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	Hype
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
Task-Specific Normalization for Continual Learning of Blind Image Quality Models	Jul 28, 2021	Continual LearningImage Quality Assessment	CodeCode Available	0
Semi-Supervised Deep Ensembles for Blind Image Quality Assessment	Jun 26, 2021	DiversityEnsemble Learning	CodeCode Available	0
Deep Perceptual Preprocessing for Video Coding	Jun 19, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
Generalizable No-Reference Image Quality Assessment via Deep Meta-learning	Apr 15, 2021	Image Quality AssessmentMeta-Learning	CodeCode Available	1
Perceptual Image Restoration with High-Quality Priori and Degradation Learning	Mar 4, 2021	Image Quality AssessmentImage Restoration	—Unverified	0
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
No-reference Stereoscopic Image Quality Predictor using Deep Features from Cyclopean Image	Jan 1, 2021	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
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
Multi-pooled Inception features for no-reference image quality assessment	Nov 10, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
Comprehensive evaluation of no-reference image quality assessment algorithms on authentic distortions	Oct 26, 2020	BIG-bench Machine LearningImage Quality Assessment	—Unverified	0
Comprehensive evaluation of no-reference image quality assessment algorithms on KADID-10k database	Oct 19, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
Painting Outside as Inside: Edge Guided Image Outpainting via Bidirectional Rearrangement with Progressive Step Learning	Oct 5, 2020	Image InpaintingImage Outpainting	—Unverified	0
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	0
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
No-Reference Image Quality Assessment Based on the Fusion of Statistical and Perceptual Features	Jul 30, 2020	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
No-Reference Image Quality Assessment via Feature Fusion and Multi-Task Learning	Jun 6, 2020	Image Quality AssessmentMulti-Task Learning	—Unverified	0
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
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness	Mar 20, 2020	Face Image QualityFace Model	CodeCode Available	1
A CNN-Based Blind Denoising Method for Endoscopic Images	Mar 16, 2020	DenoisingImage Enhancement	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