Dermatology

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47 papers4 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

  1. Hair Segmentation and Skin Characterization on Macroscopic Dermatological Images for Laser Treatment Parameterization

    Oct 23, 2026Alex Navarro Navarro, Marc Arriaga Hidalgo, Carlos Moreno Rubio +2Dermatology

    Intek Medical Technology, Barcelona, Spain · Facultat d’Informàtica de Barcelona (FIB), Universitat Politècnica de Catalunya (UPC), Barcelona, Spain · Department of Electronics Engineering, Eastern Barcelona School of Engineering (EEBE), Technical University of Catalonia – BarcelonaTech (UPC), Barcelona, Spain

  2. When Annotation Patterns Are Learned: Skin-Tone Dependence in Dermatology Concepts

    Oct 22, 2026Y. Li, M. Bigliardi-Qi, S. Bedros +2Algorithmic BiasFairness in Medical Image Classification

    University of Minnesota

  3. Less Is More: A Leakage-Controlled Study of Dermoscopic Preprocessing for Joint Skin Lesion Classification and Segmentation with YOLO26

    Oct 6, 2026Truong Viet Vu, Nguyen Chi Hai, Nguyen Phuc Nguyen +3Skin Lesion ClassificationMedical Image Segmentation

    Faculty of Information Technology, Van Lang School of Technology, Van Lang University, Ho Chi Minh City, Vietnam

  4. Multi-Dataset Diagnostic Utility of Clinical Visual Concepts in AI Systems for Dermatology

    Oct 6, 2026Linda Wermelinger, Simone Lionetti, Fabian Gröger +6Skin Lesion ClassificationExplainable Medical Image Analysis

    University of Basel · Lucerne University of Applied Sciences and Arts · University Hospital of Basel

  5. Bridging Research and Practice: A Systematic Evaluation of Generalist and Dermatology-Specific Models in Clinical Skin Lesion Classification

    Oct 2, 2026Emanoel dos Santos, Kelvin Cunha, Rodrigo Mota +8Skin Lesion ClassificationDermatology

    Centro de Informática, Universidade Federal de Pernambuco (UFPE), Brazil · Hospital das Clinicas, Ebserh, UFPE, Pernambuco, Brazil

  6. How Medical VLMs Underutilize Their Vision Encoders: A Dermatology Perspective

    Sep 29, 2026Janet Wang, Yunbei Zhang, Xiao Wang +1Medical DiagnosisVLM Interpretability

    Tulane University · Oak Ridge National Laboratory

  7. CAMEO: A Class-Activation-Mapped Equitable Overlay Framework for Fair and Robust Deep Learning-based Skin Condition Diagnosis

    Sep 28, 2026Youssef Attia, Debasmita MukherjeeSkin Lesion ClassificationAlgorithmic Fairness

    Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, NB, Canada

  8. MDSkin-Net: Multi-Task Skin Lesion Analysis Driven by Pattern Analysis Priors and Spatial Alignment Regularization

    Sep 25, 2026Yijian Li, Saad Bedros, Paul Bigliardi +3Skin Lesion ClassificationSkin Lesion Segmentation

    University of Minnesota, Minneapolis, MN, USA

  9. Benchmarking Off-the-Shelf Multimodal AI Models Against Dermatologists on Patient-Captured Skin Images

    Sep 21, 2026Rian Dolphin, Laura KnowlesSkin Lesion ClassificationMedical VLMs

    Independent Research, Dublin, Ireland · School of Medicine, University of Limerick, Ireland

  10. Deep Learning for Biopsy-Free Subtyping of Basal Cell Carcinoma from Dermatoscopic Images

    Sep 7, 2026Alexandros Papadopoulos, Chrysa Episkopou, Ioannis Sarafis +2Skin Lesion ClassificationCancer Subtype Classification

    School of Electrical and Computer Engineering Aristotle University of Thessaloniki, Greece · First Department of Dermatology Aristotle University of Thessaloniki, Greece

