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Image Quality Assessment

Papers

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Showing 26–50 of 732 papers

TitleStatusHype
Q-Adapt: Adapting LMM for Visual Quality Assessment with Progressive Instruction TuningCode1
Multi-Marker Similarity enables reduced-reference and interpretable image quality assessment in optical microscopy—0
Q-Insight: Understanding Image Quality via Visual Reinforcement LearningCode2
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy—0
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality AssessmentCode1
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach—0
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality AssumptionCode2
Image Quality Assessment: From Human to Machine PreferenceCode1
IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond—0
Teaching LMMs for Image Quality Scoring and InterpretingCode2
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
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language ModelCode2
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
M3-AGIQA: Multimodal, Multi-Round, Multi-Aspect AI-Generated Image Quality AssessmentCode1
Omnidirectional Image Quality Captioning: A Large-scale Database and A New ModelCode0
A Survey on Image Quality Assessment: Insights, Analysis, and Future Outlook—0
Image Intrinsic Scale Assessment: Bridging the Gap Between Quality and Resolution—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