Action Quality Assessment on MTL-AQA

Metric: Spearman Correlation (higher is better)

LeaderboardDataset

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#	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

#1RICA^2 (Deterministic)SOTA
96.2
Spearman Correlation· 2024-08-04
RICA2: Rubric-Informed, Calibrated Assessment of Actions Code
#2NeuroSymbolic-AQASOTA
96.1
Spearman Correlation· 2024-03-20
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment Code
#3RICA^2
95.94
Spearman Correlation· 2024-08-04
RICA2: Rubric-Informed, Calibrated Assessment of Actions Code
#4DAE-CoReSOTA
95.89
Spearman Correlation· 2021-11-22
Auto-Encoding Score Distribution Regression for Action Quality Assessment Code
#5FineParser
95.85
Spearman Correlation· 2024-05-11
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment Code
#6CoRe(w/ DD)SOTA
95.12
Spearman Correlation· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#7DAE-MT
94.52
Spearman Correlation· 2021-11-22
Auto-Encoding Score Distribution Regression for Action Quality Assessment Code
#8I3D+MLP(w/ DD)
93.81
Spearman Correlation· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#9CoRe
93.41
Spearman Correlation· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#10ResNet34-(2+1)D-WDSOTA
93.15
Spearman Correlation· 2021-02-21
Improving Action Quality Assessment using Weighted Aggregation Code
#11MUSDL(w/ DD)SOTA
92.73
Spearman Correlation· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#12USDL(w/ DD)
92.31
Spearman Correlation· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#13DAE-MLP
92.31
Spearman Correlation· 2021-11-22
Auto-Encoding Score Distribution Regression for Action Quality Assessment Code
#14I3D+MLP
91.96
Spearman Correlation· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#15MUSDL
91.58
Spearman Correlation· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#16USDL
90.66
Spearman Correlation· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#17C3D-AVG-MTLSOTA
90.44
Spearman Correlation· 2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Code
#18C3D-AVG-STL
89.6
Spearman Correlation· 2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Code
#19I3D+MLP
89.21
Spearman Correlation· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#20MSCADC-MTL
86.12
Spearman Correlation· 2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Code
#21MSCADC-STL
84.72
Spearman Correlation· 2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Code