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Image Quality Assessment

Papers

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Showing 51–100 of 732 papers

TitleStatusHype
Image Quality Assessment: From Human to Machine PreferenceCode1
Image Quality Assessment: Unifying Structure and Texture SimilarityCode1
Image Quality-aware Diagnosis via Meta-knowledge Co-embeddingCode1
A Multi-task convolutional neural network for blind stereoscopic image quality assessment using naturalness analysisCode1
Exploring Kolmogorov-Arnold networks for realistic image sharpness assessmentCode1
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessmentCode1
Analysis of Video Quality Datasets via Design of Minimalistic Video Quality ModelsCode1
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to CompareCode1
A combined full-reference image quality assessment approach based on convolutional activation mapsCode1
Blind Image Quality Assessment Based on Geometric Order LearningCode1
Learning Generalizable Perceptual Representations for Data-Efficient No-Reference Image Quality AssessmentCode1
Learning to Blindly Assess Image Quality in the Laboratory and WildCode1
End-to-end deep multi-score model for No-reference stereoscopic image quality assessmentCode1
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality AssessmentCode1
Generalizable No-Reference Image Quality Assessment via Deep Meta-learningCode1
3DGS-IEval-15K: A Large-scale Image Quality Evaluation Database for 3D Gaussian-SplattingCode1
AGIQA-3K: An Open Database for AI-Generated Image Quality AssessmentCode1
Dual-Branch Network for Portrait Image Quality AssessmentCode1
Diffusion Model Based Visual Compensation Guidance and Visual Difference Analysis for No-Reference Image Quality AssessmentCode1
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality AssessmentCode1
eDifFIQA: Towards Efficient Face Image Quality Assessment Based On Denoising Diffusion Probabilistic ModelsCode1
GIQA: Generated Image Quality AssessmentCode1
Deep Learning of Human Visual Sensitivity in Image Quality Assessment FrameworkCode1
Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image EnhancementCode1
Data-Efficient Image Quality Assessment with Attention-Panel DecoderCode1
Deep Feature Statistics Mapping for Generalized Screen Content Image Quality AssessmentCode1
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluationCode1
ARNIQA: Learning Distortion Manifold for Image Quality AssessmentCode1
A practical guide and software for analysing pairwise comparison experimentsCode1
Continual Learning for Blind Image Quality AssessmentCode1
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality AssessmentCode1
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic ModelsCode1
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative ClassifiabilityCode1
DP-IQA: Utilizing Diffusion Prior for Blind Image Quality Assessment in the WildCode1
Assessing UHD Image Quality from Aesthetics, Distortions, and SaliencyCode1
Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality AssessmentCode1
A Perceptual Quality Assessment Exploration for AIGC ImagesCode1
Evaluation of Retinal Image Quality Assessment Networks in Different Color-spacesCode1
A study of deep perceptual metrics for image quality assessmentCode1
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality AssessmentCode1
FaceQAN: Face Image Quality Assessment Through Adversarial Noise ExplorationCode1
FetMRQC: Automated Quality Control for fetal brain MRICode1
Content-Variant Reference Image Quality Assessment via Knowledge DistillationCode1
CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessmentCode1
Deep-OCTA: Ensemble Deep Learning Approaches for Diabetic Retinopathy Analysis on OCTA ImagesCode1
Bringing Textual Prompt to AI-Generated Image Quality AssessmentCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
High Resolution Image Quality DatabaseCode1
A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography ImageCode1
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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