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Image Quality Assessment

Papers

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Showing 101–150 of 732 papers

TitleStatusHype
AIM 2024 Challenge on UHD Blind Photo Quality AssessmentCode1
Content-Variant Reference Image Quality Assessment via Knowledge DistillationCode1
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality AssessmentCode1
On the Effectiveness of Spectral Discriminators for Perceptual Quality ImprovementCode1
DeepDC: Deep Distance Correlation as a Perceptual Image Quality EvaluatorCode1
Perceptual Quality Assessment of Smartphone PhotographyCode1
PKU-I2IQA: An Image-to-Image Quality Assessment Database for AI Generated ImagesCode1
Point Cloud Quality Assessment: Dataset Construction and Learning-based No-Reference MetricCode1
Hephaestus: A large scale multitask dataset towards InSAR understandingCode1
A Multi-task convolutional neural network for blind stereoscopic image quality assessment using naturalness analysisCode1
DP-IQA: Utilizing Diffusion Prior for Blind Image Quality Assessment in the WildCode1
A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography ImageCode1
Q-Refine: A Perceptual Quality Refiner for AI-Generated ImageCode1
Quality Assessment of Image Super-Resolution: Balancing Deterministic and Statistical FidelityCode1
Analysis of Video Quality Datasets via Design of Minimalistic Video Quality ModelsCode1
Region-Adaptive Deformable Network for Image Quality AssessmentCode1
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to CompareCode1
REQA: Coarse-to-fine Assessment of Image Quality to Alleviate the Range EffectCode1
Diffusion Model Based Visual Compensation Guidance and Visual Difference Analysis for No-Reference Image Quality AssessmentCode1
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative ClassifiabilityCode1
Blind Image Quality Assessment Based on Geometric Order LearningCode1
Self2Self+: Single-Image Denoising with Self-Supervised Learning and Image Quality Assessment LossCode1
Spatial Attention-based Non-reference Perceptual Quality Prediction Network for Omnidirectional ImagesCode1
ST360IQ: No-Reference Omnidirectional Image Quality Assessment with Spherical Vision TransformersCode1
Comparison of Image Quality Models for Optimization of Image Processing SystemsCode1
Blind Image Quality Assessment via Transformer Predicted Error Map and Perceptual Quality TokenCode1
A Deep Learning based No-reference Quality Assessment Model for UGC VideosCode1
Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm RegularizationCode1
Dual-Branch Network for Portrait Image Quality AssessmentCode1
Deep Feature Statistics Mapping for Generalized Screen Content Image Quality AssessmentCode1
Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image EnhancementCode1
CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessmentCode1
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
Data-Efficient Image Quality Assessment with Attention-Panel DecoderCode1
Deep Learning of Human Visual Sensitivity in Image Quality Assessment FrameworkCode1
Deep-OCTA: Ensemble Deep Learning Approaches for Diabetic Retinopathy Analysis on OCTA ImagesCode1
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionCode1
Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature EnhancementCode1
2AFC Prompting of Large Multimodal Models for Image Quality AssessmentCode1
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic ModelsCode1
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality AssessmentCode1
Bringing Textual Prompt to AI-Generated Image Quality AssessmentCode1
Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper NetworkCode1
End-to-end deep multi-score model for No-reference stereoscopic image quality assessmentCode1
A Perceptual Quality Assessment Exploration for AIGC ImagesCode1
An Image Quality Assessment Dataset for PortraitsCode1
FaceQAN: Face Image Quality Assessment Through Adversarial Noise ExplorationCode1
FetMRQC: a robust quality control system for multi-centric fetal brain MRICode1
CLIB-FIQA: Face Image Quality Assessment with Confidence CalibrationCode1
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluationCode1
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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