Action Quality Assessment on MTL-AQA

Metric: RL2(*100) (higher is better)

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#	Model↕	RL2(*100)▼	Extra Data	Paper	Date↕	Code
1	MUSDL	0.654	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
2	USDL	0.609	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
3	USDL(w/ DD)	0.468	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
4	I3D+MLP	0.465	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
5	MUSDL(w/ DD)	0.451	No	Uncertainty-aware Score Distribution Learning fo...	2020-06-13	Code
6	I3D+MLP(w/ DD)	0.394	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
7	CoRe	0.365	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
8	CoRe(w/ DD)	0.26	No	Group-aware Contrastive Regression for Action Qu...	2021-08-17	Code
9	RICA^2	0.258	No	RICA2: Rubric-Informed, Calibrated Assessment of...	2024-08-04	Code
10	FineParser	0.241	No	FineParser: A Fine-grained Spatio-temporal Actio...	2024-05-11	Code
11	RICA^2 (Deterministic)	0.228	No	RICA2: Rubric-Informed, Calibrated Assessment of...	2024-08-04	Code

#1MUSDLSOTA
0.654
RL2(*100)· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#2USDL
0.609
RL2(*100)· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#3USDL(w/ DD)
0.468
RL2(*100)· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#4I3D+MLP
0.465
RL2(*100)· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#5MUSDL(w/ DD)
0.451
RL2(*100)· 2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Code
#6I3D+MLP(w/ DD)
0.394
RL2(*100)· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#7CoRe
0.365
RL2(*100)· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#8CoRe(w/ DD)
0.26
RL2(*100)· 2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment Code
#9RICA^2
0.258
RL2(*100)· 2024-08-04
RICA2: Rubric-Informed, Calibrated Assessment of Actions Code
#10FineParser
0.241
RL2(*100)· 2024-05-11
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment Code
#11RICA^2 (Deterministic)
0.228
RL2(*100)· 2024-08-04
RICA2: Rubric-Informed, Calibrated Assessment of Actions Code