Fundus Imaging

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2 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Detecting Glaucoma Across Multi-ethnic Myopic and Non-Myopic Populations Using an Uncertainty-Aware Vision Transformer: A Multicentre Model Development and Validation Study

    Sep 24, 2026Raghavan Lavanya, Yangqin Feng, Ten Cheer Quek +36Fundus Imaging

    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore · Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore · Institute of Advanced Intelligence and Computing, Agency for Science, Technology and Research, Singapore +14

  2. Interpretable AI plus Handheld, Portable Retinal Photographs: A Low-Cost Glaucoma Screening Solution for West Africa

    Sep 22, 2026Charis Y. N. Chiang, Tarela Sarimiye, Adeyinka Ashaye +4Medical DiagnosisMedical Image Segmentation

    Department of Ophthalmology, Emory University, Atlanta, Georgia, United States · Department of Biomedical Engineering, National University of Singapore, Singapore · Singapore Eye Research Institute, Singapore National Eye Centre, Singapore +5

  3. Modelling Geographic Atrophy Progression using Implicit Neural Representations

    Aug 11, 2026Simone Sarrocco, Paul Friedrich, Florentin Bieder +4Longitudinal Medical Image AnalysisMedical Image Segmentation

    Department of Biomedical Engineering, University of Basel, Allschwil, Switzerland · Department of Ophthalmology, University Hospital Basel, Basel, Switzerland · Vienna University of Natural Resources and Life Sciences, Vienna, Austria +1

  4. Disentangling Co-Occurring Retinal Pathologies with Saliency-Guided Sparse Expert Routing

    Aug 10, 2026Nagur Shareef Shaik, Jeongwoo Park, Yeong-Jin Kim +3Medical ImagingSparse Mixture-of-Experts

    Department of Computer Science, Georgia State University, Atlanta, GA 30324, USA · Piehealthcare Inc., Suwon-si, Gyeonggi-do, 16311, Republic of Korea

  5. UPolarSQ: Polar Representation Learning for Optic Disc and Peripapillary Atrophy Segmentation and Quantification in Fundus Photographs

    Aug 9, 2026Mengxian He, Yunyun sun, Ziyue Gao +3Medical Image AnalysisMedical Image Segmentation

    Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · Capital Medical University, Beijing, China

  6. An Agentic AI Framework Overcomes Fundamental Limitations of Large Language Models for Glaucoma Detection from Fundus Photography

    Aug 7, 2026Jalil Jalili, Hossein Taghizad, Anuwat Jiravarnsirikul +8Medical ImagingMedical Image Classification

    Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California, San Diego, La Jolla, CA, USA. · Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California, San Diego, La Jolla, CA, USA · Department of Electrical and Computer Engineering, University of Quebec at Trois-Rivières, Trois-Rivières, QC, Canada +2

  7. SpecF2M: A Spectral-Aware Multi-task Network Estimating Axial Length and Refractive Error from Pediatric Fundus Photographs

    Aug 7, 2026Mengxian He, Xinyue Liu, Yunyun Sun +5Medical ImagingMulti-Task Learning

    The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong · Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, China · Capital Medical University, China +1

  8. Color Fundus Photography Analysis: Co-evolution of Data, Preprocessing, and Modeling toward Multimodal AI

    Jul 27, 2026Yu Li, Wengan He, Wenhui Xu +7Medical Imaging Foundation ModelsMedical Image Analysis

    aZhuhai College of Science and Technology, Zhuhai, Guangdong, China · bZhuhai UNO technology Co., Ltd., Zhuhai, Guangdong, China

  9. Counterfactual Explainability Framework With CycleGAN And Counterfactual-Classifier Alignnment Score for Retinal Disease Classification

    Jul 23, 2026Kritanu Chattopadhyay, Sayanjit Singha Roy, Soumya ChatterjeeCounterfactual ExplanationsMedical Image Classification

    Department of Mechanical Engineering, National Institute of Technology Durgapur, West Bengal, 713209, India · Department of Electrical Engineering, IIT Kanpur, Uttar Pradesh, 208016, India · Department of Electrical Engineering, National Institute of Technology Durgapur, West Bengal, 713209, India

  10. Luminosity-Adaptive Contrast Enhancement Using CLAHE for Retinal Fundus Images with Quantitative Validation and Comparative Analysis