  11. Beyond Blur: A Semantic Tri-view Pipeline for Teledermatology Gradability via Skin Micro-relief

    Sep 2, 2026Robert EngelExplainable Medical Image AnalysisImage Quality Assessment

    Avalytiq San Francisco, USA

  12. Evidence-Driven Differential Diagnosis of Malignant Melanoma

    Aug 28, 2026Naren Akash, Anirudh Kaushik, Jayanthi SivaswamySkin Lesion ClassificationDermatology

    Center for Visual Information Technology International Institute of Information Technology Hyderabad, India

  13. MIFR: A Modality-Invariant and Fair Representation Framework for Skin Disease Classification

    Aug 19, 2026Asonyu Senge Njih, Yvan Guifo Fodjo, Vianney Kengne Tchendji +2Fairness in Medical Image ClassificationSkin Lesion Classification

    Department of Mathematics and Computer Science, University of Dschang, Cameroon · EFREI Research Lab, Université Paris-Panthéon-Assas, France · MIS, Université de Picardie Jules Verne, France +1

  14. Open-Linguistic Concept Unified Learning for Cross-Site Interpretable Dermatology Image Diagnosis

    Aug 4, 2026Chengyu Wu, Junpeng Tan, Wanxiang Luo +3Concept Bottleneck ModelsMedical Diagnosis

    Zhejiang University Hangzhou, China · Westlake University Hangzhou, China · Harbin Institute of Technology Shenzhen, China +1

  15. Interpretable Image-Level Acne Severity Grading via EfficientNet-B0 Transfer Learning and Grad-CAM

    Jul 29, 2026Sophie Zeng, Sean Kalaycioglu, Collin Hong +1Medical DiagnosisMedical Image Classification

    Dr. Robot Inc., Toronto, ON, Canada · Department of Aerospace Engineering, Toronto Metropolitan University, Toronto, ON, Canada · Skinopathy Inc., Toronto, ON, Canada

  16. DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology

    Jul 14, 2026Héctor Carrión, Narges NorouziMedical Imaging3D Reconstruction

    University of California, Santa Cruz, USA · University of California, Berkeley, USA

  17. Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification

    Jul 14, 2026Héctor Carrión, Narges NorouziControllable Image GenerationSynthetic Data Augmentation

    University of California, Santa Cruz, USA · University of California, Berkeley, USA

  18. IViT: A Novel Interpretable Visual Transformer for Skin Disease Detection

    Jun 22, 2026Haibiao Li, Di Lin, Xue Jiang +3Skin Lesion ClassificationVision Transformer

    School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, 610054, P. R. China · Department of Dermatology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, 400021, P. R. China · Chongqing Health Center for Women and Children, Chongqing, 400013, P. R. China

  19. PEFT-MedSAM: Efficient Fine-Tuning of Medical Foundation Models for Explainable Skin Lesion Segmentation

    Jun 17, 2026Asad Channa, Abdullah Khan, Asghar Ali Chandio +4Medical Imaging Foundation ModelsMedical Image Segmentation

    Department of Computer Science, Quaid-e-Awam University of Engineering, Sciences & Technology · Department of Artificial Intelligence, Quaid-e-Awam University of Engineering, Sciences & Technology, Pakistan · Department of Computer Science, Sindh Madressatul Islam University, City Campus, Karachi +1

  20. When LLMs Analyze Scars: From Images to Clinically-Meaningful Features

    Jun 16, 2026Ruman Wang, Hangting YeMedical DiagnosisMedical Image Classification

    Liaoning University of Traditional Chinese Medicine · School of Artificial Intelligence, Jilin University

  21. Cascade Classification of Dermoscopic Images of Skin Neoplasms with Controllable Sensitivity and External Clinical Validation

    Jun 11, 2026Elena S. Kozachok, Sergey S. Seregin, Aleksandr V. Kozachok +2Skin Lesion ClassificationProbability Calibration

    Ivannikov Institute for System Programming of the Russian Academy of Sciences (ISP RAS), Moscow, Russia · Orel Oncological Dispensary, Orel, Russia

