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Action Quality Assessment On Mtl Aqa

Metrics

RL2(*100)
Spearman Correlation

Results

Performance results of various models on this benchmark

Paper Title
RICA^2 (Deterministic)0.22896.20RICA2: Rubric-Informed, Calibrated Assessment of Actions
NeuroSymbolic-AQA-96.10Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment
RICA^20.25895.94RICA2: Rubric-Informed, Calibrated Assessment of Actions
DAE-CoRe-95.89Auto-Encoding Score Distribution Regression for Action Quality Assessment
FineParser0.24195.85FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
CoRe(w/ DD)0.26095.12Group-aware Contrastive Regression for Action Quality Assessment
DAE-MT-94.52Auto-Encoding Score Distribution Regression for Action Quality Assessment
I3D+MLP(w/ DD) 0.39493.81Group-aware Contrastive Regression for Action Quality Assessment
CoRe0.36593.41Group-aware Contrastive Regression for Action Quality Assessment
ResNet34-(2+1)D-WD-93.15Improving Action Quality Assessment using Weighted Aggregation
MUSDL(w/ DD)0.45192.73Uncertainty-aware Score Distribution Learning for Action Quality Assessment
DAE-MLP-92.31Auto-Encoding Score Distribution Regression for Action Quality Assessment
USDL(w/ DD)0.46892.31Uncertainty-aware Score Distribution Learning for Action Quality Assessment
I3D+MLP0.46591.96Group-aware Contrastive Regression for Action Quality Assessment
MUSDL0.65491.58Uncertainty-aware Score Distribution Learning for Action Quality Assessment
USDL 0.60990.66Uncertainty-aware Score Distribution Learning for Action Quality Assessment
C3D-AVG-MTL-90.44What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
C3D-AVG-STL-89.60What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
I3D+MLP-89.21Uncertainty-aware Score Distribution Learning for Action Quality Assessment
MSCADC-MTL-86.12What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
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