Medical Image Classification

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53 papers in the last four weeks, up 8% on the four weeks before. 0.3% of all new papers.

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  1. Robust Multi-Source Covid-19 Detection in CT Images

    Apr 2, 2026Asmita Yuki Pritha, Jason Xu, Daniel Ding +4Medical Image ClassificationDomain Generalization

    Capstone School Dhaka, Bangladesh · Carmel High School, Carmel, Indiana, USA · Clarkstown High School South, West Nyack, New York, USA +2

  2. OkanNet: A Lightweight Deep Learning Architecture for Classification of Brain Tumor from MRI Images

    Apr 1, 2026Okan Uçar, Murat KurtBrain Tumor ClassificationMedical Image Classification

    Graduate School of Natural and Applied Sciences Department of Computer Engineering Ege University Izmir, Turkey · International Computer Institute Ege University Izmir, Turkey

  3. NeoNet: An End-to-End 3D MRI-Based Deep Learning Framework for Non-Invasive Prediction of Perineural Invasion via Generation-Driven Classification

    Mar 31, 2026Youngung Han, Minkyung Cha, Kyeonghun Kim +12Clinical PredictionMedical Image Classification

    Seoul National University, South Korea · OUTTA, South Korea · Chung-Ang University, South Korea +5

  4. Retinal Malady Classification using AI: A novel ViT-SVM combination architecture

    Mar 31, 2026Shashwat Jha, Vishvaditya Luhach, Raju PoddarMedical Image ClassificationVision Transformer

    Department of Electrical and Electronics Engineering, Birla Institute of Technology Mesra · Department of Computer Science and Engineering, Maharaja Surajmal Institute of Technology · Department of Bio-Technology, Birla Institute of Technology Mesra

  5. Prototype-Enhanced Multi-View Learning for Thyroid Nodule Ultrasound Classification

    Mar 30, 2026Yangmei Chen, Zhongyuan Zhang, Xikun Zhang +4Medical Image ClassificationCross-Domain Generalization

    Guangdong Institute of Smart Education, Jinan University, Guangzhou 510632, China

  6. DinoDental: Benchmarking DINOv3 as a Unified Vision Encoder for Dental Image Analysis

    Mar 30, 2026Kun Tang, Xinquan Yang, Mianjie Zheng +6Medical Image AnalysisVision Foundation Model Adaptation

    Shenzhen University. · Shenzhen University General Hospital. · Chongqing University.

  7. Synergizing Discriminative Exemplars and Self-Refined Experience for MLLM-based In-Context Learning in Medical Diagnosis

    Mar 29, 2026Wenkai Zhao, Zipei Wang, Mengjie Fang +3Multimodal ICLMedical VLMs

    CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences · School of Software, North University of China

  8. Automated multi-class wound assessment using dedicated instance segmentation models for boundary detection and classification

    Mar 28, 2026Mehedi Hasan Tusar, Fateme Fayyazbakhsh, Igor Melnychuk +1Instance SegmentationMedical Image Classification

    Department of Mechanical and Aerospace Engineering, College of Engineering and Computing, Missouri University of Science and Technology, Rolla, Missouri, United States of America · Missouri Protoplex, Missouri University of Science and Technology, Rolla, Missouri, United States of America · Center for Biomedical Research, Missouri University of Science and Technology, Rolla, Missouri, United States of America +2

  9. EcoFair: Energy-Efficient Inference Routing for Edge AI under Data Degradation

    Mar 27, 2026Mostafa Anoosha, Dhavalkumar Thakker, Kuniko Paxton +4Adaptive InferenceEnergy-Efficient ML

    School of Digital and Physical Science, University of Hull Kingston upon Hull, HU6 7RX, U.K.

