Image Quality Assessment on KonIQ-10k

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	RealQA	0.959	No	Next Token Is Enough: Realistic Image Quality an...	2025-03-08	Code
2	OneAlign	0.952	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
3	RvTC (image-only)	0.95	No	-	-	-
4	UNIQA	0.938	No	You Only Train Once: A Unified Framework for Bot...	2023-10-14	Code

#1RealQASOTA
0.959
PLCC· 2025-03-08
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model Code
#2OneAlignSOTA
0.952
PLCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#3RvTC (image-only)
0.95
PLCC
No paper
#4UNIQASOTA
0.938
PLCC· 2023-10-14
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment Code