ML Research Wiki / Benchmarks / Weakly Supervised Action Localization / THUMOS14

THUMOS14

Weakly Supervised Action Localization Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: avg-mAP (0.3-0.7)

Top Performing Models

Rank Model Paper avg-mAP (0.3-0.7) Date Code
1 HR-Pro 📚 HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation 71.60 2023-08-24 📦 pipixin321/hr-pro
2 LACP 📚 Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization 62.70 2021-08-11 📦 Pilhyeon/Learning-Action-Completeness-from-Points
3 P-MIL Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization 57.40 2023-05-29 📦 RenHuan1999/CVPR2023_P-MIL
4 Ju et al. 📚 Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses 55.60 2020-12-15 -
5 ACM-Net ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization 53.20 2021-04-07 📦 ispc-lab/ACM-Net 📦 mengyuanchen21/cvpr2022-ftcl
6 AUMN Action Unit Memory Network for Weakly Supervised Temporal Action Localization 52.10 2021-04-29 -
7 AMS Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization 52.00 2021-04-06 -
8 Lee et al. Weakly-supervised Temporal Action Localization by Uncertainty Modeling 51.60 2020-06-12 📦 Pilhyeon/WTAL-Uncertainty-Modeling 📦 Pilhyeon/Learning-Action-Completeness-from-Points
9 CoLA CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning 50.30 2021-03-30 📦 zhang-can/CoLA
10 TSCN Two-Stream Consensus Network for Weakly-Supervised Temporal Action Localization 47.00 2020-10-22 -

All Papers (12)

pipixin321/hr-pro
Pilhyeon/Learning-Action-Completeness-from-Points
RenHuan1999/CVPR2023_P-MIL
ispc-lab/ACM-Net mengyuanchen21/cvpr2022-ftcl
Pilhyeon/WTAL-Uncertainty-Modeling Pilhyeon/Learning-Action-Completeness-from-Points
zhang-can/CoLA
kylemin/A2CL-PT
airmachine/EM-MIL-WeaklyActionDetection