  10. External Benchmarking of Lung Ultrasound Models for Pneumothorax-Related Signs: A Manifest-Based Multi-Source Study

    Mar 27, 2026Takehiro IshikawaMedical Image BenchmarksMedical Image Classification

    College of Computing, Georgia Institute of Technology, 801 Atlantic Drive NW, Atlanta, GA 30332, USA

  11. DeepFAN, a transformer-based deep learning model for human-artificial intelligence collaborative assessment of incidental pulmonary nodules in CT scans: a multi-reader, multi-case trial

    Mar 26, 2026Zhenchen Zhu, Ge Hu, Weixiong Tan +16Medical Image ClassificationHuman-AI Collaboration

    Department of Radiology, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China. · Theranostics and Translational Research Center, National Infrastructures for Translational Medicine, Institute of Clinical Medicine, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China. · Artificial Intelligence Lab, Deepwise Healthcare, Beijing, China. +9

  12. An Image Dataset of Common Skin Diseases of Bangladesh and Benchmarking Performance with Machine Learning Models

    Mar 26, 2026Sazzad Hossain, Saiful Islam, Muhammad Ibrahim +3Skin Lesion ClassificationMedical Image Classification

    Department of Computer Science and Engineering, Faridpur Engineering College, Faridpur, Bangladesh · Department of Computer Science and Engineering, University of Dhaka, Dhaka, Bangladesh · Department of Oncology, Labaid Cancer and Super Speciality Center, Dhaka, Bangladesh +1

  13. PhyDCM: A Reproducible Open-Source Framework for AI-Assisted Brain Tumor Classification from Multi-Sequence MRI

    Mar 25, 2026Hayder Saad Abdulbaqi, Mohammed Hadi Rahim, Mohammed Hassan Hadi +2Brain Tumor ClassificationMedical Image Classification

    Department of medical physics, College of Science, University of Al-Qadisiyah, Address : Diwaniyah, Iraq

  14. Attention-based Pin Site Image Classification in Orthopaedic Patients with External Fixators

    Mar 25, 2026Yubo Wang, Marie Fridberg, Anirejuoritse Bafor +4Medical Image ClassificationHealthcare

    Department of the Electronic Systems, Aalborg University, 9220 Aalborg, Denmark · Department of Orthopaedic Surgery, Aalborg University Hospital, 9000 Aalborg, Denmark · Center for Limb Lengthening and Reconstruction, Nationwide Children’s Hospital, Columbus, Ohio 43205, USA

  15. Retinal Disease Classification from Fundus Images using CNN Transfer Learning

    Mar 24, 2026Ali AkramMedical Image ClassificationFundus Imaging

    CliftonLarsonAllen (CLA)

  16. Bi-CRCL: Bidirectional Conservative-Radical Complementary Learning with Pre-trained Foundation Models for Class-incremental Medical Image Analysis

    Mar 24, 2026Xinyao Wu, Zhe Xu, Cheng Chen +3Class-Incremental LearningMedical Image Analysis

    Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong, China. · Department of Radiation Oncology, Columbia University Irving Medical Center and Data Science Institute, Columbia University, New York, NY, USA. · Department of Electrical and Electronic Engineering and School of Biomedical Engineering, The University of Hong Kong, Hong Kong, China. +2

  17. FixationFormer: Direct Utilization of Expert Gaze Trajectories for Chest X-Ray Classification

    Mar 24, 2026Daniel Beckmann, Benjamin RisseChest X-Ray ClassificationMedical Image Classification

    Institute for Geoinformatics, Department of Computer Science, University of Münster, Münster, Germany

  18. Image-Domain Poisson-Perturbation Robustness of NCCT Slice Classification

    Mar 24, 2026Rhea Ghosal, Ronok Ghosal, Eileen LouMedical Image ClassificationNeuroimaging

    Westlake High School, Austin, TX, United States · California Institute of Technology, Pasadena, CA, United States · Round Rock High School, Round Rock, TX, United States

  19. Abnormalities and Disease Detection in Gastro-Intestinal Tract Images

    Mar 23, 2026Zeshan Khan, Muhammad Atif TahirMedical Image Anomaly DetectionMedical Image Classification

