Image Quality Assessment on KADID-10k

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	RvTC (image-only)	0.98	No	-	-	-
2	UNIQA	0.946	No	You Only Train Once: A Unified Framework for Bot...	2023-10-14	Code
3	CONTRIQUE	0.937	No	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
4	ARNIQA	0.912	No	ARNIQA: Learning Distortion Manifold for Image Q...	2023-10-20	Code
5	Re-IQA	0.885	No	Re-IQA: Unsupervised Learning for Image Quality ...	2023-04-02	Code
6	TReS	0.858	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
7	DB-CNN	0.856	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
8	HyperIQA	0.845	No	-	-	Code
9	BRISQUE	0.567	No	-	-	Code

#1RvTC (image-only)
0.98
PLCC
No paper
#2UNIQASOTA
0.946
PLCC· 2023-10-14
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment Code
#3CONTRIQUESOTA
0.937
PLCC· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#4ARNIQA
0.912
PLCC· 2023-10-20
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Code
#5Re-IQA
0.885
PLCC· 2023-04-02
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild Code
#6TReSSOTA
0.858
PLCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#7DB-CNNSOTA
0.856
PLCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#8HyperIQA
0.845
PLCC
No paperCode
#9BRISQUE
0.567
PLCC
No paperCode