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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 31–40 of 155 papers

Title	Date	Tasks	Status	Hype
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild	Apr 2, 2023	Image Quality AssessmentMixture-of-Experts	CodeCode Available	1
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable Bank	Mar 16, 2023	Image RestorationNo-Reference Image Quality Assessment	CodeCode Available	1
Universal Perturbation Attack on Differentiable No-Reference Image- and Video-Quality Metrics	Nov 1, 2022	Adversarial AttackNo-Reference Image Quality Assessment	CodeCode Available	1
Perceptual Attacks of No-Reference Image Quality Models with Human-in-the-Loop	Oct 3, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Deep Feature Statistics Mapping for Generalized Screen Content Image Quality Assessment	Sep 12, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
REQA: Coarse-to-fine Assessment of Image Quality to Alleviate the Range Effect	Sep 5, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Conformer and Blind Noisy Students for Improved Image Quality Assessment	Apr 27, 2022	Image Quality AssessmentImage Restoration	CodeCode Available	1
Content-Variant Reference Image Quality Assessment via Knowledge Distillation	Feb 26, 2022	Image Quality AssessmentKnowledge Distillation	CodeCode Available	1
Image Quality Assessment using Contrastive Learning	Oct 25, 2021	Contrastive LearningImage Quality Assessment	CodeCode Available	1
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency	Aug 16, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1

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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