Action Quality Assessment on MTL-AQA

Metric: Spearman Correlation (higher is better)

LeaderboardDataset

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Results

#	Model↕	Spearman Correlation▼	Extra Data	Paper	Date↕	Code
1	RICA^2 (Deterministic)	96.2	No	RICA2: Rubric-Informed, Calibrated Assessment of...	2024-08-04	Code
2	NeuroSymbolic-AQA	96.1	No	Hierarchical NeuroSymbolic Approach for Comprehe...	2024-03-20	Code
3	RICA^2	95.94	No	RICA2: Rubric-Informed, Calibrated Assessment of...	2024-08-04	Code
4	DAE-CoRe	95.89	No	Auto-Encoding Score Distribution Regression for ...	2021-11-22	Code
5	FineParser	95.85	No	FineParser: A Fine-grained Spatio-temporal Actio...	2024-05-11	Code
6	CoRe(w/ DD)	95.12	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
7	DAE-MT	94.52	No	Auto-Encoding Score Distribution Regression for ...	2021-11-22	Code
8	I3D+MLP(w/ DD)	93.81	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
9	CoRe	93.41	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
10	ResNet34-(2+1)D-WD	93.15	No	Improving Action Quality Assessment using Weight...	2021-02-21	Code
11	MUSDL(w/ DD)	92.73	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
12	USDL(w/ DD)	92.31	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
13	DAE-MLP	92.31	No	Auto-Encoding Score Distribution Regression for ...	2021-11-22	Code
14	I3D+MLP	91.96	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
15	MUSDL	91.58	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
16	USDL	90.66	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
17	C3D-AVG-MTL	90.44	No	What and How Well You Performed? A Multitask Lea...	2019-04-08	Code
18	C3D-AVG-STL	89.6	No	What and How Well You Performed? A Multitask Lea...	2019-04-08	Code
19	I3D+MLP	89.21	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
20	MSCADC-MTL	86.12	No	What and How Well You Performed? A Multitask Lea...	2019-04-08	Code
21	MSCADC-STL	84.72	No	What and How Well You Performed? A Multitask Lea...	2019-04-08	Code