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Few-shot learning and explainable AI for colon cancer histopathology: A prototypical network with multi-technique interpretability.

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第一作者： Asma,Merabet

第一单位： Artificial Intelligence and Autonomous Things Laboratory (LAIOA), University of Oum El Bouaghi, Oum El Bouaghi, 04000, Algeria; Department of Mathematics and Computer Sciences, University of Oum El Bouaghi, Oum El Bouaghi, 04000, Algeria.

作者： Asma,Merabet ^[1] ; Asma,Saighi ^[1] ; Zakaria,Laboudi ^[2] ; Mohamed,Abderraouf Ferradji ^[3] ; Saad,Harous ^[4] ; Ali,Wagdy Mohamed ^[5] ; Seyed Jalaleddin,Mousavirad ^[6] ; Abdulaziz S,Almazyad ^[7]

作者单位： Artificial Intelligence and Autonomous Things Laboratory (LAIOA), University of Oum El Bouaghi, Oum El Bouaghi, 04000, Algeria; Department of Mathematics and Computer Sciences, University of Oum El Bouaghi, Oum El Bouaghi, 04000, Algeria. ^[1] Artificial Intelligence and Autonomous Things Laboratory (LAIOA), University of Oum El Bouaghi, Oum El Bouaghi, 04000, Algeria; Department of Networks and Telecommunications, University of Oum El Bouaghi, Oum El Bouaghi, Algeria. ^[2] Artificial Intelligence Laboratory (AI-Lab), Department of Computer Science, Faculty of Sciences, Ferhat Abbas University Setif-1, Setif, Algeria. ^[3] University of Sharjah, Sharjah, United Arab Emirates. ^[4] School of Business, University of Science and Technology, Zewail City of Science and Technology, 6th of October City, Giza 12588, Egypt; Center of Excellence in Precision Medicine and Digital Health, Department of Physiology, Faculty of Dentistry, Chulalongkorn University, Bangkok, 10330, Thailand; Applied Science Research Center, Applied Science Private University, Amman, 11931, Jordan. ^[5] Department of Computer and Electrical Engineering, Mid Sweden University, Sundsvall, Sweden. Electronic address: seyedjalaleddin.mousavirad@miun.se. ^[6] Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, P.O. Box 51178, Riyadh, 11543, Saudi Arabia. ^[7]

关键词 Colon-cancer histopathology ConvNeXt-tiny Explainable AI (XAI)Few-shot learning Grad-CAM LIME Prototypical network t-SNE visualization

医学主题词结肠肿瘤(Colonic Neoplasms);人类(Humans);人工智能(Artificial Intelligence);计算机模拟(Computer Simulation);图像解释, 计算机辅助(Image Interpretation, Computer-Assisted)

DOI 10.1016/j.ijmedinf.2025.106167

PMID 41232395

发布时间 2026-02-23

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准确一般字义偏差语意偏离译文作用小提交