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Image Quality Assessment

Papers

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Showing 151–200 of 732 papers

TitleStatusHype
Uncertainty-Aware Blind Image Quality Assessment in the Laboratory and WildCode1
Comparison of Image Quality Models for Optimization of Image Processing SystemsCode1
Image Quality Assessment: Unifying Structure and Texture SimilarityCode1
MetaIQA: Deep Meta-learning for No-Reference Image Quality AssessmentCode1
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding RobustnessCode1
GIQA: Generated Image Quality AssessmentCode1
A CNN-Based Blind Denoising Method for Endoscopic ImagesCode1
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessmentCode1
Evaluation of Retinal Image Quality Assessment Networks in Different Color-spacesCode1
Learning to Blindly Assess Image Quality in the Laboratory and WildCode1
No-Reference Color Image Quality Assessment: From Entropy to Perceptual QualityCode1
KonIQ-10k: Towards an ecologically valid and large-scale IQA databaseCode1
A practical guide and software for analysing pairwise comparison experimentsCode1
Deep Learning of Human Visual Sensitivity in Image Quality Assessment FrameworkCode1
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
Visual-Language Model Knowledge Distillation Method for Image Quality Assessment—0
DeQA-Doc: Adapting DeQA-Score to Document Image Quality AssessmentCode0
4KAgent: Agentic Any Image to 4K Super-Resolution—0
MS-IQA: A Multi-Scale Feature Fusion Network for PET/CT Image Quality AssessmentCode0
FundaQ-8: A Clinically-Inspired Scoring Framework for Automated Fundus Image Quality Assessment—0
MetaQAP -- A Meta-Learning Approach for Quality-Aware Pretraining in Image Quality Assessment—0
Enhanced Dermatology Image Quality Assessment via Cross-Domain Training—0
EyeSim-VQA: A Free-Energy-Guided Eye Simulation Framework for Video Quality Assessment—0
Robustness as Architecture: Designing IQA Models to Withstand Adversarial Perturbations—0
Digital twins enable full-reference quality assessment of photoacoustic image reconstructions—0
DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality AssessmentCode0
Perceptual Quality Assessment for Embodied AICode0
Exploring Image Quality Assessment from a New Perspective: Pupil Size—0
Semantically-Aware Game Image Quality Assessment—0
HiLLIE: Human-in-the-Loop Training for Low-Light Image EnhancementCode0
Hybrid Image Resolution Quality Metric (HIRQM):A Comprehensive Perceptual Image Quality Assessment Framework—0
Perceptual Error Logarithm: An Efficient and Effective Analytical Method for Full-Reference Image Quality Assessment—0
Towards Explainable Partial-AIGC Image Quality Assessment—0
Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model—0
Multi-Marker Similarity enables reduced-reference and interpretable image quality assessment in optical microscopy—0
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy—0
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach—0
IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond—0
Multimodal Human-AI Synergy for Medical Imaging Quality Control: A Hybrid Intelligence Framework with Adaptive Dataset Curation and Closed-Loop Evaluation—0
Unsupervised Multi-Clustering and Decision-Making Strategies for 4D-STEM Orientation Mapping—0
Viewport-Unaware Blind Omnidirectional Image Quality Assessment: A Flexible and Effective ParadigmCode0
Computational Analysis of Degradation Modeling in Blind Panoramic Image Quality Assessment—0
A Causal Framework for Aligning Image Quality Metrics and Deep Neural Network Robustness—0
Illuminant and light direction estimation using Wasserstein distance method—0
BELE: Blur Equivalent Linearized Estimator—0
Picking the Cream of the Crop: Visual-Centric Data Selection with Collaborative AgentsCode0
Max360IQ: Blind Omnidirectional Image Quality Assessment with Multi-axis AttentionCode0
AdverX-Ray: Ensuring X-Ray Integrity Through Frequency-Sensitive Adversarial VAEsCode0
Omnidirectional Image Quality Captioning: A Large-scale Database and A New ModelCode0
A Survey on Image Quality Assessment: Insights, Analysis, and Future Outlook—0
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All datasetsMSU NR VQA DatabaseKonIQ-10kMSU FR VQA Database

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SPAQ MT-SSRCC0.88—Unverified
2SPAQ BLSRCC0.88—Unverified
3SPAQ MT-ASRCC0.88—Unverified
4KonCept512SRCC0.84—Unverified
5MEONSRCC0.51—Unverified
#ModelMetricClaimedVerifiedStatus
1RealQASRCC0.95—Unverified
2OneAlignSRCC0.94—Unverified
3UNIQASRCC0.93—Unverified
4KonCept512SRCC0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1FSIMSRCC0.9—Unverified
2DSSSRCC0.9—Unverified
3MS-GMSDSRCC0.89—Unverified
4GMSDSRCC0.89—Unverified