Image Quality Assessment

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17 papers in the last four weeks, up 13% on the four weeks before. 0.1% of all new papers.

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  1. TIQA: Human-Aligned Perceptual Text Quality Assessment in Generated Images

    Mar 7, 2026Kirill Koltsov, Aleksandr Gushchin, Anastasia Antsiferova +1Image Quality AssessmentT2I Generation Evaluation

    Lomonosov Moscow State University Moscow, Russia · ISP RAS Research Center for Trusted Artificial Intelligence Lomonosov Moscow State University Moscow, Russia · ISP RAS Research Center for Trusted Artificial Intelligence MSU Institute for Artificial Intelligence Moscow, Russia +1

  2. Interpretable Motion Artificat Detection in structural Brain MRI

    Mar 5, 2026Naveetha Nithianandam, Prabhjot Kaur, Anil Kumar SaoImage Quality AssessmentBrain MRI

    Indian Institute of Technology, Madras · Boston Childrens Hospital, Harvard Medical School, Boston, USA · Indian Institute of Technology, Bhilai

  3. How far have we gone in Generative Image Restoration? A study on its capability, limitations and evaluation practices

    Mar 5, 2026Xiang Yin, Jinfan Hu, Zhiyuan You +4Image RestorationImage Quality Assessment

    Fudan University · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences · University of the Chinese Academy of Sciences +3

  4. SIQA: Toward Reliable Scientific Image Quality Assessment

    Mar 5, 2026Wenzhe Li, Liang Chen, Junying Wang +6Image Quality AssessmentMultimodal Model Evaluation

    TongJi University · Shanghai Artificial Intelligence Laboratory · Shanghai Jiao Tong University

  5. Scalable Evaluation of the Realism of Synthetic Environmental Augmentations in Images

    Mar 4, 2026Damian J. Ruck, Paul Vautravers, Oliver Chalkley +1Synthetic Data EvaluationImage Editing Evaluation

    Advai Ltd, 20–22 Wenlock Road, London, N1 7GU, United Kingdom

  6. Fine-grained Image Aesthetic Assessment: Learning Discriminative Scores from Relative Ranks

    Mar 4, 2026Zhichao Yang, Jianjie Wang, Zhixianhe Zhang +4Image Quality AssessmentLearning to Rank

    School of Artificial Intelligence, Xidian University · State Key Laboratory of EMIM, Xidian University

  7. Position: Evaluation of Visual Processing Should Be Human-Centered, Not Metric-Centered

    Feb 28, 2026Jinfan Hu, Fanghua Yu, Zhiyuan You +5Image Quality Assessment

    Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences · University of the Chinese Academy of Sciences · The University of Hong Kong +6

  8. FluoCLIP: Stain-Aware Focus Quality Assessment in Fluorescence Microscopy

    Feb 27, 2026Hyejin Park, Jiwon Yoon, Sumin Park +5Microscopy Image AnalysisImage Quality Assessment

    Division of AI and Software, Ewha Womans University, South Korea · Analytical Solution Team, Daesang Corporation, South Korea · Bioimaging Data Curation Center (BDCC), Department of Life Science, Ewha Womans University, South Korea

  9. Perceptual Quality Optimization of Image Super-Resolution

    Feb 25, 2026Wei Zhou, Yixiao Li, Hadi Amirpour +4Image Super-ResolutionPerceptual Loss

    School of Computer Science and Informatics, Cardiff University, UK · Christian Doppler Laboratory ATHENA, Alpen-Adria-Universität, Klagenfurt, Austria · XiaomiEV, China +1

  10. BiRQA: Bidirectional Robust Quality Assessment for Images

    Feb 23, 2026Aleksandr Gushchin, Dmitriy S. Vatolin, Anastasia AntsiferovaImage Quality AssessmentAdversarial Robustness

    ISP RAS Research Center for Trusted Artificial Intelligence, Moscow, Russia · MSU Institute for Artificial Intelligence, Moscow, Russia · Lomonosov Moscow State University, Moscow, Russia +1

  11. Subtle Motion Blur Detection and Segmentation from Static Image Artworks

    Feb 21, 2026Ganesh Samarth, Sibendu Paul, Solale Tabarestani +1Image SegmentationImage Quality Assessment

    Amazon Prime Video

  12. Image Quality Assessment: Exploring Quality Awareness via Memory-driven Distortion Patterns Matching

    Feb 20, 2026Xuting Lan, Mingliang Zhou, Xuekai Wei +5Image Quality Assessment

  13. From Global to Granular: Revealing IQA Model Performance via Correlation Surface

    Jan 29, 2026Baoliang Chen, Danni Huang, Hanwei Zhu +5Image Quality Assessment

    School of Computer Science, South China Normal University · College of Computing and Data Science, Nanyang Technological University · School of Computer Science, City University of Hong Kong +2

  14. Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning

    Jan 6, 2026Guoqiang Liang, Jianyi Wang, Zhonghua Wu +2VLM RobustnessVLM Reasoning

    National University of Singapore · S-Lab, Nanyang Technological University, Singapore · SenseTime Research

  15. FoCLIP: A Feature-Space Misalignment Framework for CLIP-Based Image Manipulation and Detection

    Nov 10, 2025Yulin Chen, Zeyuan Wang, Tianyuan Yu +2VLM RobustnessAdversarial Attacks on VLMs

    Laboratory for Big Data and Decision, National University of Defense Technology, Changsha 410073, China

  16. Adversarial Stress Testing of Outlier Detection in Subjective Image Quality Assessment

    Sep 8, 2025Dietmar SaupeAnomaly DetectionImage Quality Assessment

    Department of Computer and Information Science, University of Konstanz, Konstanz, Germany

  17. Q-SiT: Teaching LMMs for Image Quality Scoring and Interpreting

    Mar 12, 2025Zicheng Zhang, Haoning Wu, Ziheng Jia +2Unified Multimodal ModelsMulti-Task Learning

    Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University, China · S-Lab, Nanyang Technological University, Singapore · School of Computer Science and Engineering, Nanyang Technological University, Singapore

  18. CatSIM: A Categorical Image Similarity Metric

    Apr 20, 2020Geoffrey Z. Thompson, Ranjan MaitraImage Quality Assessment

    Department of Statistics at Iowa State University, Ames, Iowa 50011, USA