Image Quality Assessment on CSIQ

Metric: SRCC (higher is better)

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#	Model↕	SRCC▼	Extra Data	Paper	Date↕	Code
1	UNIQA	0.964	No	You Only Train Once: A Unified Framework for Bot...	2023-10-14	Code
2	ARNIQA	0.962	No	ARNIQA: Learning Distortion Manifold for Image Q...	2023-10-20	Code
3	Re-IQA	0.947	No	Re-IQA: Unsupervised Learning for Image Quality ...	2023-04-02	Code
4	DB-CNN	0.946	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
5	CONTRIQUE	0.942	No	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
6	HyperIQA	0.923	No	-	-	Code
7	TReS	0.922	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
8	BRISQUE	0.746	No	-	-	Code

#1UNIQASOTA
0.964
SRCC· 2023-10-14
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment Code
#2ARNIQA
0.962
SRCC· 2023-10-20
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Code
#3Re-IQASOTA
0.947
SRCC· 2023-04-02
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild Code
#4DB-CNNSOTA
0.946
SRCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#5CONTRIQUE
0.942
SRCC· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#6HyperIQA
0.923
SRCC
No paperCode
#7TReS
0.922
SRCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#8BRISQUE
0.746
SRCC
No paperCode