Action Quality Assessment On Mtl Aqa

Metrics

RL2(*100)

Spearman Correlation

Results

Performance results of various models on this benchmark

Model Name	RL2(*100)	Spearman Correlation	Paper Title	Repository
USDL	0.609	90.66	Uncertainty-aware Score Distribution Learning for Action Quality Assessment	-
RICA^2	0.258	95.94	RICA2: Rubric-Informed, Calibrated Assessment of Actions	-
I3D+MLP	-	89.21	Uncertainty-aware Score Distribution Learning for Action Quality Assessment	-
MSCADC-MTL	-	86.12	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment	-
CoRe	0.365	93.41	Group-aware Contrastive Regression for Action Quality Assessment	-
CoRe(w/ DD)	0.260	95.12	Group-aware Contrastive Regression for Action Quality Assessment	-
MUSDL(w/ DD)	0.451	92.73	Uncertainty-aware Score Distribution Learning for Action Quality Assessment	-
FineParser	0.241	95.85	FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment	-
DAE-MLP	-	92.31	Auto-Encoding Score Distribution Regression for Action Quality Assessment	-
RICA^2 (Deterministic)	0.228	96.20	RICA2: Rubric-Informed, Calibrated Assessment of Actions	-
USDL(w/ DD)	0.468	92.31	Uncertainty-aware Score Distribution Learning for Action Quality Assessment	-
C3D-AVG-MTL	-	90.44	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment	-
ResNet34-(2+1)D-WD	-	93.15	Improving Action Quality Assessment using Weighted Aggregation	-
DAE-CoRe	-	95.89	Auto-Encoding Score Distribution Regression for Action Quality Assessment	-
MSCADC-STL	-	84.72	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment	-
MUSDL	0.654	91.58	Uncertainty-aware Score Distribution Learning for Action Quality Assessment	-
NeuroSymbolic-AQA	-	96.10	Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment	-
C3D-AVG-STL	-	89.60	What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment	-
I3D+MLP(w/ DD)	0.394	93.81	Group-aware Contrastive Regression for Action Quality Assessment	-
DAE-MT	-	94.52	Auto-Encoding Score Distribution Regression for Action Quality Assessment	-

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