    Jul 20, 2026K. Mithra, Prem Kumar SanthanamImage EnhancementFundus Imaging

    Independent Researcher, Department of Information and Computer Engineering, Scottsdale, AZ, USA · Seidenberg School of Computer Science and Information Systems, Pace University, New York City, NY, USA

  11. RED-Sphere: Hyperspherical Residual Edge Debiasing for Cross-Population Fundus Disease Domain Generalization

    Jul 12, 2026Yan Lin, Ziheng Wang, Shuang Chen +2Distribution Shift RobustnessMedical Image Classification

    Newcastle University Newcastle upon Tyne, UK · King Abdullah University of Science and Technology (KAUST) Thuwal, Saudi Arabia · Durham University Durham, UK

  12. GlaKG: A Biomarker-Centric Fundus Knowledge Graph for Explainable Glaucoma Diagnosis and Risk Assessment

    Jul 6, 2026Cheng Huang, Jia Zhang, Yi Jiang +7Medical Image AnalysisMedical Diagnosis

    University of Texas Southwestern Medical Center · 2Southern Methodist University · 3Nanyang Technological University +1

  13. Model Confidence-Guided Multi-Image Fusion of Fundus Images for Diabetic Retinopathy Diagnosis

    Jul 3, 2026Ananya Raghu, Anisha Raghu, Alice S. Tang +3Multi-Source Image FusionSelective Prediction

    Massachusetts Institute of Technology, Cambridge, MA, USA · Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA · Wilmer Eye Institute, Department of Ophthalmology, Johns Hopkins University, Baltimore, MD, USA +3

  14. Cross-Modal Iteration Distillation for Robust IHD Screening: The IDNet Framework and A New Benchmark

    Jun 29, 2026Yongchang Gao, Junjie Pang, Shuaiyu Yang +5Cross-Modal Knowledge DistillationMedical Imaging

    University of Chinese Academy of Sciences, Beijing, China · MGI Tech Co., Ltd., Shenzhen, China · Shenzhen University, Shenzhen, China

  15. FunPiQ: A New Benchmark for Pixel-Level Quality Assessment in Fundus Images

    Jun 24, 2026Pengwei Wang, José Morano, Virginia Mares +1Fundus ImagingExplainable Medical Image Analysis

    Institute of Artificial Intelligence, Center for Medical Data Science, Medical University of Vienna, Vienna, Austria · Christian Doppler Lab for Artificial Intelligence in Retina, Center for Medical Data Science, Medical University of Vienna, Vienna, Austria

  16. A Dual Edge Spatial Jacobian Image Graph for Interpretable Diabetic Retinopathy Grading

    Jun 23, 2026Inam Ullah, Imran Razzak, Shoaib JameelGraph Representation LearningDiabetic Retinopathy Grading

    University of Southampton Southampton, United Kingdom · Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, United Arab Emirates

  17. EFIQA: Explainable Fundus Image Quality Assessment via Anatomical Priors

    Jun 18, 2026Pengwei Wang, José Morano, Qian Wan +1Fundus ImagingExplainable Medical Image Analysis

    Institute of Artificial Intelligence, Center for Medical Data Science, Medical University of Vienna, Austria · Christian Doppler Lab for Artificial Intelligence in Retina, Medical University of Vienna, Austria

  18. Propagating Structural Guidance: Synthesizing Fluorescein Angiography from Fundus Images and Sparse OCT Scans

    Jun 15, 2026Tengfei Ma, Ruiqi Wu, Chenran Zhang +6Medical ImagingCross-Modal Alignment

    School of Computer Science and Engineering, Southeast University, China · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications, Ministry of Education, Nanjing, China · Tianyuan Honors School, Nanjing Medical University, China +2

  19. Ellipse Meets Bit-Planes: A Novel Approach to RNFL based Glaucoma Detection Using Advanced Image Processing and Deep Learning

    Jun 14, 2026Snigdha Paul, Sambit Mallick, Anindya SenMedical Image AnalysisFundus Imaging

    Electronics and Communication Engineering, Heritage Institute of Technology, Kolkata, 700107, West Bengal, India

  20. EyeMVP: OCT-Informed Fundus Representation Learning via Paired CFP--OCT Pretraining

    Jun 13, 2026Zhuo Deng, Ruiheng Zhang, Ziheng Zhang +23Medical Imaging Foundation ModelsCross-Modal Representation Learning

    Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China · Liangxiang Hospital of Beijing Fangshan District, Capital Medical University, Beijing, China +6

  21. Towards Clinically Interpretable Ophthalmic VQA via Spatially-Grounded Lesion Evidence

    May 21, 2026Xingyue Wang, Bo Liu, Meng Wang +4Medical VQAFundus Imaging

    Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · The Hong Kong Polytechnic University, Hong Kong S.A.R., China. · National University of Singapore, Singapore. +2

  22. ELEMENT: Multi-Modal Retinal Vessel Segmentation Based on a Coupled Region Growing and Machine Learning Approach

    May 19, 2026Erick O. Rodrigues, Aura Conci, Panos LiatsisImage SegmentationMedical Imaging

    Academic Department of Informatics, Universidade Tecnologica Federal do Parana (UTFPR), Pato Branco 80230-901, Brazil · Department of Computer Science, Universidade Federal Fluminense (UFF), Niteroi 24220-900, Brazil · Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi 127788, United Arab Emirates

  23. Scientific Domain Knowledge Improves Vision-Language Fundus Models

    May 4, 2026Verena Jasmin Hallitschke, Carsten Eickhoff, Philipp BerensHealthcareMedical Diagnosis

    1Hertie Institute for AI in Brain Health, University of Tübingen, Tübingen, Germany · Institute for Applied Medical Informatics, University of Tübingen, Tübingen, Germany · 2Tübingen AI Center, Tübingen, Germany

  24. Prediction of Alzheimer's Disease Risk Factors from Retinal Images via Deep Learning: Development and Validation of Biologically Relevant Morphological Associations in the UK Biobank

    May 1, 2026Seowung Leem, Yunchao Yang, Adam J. Woods +1Alzheimer's DiseaseMedical Image Analysis

    1J. Crayton Pruitt Family Dept. of Biomedical Engineering, University of Florida, Gainesville, FL 32611, USA · University of Florida Research Computing, University of Florida, Gainesville, FL 32611, USA · Meta AI (FAIR) +4

  25. Training-inference input alignment outweighs framework choice in longitudinal retinal image prediction

    Apr 18, 2026Liyin Chen, Nazlee Zebardast, Mengyu Wang +2Medical ImagingImage-to-Image Translation

    Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA · Broad Institute of MIT and Harvard, Cambridge, MA, USA · Harvard Ophthalmology AI Lab, Schepens Eye Research Institute, Harvard Medical School, Boston, MA, USA +1

  26. Diffusion Autoencoder for Unsupervised Artifact Restoration in Handheld Fundus Images

    Apr 17, 2026Mathumetha Palani, Kavya Puthumana, Ayantika Das +1Diffusion Models for Image RestorationMedical Imaging

    Nuvo AI, Chennai, India · Indian Institute of Technology Madras, India

  27. Towards Interpretable Foundation Models for Retinal Fundus Images

    Mar 19, 2026Samuel Ofosu Mensah, Camila Roa, Kerol Djoumessi +1Medical ImagingMedical Imaging Foundation Models

    Hertie Institute for AI in Brain Health, University of Tübingen, Germany · Tübingen AI Center, University of Tübingen, Germany

  28. retinalysis-vascx: An explainable software toolbox for the extraction of retinal vascular biomarkers

    Feb 9, 2026Jose D. Vargas Quiros, Michael J. Beyeler, Sofia Ortin Vela +5Medical Image AnalysisFundus Imaging

    Department of Ophthalmology, Erasmus University Medical Center, Rotterdam, the Netherlands · Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands · 5Dept. of Computational Biology, University of Lausanne, Lausanne, Switzerland +4

  29. Evaluating Fundus-Specific Foundation Models for Diabetic Macular Edema Detection

    Oct 8, 2025Franco Javier Arellano, José Ignacio OrlandoMedical Imaging Foundation ModelsVision Foundation Model Adaptation

    Yatiris Group, PLADEMA Institute, UNICEN, Tandil, Argentina · CONICET, Tandil, Argentina

  30. Clinician-Friendly Foundation Models for Ophthalmic Image Diagnostics without Fine-Tuning or Technical Barriers

    Apr 22, 2025Meng Wang, Tian Lin, Qingshan Hou +69Medical Imaging Foundation ModelsMedical Image Analysis