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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 61–70 of 155 papers

Title	Date	Tasks	Status	Hype	Score
Fast Adversarial CNN-based Perturbation Attack of No-Reference Image Quality Metrics	Apr 11, 2023	Adversarial AttackNo-Reference Image Quality Assessment	CodeCode Available	0	5
Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment	Sep 15, 2022	Image Quality AssessmentIncremental Learning	CodeCode Available	0	5
Dual-Representation Interaction Driven Image Quality Assessment with Restoration Assistance	Nov 26, 2024	DiversityImage Quality Assessment	CodeCode Available	0	5
A Human Visual System Inspired No-Reference Image Quality Assessment Method Based on Local Feature Descriptors	Sep 7, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
No-Reference Quality Assessment of Contrast-Distorted Images using Contrast Enhancement	Apr 18, 2019	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
DSMix: Distortion-Induced Sensitivity Map Based Pre-training for No-Reference Image Quality Assessment	Jul 4, 2024	Data AugmentationImage Quality Assessment	CodeCode Available	0	5
No-Reference Image Quality Assessment with Convolutional Neural Networks and Decision Fusion	Dec 23, 2021	Deep LearningImage Quality Assessment	CodeCode Available	0	5
DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality Assessment	May 29, 2025	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	Jul 5, 2019	image-classificationImage Classification	CodeCode Available	0	5
Deep Superpixel-based Network for Blind Image Quality Assessment	Oct 13, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5

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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