医学 AI

LBMamba: Locally Bi-directional Mamba

Jingwei Zhang, Xi Han, Hong Qin, Mahdi S. Hosseini, Dimitris Samaras

机构 * Department of Computer Science, Stony Brook University（石溪大学计算机科学系） ； Concordia University（康科迪亚大学） ； Mila–Quebec AI Institute（魁北克AI研究所） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accepted to TMLR

Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification

Zhenfeng Zhuang, Fangyu Zhou, Liansheng Wang

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

In-Context Adaptation of VLMs for Few-Shot Cell Detection in Optical Microscopy

Shreyan Ganguly, Angona Biswas, Jaydeep Rade, Md Hasibul Hasan Hasib, Nabila Masud, Nitish Singla, Abhipsa Dash, Ushashi Bhattacharjee, Aditya Balu, Anwesha Sarkar, Adarsh Krishnamurthy, Soumik Sarkar

机构 * Iowa State University（爱荷华州立大学） 纠错

专题命中 病理影像 ：biomedical(abstract)；分类 cs.CV

Positive Semi-definite Latent Factor Grouping-Boosted Cluster-reasoning Instance Disentangled Learning for WSI Representation

Chentao Li, Behzad Bozorgtabar, Yifang Ping, Pan Huang, Jing Qin

机构 * Fu Foundation School of Engineering and Applied Science, Columbia University（哥伦比亚大学工程与应用科学学院） ； Signal Processing Laboratory (LT55), École Polytechnique Fédérale de Lausanne (EPFL)（瑞士联邦理工学院信号处理实验室） ； Radiology Department, Centre Hospitalier Universitaire Vaudois（瓦乌多大学医院放射科） ； Jingfeng Laboratory, Chongqing, China（重庆 Jingfeng 实验室） ； Centre for Smart Health, School of Nursing, The Hong Kong Polytechnic University（香港理工大学智能健康中心） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Our code is available at https://github.com/Prince-Lee-PathAI/PG-CIDL

Robust Atypical Mitosis Classification with DenseNet121: Stain-Aware Augmentation and Hybrid Loss for Domain Generalization

Adinath Dukre, Ankan Deria, Yutong Xie, Imran Razzak

机构 * Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed人工智能大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments MIDOG 2025 MICCAI Workshop accepted

Hyperparameter Optimization and Reproducibility in Deep Learning Model Training

Usman Afzaal, Ziyu Su, Usama Sajjad, Hao Lu, Mostafa Rezapour, Metin Nafi Gurcan, Muhammad Khalid Khan Niazi

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

SurGen: 1020 H&E-stained Whole Slide Images With Survival and Genetic Markers

Craig Myles, In Hwa Um, Craig Marshall, David Harris-Birtill, David J. Harrison

机构 * School of Computer Science University of St Andrews（计算机科学学院圣安德鲁大学） ； School of Medicine University of St Andrews（医学学院圣安德鲁大学） ； Lothian Biorepository NHS Lothian（洛锡安生物库NHS洛锡安） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments To download the dataset, see https://doi.org/10.6019/S-BIAD1285. See https://github.com/CraigMyles/SurGen-Dataset for GitHub repository and additional info

Journal ref GigaScience, Volume 14, 2025, giaf086

Predictive Causal Inference via Spatio-Temporal Modeling and Penalized Empirical Likelihood

Byunghee Lee, Hye Yeon Sin, Joonsung Kang

专题命中 病理影像 ：biomedical(abstract)；分类 cs.LG

Explainable Deep Learning in Medical Imaging: Brain Tumor and Pneumonia Detection

Sai Teja Erukude, Viswa Chaitanya Marella, Suhasnadh Reddy Veluru

机构 * Department of Computer Science（计算机科学系） ； College of Business Administration（商学院） 纠错

专题命中 病理影像 ：MRI(abstract)；分类 cs.CV

Comments Published in IEEE

Bridging Accuracy and Interpretability: Deep Learning with XAI for Breast Cancer Detection

Bishal Chhetri, B. V. Rathish Kumar

机构 * Department of Mathematics and Statistics, Indian Institute of Technology Kanpur, Kanpur - 208016, Uttar Pradesh, India（数学与统计学系，印度理工学院坎浦尔学院，坎浦尔 - 208016，印度乌塔兰普尔州） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Comments 15 pages, 14 figures

ITC-RWKV: Interactive Tissue-Cell Modeling with Recurrent Key-Value Aggregation for Histopathological Subtyping

Yating Huang, Qijun Yang, Lintao Xiang, Hujun Yin

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accept by BMVC 2025

Proceedings of the second edition of the International Symposium on Computational Sensing (ISCS25)

Thomas Feuillen, Amirafshar Moshtaghpour

专题命中 病理影像 ：biomedical(abstract)；分类 eess.SP

Comments This is the proceedings of the second edition of ISCS which took place in June 2025 in Clervaux (LU)

PSO-XAI: A PSO-Enhanced Explainable AI Framework for Reliable Breast Cancer Detection

Mirza Raquib, Niloy Das, Farida Siddiqi Prity, Arafath Al Fahim, Saydul Akbar Murad, Mohammad Amzad Hossain, MD Jiabul Hoque, Mohammad Ali Moni

机构 * Department of Information and Communication Engineering, Noakhali Science and Technology University（信息与通信工程系，诺阿克利科学与技术大学） ； Department of Computer Science & Engineering, Netrokona University（计算机科学与工程系，纳特罗克纳大学） ； Department of Computer and Communication Engineering, International Islamic University Chittagong（计算机与通信工程系，国际伊斯兰大学查塔格ONG） ； Department of Mechatronics and Industrial Engineering, Chittagong University of Engineering and Technology（机电与工业工程系，查塔格ONG工程与技术大学） ； School of Computing Sciences and Computer Engineering, University of Southern Mississippi（计算科学与计算机工程学院，密西西比州立大学） ； AI & Digital Health Technology, Artificial Intelligence and Cyber Futures Institute, Charles Sturt University（人工智能与数字健康技术，人工智能与网络未来研究院，查尔斯·斯图尔特大学） ； AI & Digital Health Technology, Rural Health Research Institute, Charles Sturt University（人工智能与数字健康技术，农村健康研究学院，查尔斯·斯图尔特大学） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.LG

Fourier Transform Multiple Instance Learning for Whole Slide Image Classification

Anthony Bilic, Guangyu Sun, Ming Li, Md Sanzid Bin Hossain, Yu Tian, Wei Zhang, Laura Brattain, Dexter Hadley, Chen Chen

机构 * Institute of Artificial Intelligence (IAI)（人工智能研究所） ； College of Medicine, University of Central Florida（中央佛罗里达大学医学院） ； Department of Computer Science, University of Central Florida（中央佛罗里达大学计算机科学系） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

DCMIL: A Progressive Representation Learning of Whole Slide Images for Cancer Prognosis Analysis

Chao Tu, Kun Huang, Jie Zhang, Qianjin Feng, Yu Zhang, Zhenyuan Ning

机构 * School of Biomedical Engineering, Southern Medical University（生物医学工程学院，南方医科大学） ； Department of Pathology and Institute of Molecular Pathology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University（病理学系和分子病理学研究所，江西医学院第一附属医院，南昌大学） ； Guangdong Provincial Key Laboratory of Medical Image Processing（广东省医学图像处理重点实验室） ； Department of Biostatistics and Health Data Science, School of Medicine, Indiana University（生物统计学与健康数据科学系，医学学院，印第安纳大学） ； Department of Medical and Molecular Genetics, School of Medicine, Indiana University（医学与分子遗传学系，医学学院，印第安纳大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Morphology-Aware Prognostic model for Five-Year Survival Prediction in Colorectal Cancer from H&E Whole Slide Images

Usama Sajjad, Abdul Rehman Akbar, Ziyu Su, Deborah Knight, Wendy L. Frankel, Metin N. Gurcan, Wei Chen, Muhammad Khalid Khan Niazi

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Unlocking Public Catalogues: Instruction-Tuning LLMs for ICD Coding of German Tumor Diagnoses

Stefan Lenz, Lakisha Ortiz Rosario, Georg Vollmar, Arsenij Ustjanzew, Fatma Alickovic, Thomas Kindler, Torsten Panholzer

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.LG

Comments 19 pages, 4 figures

Multimodal Feature Prototype Learning for Interpretable and Discriminative Cancer Survival Prediction

Shuo Jiang, Zhuwen Chen, Liaoman Xu, Yanming Zhu, Changmiao Wang, Jiong Zhang, Feiwei Qin, Yifei Chen, Zhu Zhu

机构 * Hangzhou Dianzi University（杭州电子科技大学） ； School of Information and Communication Technology, Griffith University（信息与通信技术学院，格里菲斯大学） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） ； Laboratory of Advanced Theranostic Materials and Technology, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences（先进诊疗材料与技术实验室，宁波材料技术与工程研究所，中国科学院） ； School of Biomedical Engineering, Tsinghua University（生物医学工程学院，清华大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments 12 pages, 10 figures

A Scalable AI Driven, IoT Integrated Cognitive Digital Twin for Multi-Modal Neuro-Oncological Prognostics and Tumor Kinetics Prediction using Enhanced Vision Transformer and XAI

Saptarshi Banerjee, Himadri Nath Saha, Utsho Banerjee, Rajarshi Karmakar, Jon Turdiev

专题命中 病理影像 ：MRI(abstract)；分类 eess.IV

Uncertainty-Aware Generative Oversampling Using an Entropy-Guided Conditional Variational Autoencoder

Amirhossein Zare, Amirhessam Zare, Parmida Sadat Pezeshki, Herlock, Rahimi, Ali Ebrahimi, Ignacio Vázquez-García, Leo Anthony Celi

专题命中 病理影像 ：biomedical(abstract)；分类 cs.LG

Comments 16 pages, 2 figures

EfficientMIL: Efficient Linear-Complexity MIL Method for WSI Classification

Chengying She, Chengwei Chen, Dongjie Fan, Lizhuang Liu, Chengwei Shao, Yun Bian, Ben Wang, Xinran Zhang

