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 101–125 of 155 papers

Title	Date	Tasks	Status
Multi-task deep CNN model for no-reference image quality assessment on smartphone camera photos	Aug 27, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified
Multi-task Feature Enhancement Network for No-Reference Image Quality Assessment	Nov 12, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified
Music Data Analysis: A State-of-the-art Survey	Nov 18, 2014	No-Reference Image Quality AssessmentSurvey	—Unverified
Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity	Dec 11, 2023	Contrastive Learningfeature selection	—Unverified
No reference image quality assessment metric based on regional mutual information among images	Jan 17, 2019	General ClassificationImage Quality Assessment	—Unverified
No-Reference Image Quality Assessment via Feature Fusion and Multi-Task Learning	Jun 6, 2020	Image Quality AssessmentMulti-Task Learning	—Unverified
Can No-Reference Quality-Assessment Methods Serve as Perceptual Losses for Super-Resolution?	May 30, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified
Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?	Oct 11, 2018	image-classificationImage Classification	CodeCode Available
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
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
Analysis of Benford’s Law for No-Reference Quality Assessment of Natural, Screen-Content, and Synthetic Images	Sep 21, 2021	Image ForensicsImage Quality Assessment	CodeCode Available
A Probabilistic Quality Representation Approach to Deep Blind Image Quality Prediction	Aug 28, 2017	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available
Attention Down-Sampling Transformer, Relative Ranking and Self-Consistency for Blind Image Quality Assessment	Sep 11, 2024	Blind Image Quality AssessmentImage Quality Assessment	CodeCode Available
Backdoor Attacks against No-Reference Image Quality Assessment Models via a Scalable Trigger	Dec 10, 2024	Backdoor AttackImage Quality Assessment	CodeCode Available
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
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	Jul 5, 2019	image-classificationImage Classification	CodeCode Available
Collaborative Auto-encoding for Blind Image Quality Assessment	May 24, 2023	DecoderDescriptive	CodeCode Available
Controllable List-wise Ranking for Universal No-reference Image Quality Assessment	Nov 24, 2019	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available
DeepFL-IQA: Weak Supervision for Deep IQA Feature Learning	Jan 20, 2020	Image Quality AssessmentMulti-Task Learning	CodeCode Available
Deep Superpixel-based Network for Blind Image Quality Assessment	Oct 13, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available
DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality Assessment	May 29, 2025	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available
DSMix: Distortion-Induced Sensitivity Map Based Pre-training for No-Reference Image Quality Assessment	Jul 4, 2024	Data AugmentationImage Quality Assessment	CodeCode Available
Dual-Representation Interaction Driven Image Quality Assessment with Restoration Assistance	Nov 26, 2024	DiversityImage Quality Assessment	CodeCode Available
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
Fast Adversarial CNN-based Perturbation Attack of No-Reference Image Quality Metrics	Apr 11, 2023	Adversarial AttackNo-Reference Image Quality Assessment	CodeCode Available

Show:10 25 50

← PrevPage 5 of 7Next →

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