| HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation | ✓ Link | 60.3 | 71.6 | 52.2 | HR-Pro | 2023-08-24 |
| Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization | ✓ Link | 52.8 | 62.7 | 45.3 | LACP | 2021-08-11 |
| Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localization | ✓ Link | 50.6 | 61.5 | 41.8 | SAL | 2024-11-24 |
| PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization | | 49.6 | 60.1 | 42.8 | PivoTAL | 2023-01-01 |
| Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach | ✓ Link | 49.2 | | | CASE + Zhou et al. | 2023-12-21 |
| Weakly supervised temporal action localization with actionness-guided false positive suppression | ✓ Link | 48.5 | 59.1 | 41.0 | AFPS | 2024-04-15 |
| Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization | ✓ Link | 47.0 | 57.4 | 40.0 | P-MIL | 2023-05-29 |
| Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action Localization | ✓ Link | 46.4 | 56.9 | 36.9 | AICL | 2023-06-26 |
| Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms | | 46.2 | 57.2 | 37.1 | TSN | 2023-01-01 |
| Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach | ✓ Link | 46.2 | 57.1 | | CASE | 2023-12-21 |
| Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses | | 44.8 | 55.6 | 35.9 | Ju et al. | 2020-12-15 |
| Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization | ✓ Link | 44.6 | 54.4 | 38.3 | CO2-Net | 2021-07-27 |
| ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization | ✓ Link | 42.6 | 53.2 | 34.6 | ACM-Net | 2021-04-07 |
| Weakly-supervised Temporal Action Localization by Uncertainty Modeling | ✓ Link | 41.9 | 51.6 | 33.7 | Lee et al. | 2020-06-12 |
| SF-Net: Single-Frame Supervision for Temporal Action Localization | ✓ Link | 41.2 | 51.2 | 30.5 | SF-Net | 2020-03-15 |
| CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning | ✓ Link | 40.9 | 50.3 | 32.2 | CoLA | 2021-03-30 |
| Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization | ✓ Link | 37.8 | 46.9 | 30.1 | A2CL-PT | 2020-07-13 |
| Weakly-Supervised Action Localization by Generative Attention Modeling | ✓ Link | 37.0 | 45.6 | 28.8 | DGAM | 2020-03-27 |
| Background Suppression Network for Weakly-supervised Temporal Action Localization | ✓ Link | 35.3 | 43.6 | 27 | BaS-Net | 2019-11-22 |
| Completeness Modeling and Context Separation for Weakly Supervised Temporal Action Localization | ✓ Link | 32.4 | | 23.1 | CMCS | 2019-06-01 |
| Marginalized Average Attentional Network for Weakly-Supervised Learning | | 31.6 | | 20.3 | MAAN | 2019-05-21 |
| Weakly Supervised Action Localization by Sparse Temporal Pooling Network | ✓ Link | 27.0 | | 16.9 | STPN | 2017-12-14 |
| D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations | ✓ Link | - | 51.4 | 35.9 | D2-Net | 2020-12-11 |
| 3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization | ✓ Link | | | 26.6 | 3C-Net | 2019-08-22 |
| Temporal Structure Mining for Weakly Supervised Action Detection | | - | | 24.5 | TSM | 2019-10-01 |
| Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks | | - | | 23.9 | CleanNet | 2019-10-01 |
| W-TALC: Weakly-supervised Temporal Activity Localization and Classification | ✓ Link | - | | 22.8 | W-TALC | 2018-07-27 |
| AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos | | - | | 21.2 | AutoLoc | 2018-09-01 |
| UntrimmedNets for Weakly Supervised Action Recognition and Detection | ✓ Link | - | | 13.7 | UntrimmedNets | 2017-03-09 |
| Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization | ✓ Link | - | | 6.8 | Hide-and-seek | 2017-04-13 |