    NATIONAL UNIVERSITY OF COMPUTER AND EMERGING SCIENCES FAST School of Computing

  20. HamVision: Hamiltonian Dynamics as Inductive Bias for Medical Image Analysis

    Mar 22, 2026Mohamed A MabrokMedical Image AnalysisMedical Image Segmentation

    Department of Mathematics and Statistics, Qatar University, Doha, Qatar

  21. Enhancing Brain Tumor Classification Using Vision Transformers with Colormap-Based Feature Representation on BRISC2025 Dataset

    Mar 22, 2026Faisal AhmedMedical Image ClassificationBrain Tumor Classification

    Department of Data Science and Mathematics, Embry-Riddle Aeronautical University, 3700 Willow Creek Rd, Prescott, Arizona 86301, USA

  22. Ensemble of Small Classifiers For Imbalanced White Blood Cell Classification

    Mar 21, 2026Siddharth Srivastava, Adam Smith, Scott Brooks +2Medical Image Classification

    Department of Computer Science, University of Warwick · Warwick Medical School, University of Warwick · Intelligent Imaging Innovations Ltd

  23. Less is More in Semantic Space: Intrinsic Decoupling via Clifford-M for Fundus Image Classification

    Mar 21, 2026Yifeng ZhengMedical Image ClassificationFundus Imaging

  24. A Multimodal Deep Learning Framework for Edema Classification Using HCT and Clinical Data

    Mar 20, 2026Aram Ansary Ogholbake, Hannah Choi, Spencer Brandenburg +10Medical Image ClassificationMultimodal Classification

  25. DCG-Net: Dual Cross-Attention with Concept-Value Graph Reasoning for Interpretable Medical Diagnosis

    Mar 20, 2026Getamesay Dagnaw, Xuefei Yin, Muhammad Hassan Maqsood +2Explainable Medical Image AnalysisMedical Image Classification

    School of Information and Communication Technology, Griffith University, QLD, Australia

  26. Interpretable Prostate Cancer Detection using a Small Cohort of MRI Images

    Mar 19, 2026Vahid Monfared, Mohammad Hadi Gharib, Ali Sabri +4Medical ImagingMedical Image Classification

    Department of Computer Science, Boston University Metropolitan College, Boston, MA, USA · MD, Clinical Fellow, Department of Radiology, McMaster University, Ontario, Canada · Department of Radiology, School of Medicine, 5th Azar Hospital, Radiology, Golestan University of Medical Sciences, Gorgan, Iran +6

  27. Trust the Unreliability: Inward Backward Dynamic Unreliability Driven Coreset Selection for Medical Image Classification

    Mar 18, 2026Yan Liang, Ziyuan Yang, Zhuxin Lei +3Training Data SelectionCoreset Selection

    Sichuan University, Chengdu 610207, P. R. China

  28. Early Intervention for VFM-based Multimodal Medical Image Classification

    Mar 18, 2026Qijie Wei, Hailan Lin, Xirong LiCross-Modal Representation LearningVision Foundation Model Adaptation

    Renmin University of China, Beijing 100872, China

  29. Synergizing Deep Learning and Biological Heuristics for Extreme Long-Tail White Blood Cell Classification

    Mar 17, 2026Duc T. Nguyen, Hoang-Long Nguyen, Huy-Hieu PhamMedical Image ClassificationLong-Tailed Classification

    College of Engineering & Computer Science, VinUniversity, Hanoi, Vietnam · VinUni-Illinois Smart Health Center, VinUniversity, Hanoi, Vietnam · The Computer Vision and Medical AI Lab, VinUniversity, Hanoi, Vietnam

  30. Towards Fair and Robust Volumetric CT Classification via KL-Regularised Group Distributionally Robust Optimisation

    Mar 16, 2026Samuel Johnny, Blessed Guda, Goodness Obasi +2Medical Image ClassificationDistributionally Robust Optimization

    Carnegie Mellon University Africa, Kigali, Rwanda · Carnegie Mellon University, Pittsburgh, USA