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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 91–100 of 155 papers

Title	Date	Tasks	Status	Hype
JNDMix: JND-Based Data Augmentation for No-reference Image Quality Assessment	Feb 20, 2023	Data AugmentationImage Quality Assessment	—Unverified	0
KonX: Cross-Resolution Image Quality Assessment	Dec 12, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
Language Integration in Fine-Tuning Multimodal Large Language Models for Image-Based Regression	Jul 20, 2025	Aesthetics Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
Less is More: Learning Reference Knowledge Using No-Reference Image Quality Assessment	Dec 1, 2023	Image Quality AssessmentInductive Bias	—Unverified	0
Light Field Image Quality Assessment With Auxiliary Learning Based on Depthwise and Anglewise Separable Convolutions	Dec 10, 2024	Auxiliary LearningBenchmarking	—Unverified	0
Local Manifold Learning for No-Reference Image Quality Assessment	Jun 27, 2024	Contrastive LearningImage Quality Assessment	—Unverified	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
MSLIQA: Enhancing Learning Representations for Image Quality Assessment through Multi-Scale Learning	Aug 29, 2024	DiversityImage Quality Assessment	—Unverified	0
MSTRIQ: No Reference Image Quality Assessment Based on Swin Transformer with Multi-Stage Fusion	May 20, 2022	Data AugmentationImage 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

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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