医学 AI

Real-time prediction of breast cancer sites using deformation-aware graph neural network

Kyunghyun Lee, Yong-Min Shin, Minwoo Shin, Jihun Kim, Sunghwan Lim, Won-Yong Shin, Kyungho Yoon

机构 * Yonsei University, School of Mathematics and Computing (Computational Science and Engineering)（延世大学数学与计算科学学院） ； Yonsei University, Division of Software（延世大学软件系） ； Yonsei University College of Medicine, Department of Radiation Oncology（延世大学医学院放射肿瘤科） ； Korea Institute of Science and Technology, Bionics Research Center（韩国科学技术院生物医学研究中心） ； Graduate School of Artificial Intelligence, Pohang University of Science and Technology (POSTECH)（釜山科学技术大学人工智能研究生院） 纠错

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

RAA-MIL: A Novel Framework for Classification of Oral Cytology

Rupam Mukherjee, Rajkumar Daniel, Soujanya Hazra, Shirin Dasgupta, Subhamoy Mandal

机构 * 1 School of Medical Science \& Technology, IIT Kharagpur, India 2 Department of Electrical Engineering, IIT Kharagpur, India 3 Dr. B.C. Roy Multispeciality Medical Research Centre, IIT Kharagpur, India 纠错

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

Comments Under Review at IEEE ISBI 2026

A Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All Histopathology Categories

Haojun Yu, Youcheng Li, Zihan Niu, Nan Zhang, Xuantong Gong, Huan Li, Zhiying Zou, Haifeng Qi, Zhenxiao Cao, Zijie Lan, Xingjian Yuan, Jiating He, Haokai Zhang, Shengtao Zhang, Zicheng Wang, Dong Wang, Ziwei Zhao, Congying Chen, Yong Wang, Wangyan Qin, Qingli Zhu, Liwei Wang

机构 * Peking University（北京大学） ； Peking Union Medical College Hospital（北京大学人民医院） ； Peking University Cancer Hospital & Institute（北京大学肿瘤医院） ； National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院国家癌症中心/国家癌症临床科研中心/癌症医院） ； Shenzhen Maternity & Child Health Care Hospital（深圳妇幼保健医院） ； Xi’an Jiaotong University（西安交通大学） ； Yizhun Medical AI Co., Ltd（亿众医疗人工智能有限公司） 纠错

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

A Gradient Mapping Guided Explainable Deep Neural Network for Extracapsular Extension Identification in 3D Head and Neck Cancer Computed Tomography Images

Yibin Wang, Abdur Rahman, W. Neil. Duggar, P. Russell Roberts, Toms V. Thomas, Linkan Bian, Haifeng Wang

机构 * Department of Industrial and Systems Engineering, Mississippi State University, Mississippi State, MS, 39762, USA（工业与系统工程系，密苏里州立大学） ； Department of Radiation Oncology, University of Mississippi Medical Center, Jackson, MS, 39216, USA（放射肿瘤学系，密苏里大学医学中心） 纠错

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

Journal ref Medical Physics, 51(3), 2007-2019

A single-snapshot inverse solver for two-species graph model of tau pathology spreading in human Alzheimer disease

Zheyu Wen, Ali Ghafouri, George Biros

专题命中 病理影像 ：pathology(title)；分类 q-bio

Comments 10 pages, 6 figures

Brain Tumor Detection Through Diverse CNN Architectures in IoT Healthcare Industries: Fast R-CNN, U-Net, