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 141–150 of 155 papers

Title	Date	Tasks	Status	Hype
Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images	Oct 18, 2018	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?	Oct 11, 2018	image-classificationImage Classification	CodeCode Available	0
Blind Document Image Quality Prediction Based on Modification of Quality Aware Clustering Method Integrating a Patch Selection Strategy	May 15, 2018	Document Image Quality AssessmentImage Forgery Detection	—Unverified	0
Hallucinated-IQA: No-Reference Image Quality Assessment via Adversarial Learning	Apr 5, 2018	HallucinationImage Quality Assessment	—Unverified	0
RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment	Dec 14, 2017	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
A Probabilistic Quality Representation Approach to Deep Blind Image Quality Prediction	Aug 28, 2017	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
RankIQA: Learning from Rankings for No-reference Image Quality Assessment	Jul 26, 2017	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
An Attention-Driven Approach of No-Reference Image Quality Assessment	Dec 12, 2016	Image Quality AssessmentMulti-Task Learning	—Unverified	0
Deep Quality: A Deep No-reference Quality Assessment System	Sep 22, 2016	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
MUG: A Parameterless No-Reference JPEG Quality Evaluator Robust to Block Size and Misalignment	Sep 12, 2016	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0

Show:10 25 50

← PrevPage 15 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