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 1–25 of 155 papers

Title	Date	Tasks	Status	Hype	Score
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment	Aug 6, 2023	Image Quality AssessmentLocal Distortion	CodeCode Available	4	5
Exploring CLIP for Assessing the Look and Feel of Images	Jul 25, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	2	5
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective	Mar 27, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	2	5
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment	Apr 19, 2022	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	2	5
SEAGULL: No-reference Image Quality Assessment for Regions of Interest via Vision-Language Instruction Tuning	Nov 15, 2024	Image Quality AssessmentLanguage Modeling	CodeCode Available	2	5
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment Model	Aug 30, 2024	Image Quality AssessmentKolmogorov-Arnold Networks	CodeCode Available	2	5
Pairwise Comparisons Are All You Need	Mar 13, 2024	AllFace Image Quality Assessment	CodeCode Available	2	5
Generalizable No-Reference Image Quality Assessment via Deep Meta-learning	Apr 15, 2021	Image Quality AssessmentMeta-Learning	CodeCode Available	1	5
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable Bank	Mar 16, 2023	Image RestorationNo-Reference Image Quality Assessment	CodeCode Available	1	5
High Resolution Image Quality Database	Jan 29, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
Blind Image Quality Assessment Based on Geometric Order Learning	Jan 1, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
Content-Variant Reference Image Quality Assessment via Knowledge Distillation	Feb 26, 2022	Image Quality AssessmentKnowledge Distillation	CodeCode Available	1	5
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	5
ARNIQA: Learning Distortion Manifold for Image Quality Assessment	Oct 20, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization	Mar 18, 2024	Adversarial RobustnessImage Quality Assessment	CodeCode Available	1	5
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	5
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
Conformer and Blind Noisy Students for Improved Image Quality Assessment	Apr 27, 2022	Image Quality AssessmentImage Restoration	CodeCode Available	1	5
Analysis of Video Quality Datasets via Design of Minimalistic Video Quality Models	Jul 26, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
A CNN-Based Blind Denoising Method for Endoscopic Images	Mar 16, 2020	DenoisingImage Enhancement	CodeCode Available	1	5
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare	May 29, 2024	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1	5
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	5
Data-Efficient Image Quality Assessment with Attention-Panel Decoder	Apr 11, 2023	DecoderImage Quality Assessment	CodeCode Available	1	5
Continual Learning for Blind Image Quality Assessment	Feb 19, 2021	Continual LearningImage Quality Assessment	CodeCode Available	1	5
AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion	Oct 16, 2023	AllImage Quality Assessment	CodeCode Available	1	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