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Image Quality Assessment

Papers

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Showing 1–50 of 732 papers

TitleStatusHype
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality AssessmentCode4
Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to PairsCode3
Descriptive Image Quality Assessment in the WildCode3
The Unreasonable Effectiveness of Deep Features as a Perceptual MetricCode3
Image Quality Assessment for Magnetic Resonance ImagingCode3
PyTorch Image Quality: Metrics for Image Quality AssessmentCode3
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
Deep Learning-based Compression Detection for explainable Face Image Quality AssessmentCode2
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality AssumptionCode2
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level VisionCode2
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality AssessmentCode2
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined LevelsCode2
Attentions Help CNNs See Better: Attention-based Hybrid Image Quality Assessment NetworkCode2
Teaching LMMs for Image Quality Scoring and InterpretingCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language ModelCode2
A Comprehensive Study of Multimodal Large Language Models for Image Quality AssessmentCode2
SEAGULL: No-reference Image Quality Assessment for Regions of Interest via Vision-Language Instruction TuningCode2
Thinking Image Color Aesthetics Assessment: Models, Datasets and BenchmarksCode2
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to RankCode2
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning PerspectiveCode2
Q-Insight: Understanding Image Quality via Visual Reinforcement LearningCode2
Exploring CLIP for Assessing the Look and Feel of ImagesCode2
An Introduction to Neural Data CompressionCode2
Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language ModelsCode2
Fieldscale: Locality-Aware Field-based Adaptive Rescaling for Thermal Infrared ImageCode2
Pairwise Comparisons Are All You NeedCode2
A combined full-reference image quality assessment approach based on convolutional activation mapsCode1
Deep Learning of Human Visual Sensitivity in Image Quality Assessment FrameworkCode1
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to CompareCode1
A CNN-Based Blind Denoising Method for Endoscopic ImagesCode1
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
CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessmentCode1
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative ClassifiabilityCode1
Data-Efficient Image Quality Assessment with Attention-Panel DecoderCode1
Content-Variant Reference Image Quality Assessment via Knowledge DistillationCode1
An Image Quality Assessment Dataset for PortraitsCode1
Continual Learning for Blind Image Quality AssessmentCode1
Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image EnhancementCode1
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
Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper NetworkCode1
Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature EnhancementCode1
Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality MetricsCode1
Analysis of Video Quality Datasets via Design of Minimalistic Video Quality ModelsCode1
Conformer and Blind Noisy Students for Improved Image Quality AssessmentCode1
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
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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