ML Research Wiki / Benchmarks / Action Quality Assessment / MTL-AQA

MTL-AQA

Action Quality Assessment Benchmark

Performance Over Time

📊 Showing 21 results | 📏 Metric: Spearman Correlation

Top Performing Models

Rank Model Paper Spearman Correlation Date Code
1 RICA^2 (Deterministic) RICA2: Rubric-Informed, Calibrated Assessment of Actions 96.20 2024-08-04 📦 abrarmajeedi/rica2_aqa
2 NeuroSymbolic-AQA Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment 96.10 2024-03-20 📦 ParitoshParmar/Fitness-AQA 📦 ParitoshParmar/MTL-AQA 📦 laurenok24/nsaqa
3 RICA^2 RICA2: Rubric-Informed, Calibrated Assessment of Actions 95.94 2024-08-04 📦 abrarmajeedi/rica2_aqa
4 DAE-CoRe Auto-Encoding Score Distribution Regression for Action Quality Assessment 95.89 2021-11-22 📦 luciferbobo/dae-aqa 📦 InfoX-SEU/DAE_AQA 📦 InfoX-SEU/DAE-AQA
5 FineParser FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment 95.85 2024-05-11 📦 pku-icst-mipl/fineparser_cvpr2024
6 CoRe(w/ DD) Group-aware Contrastive Regression for Action Quality Assessment 95.12 2021-08-17 📦 yuxumin/CoRe
7 DAE-MT Auto-Encoding Score Distribution Regression for Action Quality Assessment 94.52 2021-11-22 📦 luciferbobo/dae-aqa 📦 InfoX-SEU/DAE_AQA 📦 InfoX-SEU/DAE-AQA
8 I3D+MLP(w/ DD) Group-aware Contrastive Regression for Action Quality Assessment 93.81 2021-08-17 📦 yuxumin/CoRe
9 CoRe Group-aware Contrastive Regression for Action Quality Assessment 93.41 2021-08-17 📦 yuxumin/CoRe
10 ResNet34-(2+1)D-WD Improving Action Quality Assessment using Weighted Aggregation 93.15 2021-02-21 📦 Farabi-shafkat/Improving-Action-Quality-Assessment-using-ResNets-and-Weighted-Aggregation

All Papers (21)