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 51–75 of 155 papers

Title	Date	Tasks	Status	Hype	Score
Diffusion Model Based Visual Compensation Guidance and Visual Difference Analysis for No-Reference Image Quality Assessment	Feb 22, 2024	DenoisingImage Quality Assessment	CodeCode Available	1	5
Blind Image Quality Assessment via Transformer Predicted Error Map and Perceptual Quality Token	May 16, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild	Apr 2, 2023	Image Quality AssessmentMixture-of-Experts	CodeCode Available	1	5
DP-IQA: Utilizing Diffusion Prior for Blind Image Quality Assessment in the Wild	May 30, 2024	DenoisingImage Quality Assessment	CodeCode Available	1	5
Transformer-based No-Reference Image Quality Assessment via Supervised Contrastive Learning	Dec 12, 2023	Contrastive LearningImage Quality Assessment	CodeCode Available	1	5
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
Collaborative Auto-encoding for Blind Image Quality Assessment	May 24, 2023	DecoderDescriptive	CodeCode Available	0	5
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	5
A Probabilistic Quality Representation Approach to Deep Blind Image Quality Prediction	Aug 28, 2017	Image Quality AssessmentNo-Reference Image Quality Assessment	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
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
Opinion-Unaware Blind Image Quality Assessment using Multi-Scale Deep Feature Statistics	May 29, 2024	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 Video Quality Assessment Based on Benford’s Law and Perceptual Features	Nov 12, 2021	No-Reference Image Quality AssessmentVideo 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
Adaboost Neural Network And Cyclopean View For No-reference Stereoscopic Image Quality Assessment	Mar 13, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
No-reference Stereoscopic Image Quality Predictor using Deep Features from Cyclopean Image	Jan 1, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
Blind Image Quality Assessment: A Fuzzy Neural Network for Opinion Score Distribution Prediction	Jul 14, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
DeepFL-IQA: Weak Supervision for Deep IQA Feature Learning	Jan 20, 2020	Image Quality AssessmentMulti-Task Learning	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
3D Saliency guided Deep Quality predictor for No-Reference Stereoscopic Images	Jan 6, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0	5
No-Reference Image Quality Assessment in the Spatial Domain	Aug 17, 2012	BlockingDenoising	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