SOTAVerified|Agents Browse Leaderboard About

No-Reference Image Quality Assessment

An Image Quality Assessment approach where no reference image information is available to the model. Sometimes referred to as Blind Image Quality Assessment (BIQA).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 155 papers

Title	Date	Tasks	Status	Hype	Score
SOM: Semantic Obviousness Metric for Image Quality Assessment	Jun 1, 2015	Image Quality AssessmentImage Quality Estimation	—Unverified	0	0
Painting Outside as Inside: Edge Guided Image Outpainting via Bidirectional Rearrangement with Progressive Step Learning	Oct 5, 2020	Image InpaintingImage Outpainting	—Unverified	0	0
Cross-IQA: Unsupervised Learning for Image Quality Assessment	May 7, 2024	Image Quality AssessmentImage Reconstruction	—Unverified	0	0
Perceptual Image Restoration with High-Quality Priori and Degradation Learning	Mar 4, 2021	Image Quality AssessmentImage Restoration	—Unverified	0	0
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach	Mar 23, 2025	Image EnhancementImage Quality Assessment	—Unverified	0	0
Convolutional Neural Networks for No-Reference Image Quality Assessment	Jun 1, 2014	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0	0
Pixel-by-pixel Mean Opinion Score (pMOS) for No-Reference Image Quality Assessment	Jun 14, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0	0
Comprehensive evaluation of no-reference image quality assessment algorithms on authentic distortions	Oct 26, 2020	BIG-bench Machine LearningImage Quality Assessment	—Unverified	0	0
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment	Nov 19, 2024	Blind Image Quality AssessmentImage Quality Assessment	—Unverified	0	0
Comprehensive evaluation of no-reference image quality assessment algorithms on KADID-10k database	Oct 19, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0	0

Show:10 25 50

← PrevPage 12 of 16Next →

All datasets KADID-10k CSIQ TID2013 UHD-IQA KonIQ-10k LIVE SPAQ

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RvTC (image-only)	SRCC	0.98	—	Unverified
2	UNIQA	SRCC	0.94	—	Unverified
3	CONTRIQUE	SRCC	0.93	—	Unverified
4	ARNIQA	SRCC	0.91	—	Unverified
5	Re-IQA	SRCC	0.87	—	Unverified
6	TReS	SRCC	0.86	—	Unverified
7	HyperIQA	SRCC	0.85	—	Unverified
8	DB-CNN	SRCC	0.85	—	Unverified
9	BRISQUE	SRCC	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNIQA	SRCC	0.96	—	Unverified
2	ARNIQA	SRCC	0.96	—	Unverified
3	Re-IQA	SRCC	0.95	—	Unverified
4	DB-CNN	SRCC	0.95	—	Unverified
5	CONTRIQUE	SRCC	0.94	—	Unverified
6	HyperIQA	SRCC	0.92	—	Unverified
7	TReS	SRCC	0.92	—	Unverified
8	BRISQUE	SRCC	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNIQA	SRCC	0.95	—	Unverified
2	ARNIQA	SRCC	0.88	—	Unverified
3	TReS	SRCC	0.86	—	Unverified
4	CONTRIQUE	SRCC	0.84	—	Unverified
5	HyperIQA	SRCC	0.84	—	Unverified
6	DB-CNN	SRCC	0.82	—	Unverified
7	Re-IQA	SRCC	0.8	—	Unverified
8	BRISQUE	SRCC	0.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAR-IQA (KAN head)	SRCC	0.84	—	Unverified
2	QualiCLIP	SRCC	0.77	—	Unverified
3	CLIP-IQA+	SRCC	0.75	—	Unverified
4	ARNIQA	SRCC	0.74	—	Unverified
5	CONTRIQUE	SRCC	0.73	—	Unverified
6	Effnet-2C-MLSP	SRCC	0.68	—	Unverified
7	HyperIQA	SRCC	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RvTC (image-only)	PLCC	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNIQA	SRCC	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RvTC (image-only)	PLCC	0.93	—	Unverified