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 26–50 of 155 papers

Title	Date	Tasks	Status	Hype
A CNN-Based Blind Denoising Method for Endoscopic Images	Mar 16, 2020	DenoisingImage Enhancement	CodeCode Available	1
Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper Network	Jun 1, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
High Resolution Image Quality Database	Jan 29, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Learning Generalizable Perceptual Representations for Data-Efficient No-Reference Image Quality Assessment	Dec 8, 2023	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
AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion	Oct 16, 2023	AllImage Quality Assessment	CodeCode Available	1
Image Quality Assessment using Contrastive Learning	Oct 25, 2021	Contrastive LearningImage Quality Assessment	CodeCode Available	1
DP-IQA: Utilizing Diffusion Prior for Blind Image Quality Assessment in the Wild	May 30, 2024	DenoisingImage Quality Assessment	CodeCode Available	1
Content-Variant Reference Image Quality Assessment via Knowledge Distillation	Feb 26, 2022	Image Quality AssessmentKnowledge Distillation	CodeCode Available	1
Continual Learning for Blind Image Quality Assessment	Feb 19, 2021	Continual LearningImage Quality Assessment	CodeCode Available	1
AIM 2024 Challenge on UHD Blind Photo Quality Assessment	Sep 24, 2024	4kComputational Efficiency	CodeCode Available	1
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
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment	Mar 25, 2025	Image Quality AssessmentImage Super-Resolution	CodeCode Available	1
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment	Oct 14, 2019	DiversityImage Quality Assessment	CodeCode Available	1
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment	Apr 11, 2020	Image Quality AssessmentMeta-Learning	CodeCode Available	1
Data-Efficient Image Quality Assessment with Attention-Panel Decoder	Apr 11, 2023	DecoderImage 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
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare	May 29, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluation	Jun 15, 2023	Image Quality AssessmentImage Super-Resolution	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
Blind Image Quality Assessment Based on Geometric Order Learning	Jan 1, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Generalizable No-Reference Image Quality Assessment via Deep Meta-learning	Apr 15, 2021	Image Quality AssessmentMeta-Learning	CodeCode Available	1
Learning to Blindly Assess Image Quality in the Laboratory and Wild	Jul 1, 2019	Image Quality AssessmentLearning-To-Rank	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

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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