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
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
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
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
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
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable Bank	Mar 16, 2023	Image RestorationNo-Reference Image Quality Assessment	CodeCode Available	1
Universal Perturbation Attack on Differentiable No-Reference Image- and Video-Quality Metrics	Nov 1, 2022	Adversarial AttackNo-Reference Image Quality Assessment	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
Deep Feature Statistics Mapping for Generalized Screen Content Image Quality Assessment	Sep 12, 2022	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
Content-Variant Reference Image Quality Assessment via Knowledge Distillation	Feb 26, 2022	Image Quality AssessmentKnowledge Distillation	CodeCode Available	1
Image Quality Assessment using Contrastive Learning	Oct 25, 2021	Contrastive LearningImage Quality Assessment	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
No-Reference Image Quality Assessment by Hallucinating Pristine Features	Aug 9, 2021	DisentanglementHallucination	CodeCode Available	1
Generalizable No-Reference Image Quality Assessment via Deep Meta-learning	Apr 15, 2021	Image Quality AssessmentMeta-Learning	CodeCode Available	1
Continual Learning for Blind Image Quality Assessment	Feb 19, 2021	Continual LearningImage Quality Assessment	CodeCode Available	1
No-Reference Image Quality Assessment with Global Statistical Features	Feb 5, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Point Cloud Quality Assessment: Dataset Construction and Learning-based No-Reference Metric	Dec 22, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment	Aug 10, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	1
Perceptual Quality Assessment of Smartphone Photography	Jun 1, 2020	AttributeImage Quality Assessment	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
Uncertainty-Aware Blind Image Quality Assessment in the Laboratory and Wild	May 28, 2020	Image Quality AssessmentLearning-To-Rank	CodeCode Available	1
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment	Apr 11, 2020	Image Quality AssessmentMeta-Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 2 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