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Submitted to Array

Semantic and Visual Crop-Guided Diffusion Models for Heterogeneous Tissue Synthesis in Histopathology

Saghir Alfasly, Wataru Uegami, MD Enamul Hoq, Ghazal Alabtah, H. R. Tizhoosh

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments NeurIPS 2025

A Novel Hybrid Deep Learning and Chaotic Dynamics Approach for Thyroid Cancer Classification

Nada Bouchekout, Abdelkrim Boukabou, Morad Grimes, Yassine Habchi, Yassine Himeur, Hamzah Ali Alkhazaleh, Shadi Atalla, Wathiq Mansoor

机构 * Laboratory of Renewable Energy, Department of Electronics, University of Jijel（可再生能源实验室，电子系，杰吉尔大学） ； Non-Destructive Testing Laboratory, Department of Electronics, University of Jijel（无损检测实验室，电子系，杰吉尔大学） ； Institute of Technology, University Center Salhi Ahmed（技术学院，Salhi Ahmed大学中心） ； College of Engineering and Information Technology, University of Dubai（工程与信息科技学院，迪拜大学） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Comments Scientific Reports

SemaMIL: Semantic-Aware Multiple Instance Learning with Retrieval-Guided State Space Modeling for Whole Slide Images

Lubin Gan, Xiaoman Wu, Jing Zhang, Zhifeng Wang, Linhao Qu, Siying Wu, Xiaoyan Sun

机构 * USTC（中国科学技术大学） ； NUDT（南京理工大学） ； FDU（复旦大学） ； Anhui Province Key Laboratory of Biomedical Imaging and Intelligent Processing（安徽省生物医学成像与智能处理重点实验室） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究院，合肥综合性国家科学中心） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Flow Matching in the Low-Noise Regime: Pathologies and a Contrastive Remedy

Weili Zeng, Yichao Yan

机构 * MoE Key Lab of Artificial Intelligence（人工智能摩尔实验室） ； AI Institute（人工智能研究院） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

LadderMIL: Multiple Instance Learning with Coarse-to-Fine Self-Distillation

Shuyang Wu, Yifu Qiu, Ines P. Nearchou, Sandrine Prost, Jonathan A. Fallowfield, Hideki Ueno, Hitoshi Tsuda, David J. Harrison, Hakan Bilen, Timothy J. Kendall

机构 * Institute for Regeneration and Repair, University of Edinburgh（再生与修复研究所，爱丁堡大学） ； School of Informatics, University of Edinburgh（信息学院，爱丁堡大学） ； Indica Labs（Indica实验室） ； School of Medicine, University of St Andrews（医学学院，圣安德鲁斯大学） ； Department of Basic Pathology, National Defense Medical College（基础病理学部门，国家防卫医疗学院） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

A Quad-Step Approach to Uncertainty-Aware Deep Learning for Skin Cancer Classification

Hamzeh Asgharnezhad, Pegah Tabarisaadi, Abbas Khosravi, Roohallah Alizadehsani, U. Rajendra Acharya

机构 * Deakin University, Australia（德克萨斯大学） ； School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD, Australia（数学、物理与计算学院，南方昆士兰大学，托沃布马） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Small or Large? Zero-Shot or Finetuned? Guiding Language Model Choice for Specialized Applications in Healthcare

Lovedeep Gondara, Jonathan Simkin, Graham Sayle, Shebnum Devji, Gregory Arbour, Raymond Ng

机构 * British Columbia Cancer Registry Provincial Health Services Authority（不列颠哥伦比亚省癌症登记处省级卫生服务局） ； Data Science Institute University of British Columbia（数据科学研究所不列颠哥伦比亚大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

MS-YOLO: A Multi-Scale Model for Accurate and Efficient Blood Cell Detection

Guohua Wu, Shengqi Chen, Pengchao Deng, Wenting Yu

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments There is a disagreement among the authors regarding the content and submission of the manuscript, which needs to be resolved before it can be made public

Enhancing WSI-Based Survival Analysis with Report-Auxiliary Self-Distillation

Zheng Wang, Hong Liu, Zheng Wang, Danyi Li, Min Cen, Baptiste Magnier, Li Liang, Liansheng Wang

机构 * School of Informatics, Xiamen University, Xiamen, China（厦门大学信息学院） ； Shanghai Innovation Institution, Shanghai, China（上海创新机构） ； Nanfang Hospital, Southern Medical University, Guangzhou, China（南方医科大学珠江医院） ； School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei, China（中国科学技术大学人工智能与数据科学学院） ； EuroMov Digital Health in Motion, Univ Montpellier, IMT Mines Ales, Ales, France（EuroMov数字健康运动） ； Service de Médecine Nucléaire, Centre Hospitalier Universitaire de Nîmes, Université de Montpellier, Nîmes, France（蒙彼利埃大学尼姆大学医院核医学服务） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV