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
Less is More: Learning Reference Knowledge Using No-Reference Image Quality Assessment	Dec 1, 2023	Image Quality AssessmentInductive Bias	—Unverified	0
PKU-I2IQA: An Image-to-Image Quality Assessment Database for AI Generated Images	Nov 27, 2023	Full reference image quality assessmentFull-Reference Image Quality Assessment	CodeCode Available	1
VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic Data	Nov 2, 2023	Image CompressionImage Quality Assessment	CodeCode Available	1
ARNIQA: Learning Distortion Manifold for Image Quality Assessment	Oct 20, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion	Oct 16, 2023	AllImage Quality Assessment	CodeCode Available	1
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment	Oct 14, 2023	Full-Reference Image Quality AssessmentImage Quality Assessment	CodeCode Available	0
Interpretable Image Quality Assessment via CLIP with Multiple Antonym-Prompt Pairs	Aug 24, 2023	DescriptiveImage Quality Assessment	—Unverified	0
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment	Aug 6, 2023	Image Quality AssessmentLocal Distortion	CodeCode Available	4
Test Time Adaptation for Blind Image Quality Assessment	Jul 27, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
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
On the Effectiveness of Spectral Discriminators for Perceptual Quality Improvement	Jul 22, 2023	Image Quality AssessmentImage Super-Resolution	CodeCode Available	1
Self2Self+: Single-Image Denoising with Self-Supervised Learning and Image Quality Assessment Loss	Jul 20, 2023	DenoisingImage Denoising	CodeCode Available	1
Regression-free Blind Image Quality Assessment with Content-Distortion Consistency	Jul 18, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
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
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
Collaborative Auto-encoding for Blind Image Quality Assessment	May 24, 2023	DecoderDescriptive	CodeCode Available	0
MAMIQA: No-Reference Image Quality Assessment Based on Multiscale Attention Mechanism With Natural Scene Statistics	May 16, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
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
Fast Adversarial CNN-based Perturbation Attack of No-Reference Image Quality Metrics	Apr 11, 2023	Adversarial AttackNo-Reference Image Quality Assessment	CodeCode Available	0
Data-Efficient Image Quality Assessment with Attention-Panel Decoder	Apr 11, 2023	DecoderImage Quality Assessment	CodeCode Available	1
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild	Apr 2, 2023	Image Quality AssessmentMixture-of-Experts	CodeCode Available	1
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
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable Bank	Mar 16, 2023	Image RestorationNo-Reference Image Quality Assessment	CodeCode Available	1
Subjective and Objective Quality Assessment for in-the-Wild Computer Graphics Images	Mar 14, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
JNDMix: JND-Based Data Augmentation for No-reference Image Quality Assessment	Feb 20, 2023	Data AugmentationImage Quality Assessment	—Unverified	0

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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