  22. How Indian Dermatologists are Utilizing Artificial Intelligence for Clinical Practice and Workflow Management: A Nationwide Survey with a Special Focus on atopic dermatitis

    Jun 3, 2026Dipayan Sengupta, Saumya Panda, Sandipan Dhar +3HealthcareWorkflow Automation

    Charnock Hospital, Kolkata, India · Department of Dermatology, Jagannath Gupta Institute of Medical Sciences and Hospital, Kolkata, India · Department of Pediatric Dermatology, Institute of Child Health, Kolkata-700017, India +3

  23. CoFiDA-M: Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference

    May 29, 2026Nurjahan Sultana, Moi Hoon Yap, Xinqi Fan +1Skin Lesion ClassificationMedical Image Classification

    Department of Computing and Mathematics, Manchester Metropolitan University Dalton Building, Chester Street, M1 5GD Manchester, UK

  24. Clinical Validation of the Melanoscope AI Mobile Dermoscopy Clinical Decision Support System

    May 26, 2026Elena Sergeevna Kozachok, Sergey Sergeevich SereginMedical Image ClassificationClinical Triage

    1Ivannikov Institute for System Programming of the Russian Academy of Sciences (ISP RAS),2026 25 Alexander Solzhenitsyn str., Moscow, 109004, Russian Federation · 2Orel Regional Oncology Dispensary,May 2 Ippodromny lane, Orel, Russian Federation

  25. Methodology for Creating a Clinically Verified Dermoscopic Image Dataset

    May 24, 2026Kozachok Elena SergeevnaTraining Data CurationMedical Image Benchmarks

    Ivannikov Institute for System Programming of RAS, Moscow, Russia

  26. Privacy-Preserving Local Language Models for Longitudinal Data Retrieval in Chronic Dermatologic Disease: Implementation in Pemphigus Patients

    May 24, 2026Abdurrahim Yilmaz, Ayşe Esra Koku Aksu, Duygu Yamen +5Privacy-Preserving Language ModelsHealthcare

    Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London · Department of Dermatology and Venereology, Istanbul Research and Training Hospital · Department of Dermatology and Venereology, Istanbul Medeniyet University +1

  27. DermAgent: A Self-Reflective Agentic System for Dermatological Image Analysis with Multi-Tool Reasoning and Traceable Decision-Making

    May 14, 2026Yize Liu, Siyuan Yan, Ming Hu +5Medical Image AnalysisLLM Agent Orchestration

    AIM for Health Lab, Faculty of Information Technology, Monash University, Melbourne, Australia · Faculty of Information Technology, Monash University, Melbourne, Australia · University College London, Institute of Ophthalmology, London, United Kingdom

  28. Are Multimodal LLMs Ready for Clinical Dermatology? A Real-World Evaluation in Dermatology

    May 1, 2026Roy Jiang, Hyunjae Kim, Zhenyue Qin +8Differential DiagnosisClinical Triage

    Department of Dermatology, Yale School of Medicine, Yale University, New Haven, CT, USA · Department of Bioinformatics and Data Science, Yale School of Medicine, Yale University, New Haven, CT, USA · Yale School of Medicine, Yale University, New Haven, CT, USA

  29. JI-ADF: Joint-Individual Learning with Adaptive Decision Fusion for Multimodal Skin Lesion Classification

    Apr 30, 2026Phan Nguyen, Dat Cao, Hien Kha +4Skin Lesion ClassificationMedical Diagnosis

    1KAIST · 2Taipei Medical University · 3Yale University

  30. Concept Inconsistency in Dermoscopic Concept Bottleneck Models: A Rough-Set Analysis of the Derm7pt Dataset

    Apr 21, 2026Gonzalo Nápoles, Isel Grau, Yamisleydi SalgueiroSkin Lesion ClassificationConcept Bottleneck Models

    Department of Intelligent Systems, Tilburg University, 5037 AB Tilburg, The Netherlands · Information Systems Group, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands · Department of Industrial Engineering, Faculty of Engineering, Universidad de Talca, Campus Curic´o, Curic´o 3340000, Chile