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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
Descriptive Image Quality Assessment in the WildCode3
Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to PairsCode3
PyTorch Image Quality: Metrics for Image Quality AssessmentCode3
Image Quality Assessment for Magnetic Resonance ImagingCode3
The Unreasonable Effectiveness of Deep Features as a Perceptual MetricCode3
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to RankCode2
Q-Insight: Understanding Image Quality via Visual Reinforcement LearningCode2
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality AssumptionCode2
Teaching LMMs for Image Quality Scoring and InterpretingCode2
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language ModelCode2
Deep Learning-based Compression Detection for explainable Face Image Quality AssessmentCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
SEAGULL: No-reference Image Quality Assessment for Regions of Interest via Vision-Language Instruction TuningCode2
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
Fieldscale: Locality-Aware Field-based Adaptive Rescaling for Thermal Infrared ImageCode2
A Comprehensive Study of Multimodal Large Language Models for Image Quality AssessmentCode2
Pairwise Comparisons Are All You NeedCode2
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined LevelsCode2
Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language ModelsCode2
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level VisionCode2
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning PerspectiveCode2
Thinking Image Color Aesthetics Assessment: Models, Datasets and BenchmarksCode2
Exploring CLIP for Assessing the Look and Feel of ImagesCode2
Attentions Help CNNs See Better: Attention-based Hybrid Image Quality Assessment NetworkCode2
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality AssessmentCode2
An Introduction to Neural Data CompressionCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
Text-Visual Semantic Constrained AI-Generated Image Quality AssessmentCode1
3DGS-IEval-15K: A Large-scale Image Quality Evaluation Database for 3D Gaussian-SplattingCode1
Taylor expansion-based Kolmogorov-Arnold network for blind image quality assessmentCode1
MMP-2K: A Benchmark Multi-Labeled Macro Photography Image Quality Assessment DatabaseCode1
NTIRE 2025 Challenge on Real-World Face Restoration: Methods and ResultsCode1
Q-Adapt: Adapting LMM for Visual Quality Assessment with Progressive Instruction TuningCode1
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality AssessmentCode1
Image Quality Assessment: From Human to Machine PreferenceCode1
M3-AGIQA: Multimodal, Multi-Round, Multi-Aspect AI-Generated Image Quality AssessmentCode1
Ranking-aware adapter for text-driven image ordering with CLIPCode1
IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative ModelsCode1
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality AssessmentCode1
CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessmentCode1
AIM 2024 Challenge on UHD Blind Photo Quality AssessmentCode1
Exploring Kolmogorov-Arnold networks for realistic image sharpness assessmentCode1
MobileIQA: Exploiting Mobile-level Diverse Opinion Network For No-Reference Image Quality Assessment Using Knowledge DistillationCode1
Assessing UHD Image Quality from Aesthetics, Distortions, and SaliencyCode1
Sliced Maximal Information Coefficient: A Training-Free Approach for Image Quality Assessment EnhancementCode1
Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality MetricsCode1
Q-Ground: Image Quality Grounding with Large Multi-modality ModelsCode1
HazeCLIP: Towards Language Guided Real-World Image DehazingCode1
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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