No-Reference Image Quality Assessment on CSIQ

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	ARNIQA	0.973	No	ARNIQA: Learning Distortion Manifold for Image Q...	2023-10-20	Code
2	UNIQA	0.97	No	You Only Train Once: A Unified Framework for Bot...	2023-10-14	Code
3	Re-IQA	0.96	No	Re-IQA: Unsupervised Learning for Image Quality ...	2023-04-02	Code
4	DB-CNN	0.959	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
5	CONTRIQUE	0.955	No	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
6	HyperIQA	0.942	No	-	-	Code
7	TReS	0.942	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
8	BRISQUE	0.829	No	-	-	Code

#1ARNIQASOTA
0.973
PLCC· 2023-10-20
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Code
#2UNIQASOTA
0.97
PLCC· 2023-10-14
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment Code
#3Re-IQASOTA
0.96
PLCC· 2023-04-02
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild Code
#4DB-CNNSOTA
0.959
PLCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#5CONTRIQUE
0.955
PLCC· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#6HyperIQA
0.942
PLCC
No paperCode
#7TReS
0.942
PLCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#8BRISQUE
0.829
PLCC
No paperCode