 | Code |