Image Quality Assessment on KonIQ-10k

Metric: SRCC (higher is better)

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#	Model↕	SRCC▼	Extra Data	Paper	Date↕	Code
1	RealQA	0.948	No	Next Token Is Enough: Realistic Image Quality an...	2025-03-08	Code
2	OneAlign	0.941	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
3	RvTC (image-only)	0.94	No	-	-	-
4	UNIQA	0.926	No	You Only Train Once: A Unified Framework for Bot...	2023-10-14	Code
5	KonCept512	0.921	No	KonIQ-10k: Towards an ecologically valid and lar...	2018-03-22	Code

#1RealQASOTA
0.948
SRCC· 2025-03-08
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model Code
#2OneAlignSOTA
0.941
SRCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#3RvTC (image-only)
0.94
SRCC
No paper
#4UNIQASOTA
0.926
SRCC· 2023-10-14
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment Code
#5KonCept512SOTA
0.921
SRCC· 2018-03-22
KonIQ-10k: Towards an ecologically valid and large-scale IQA database Code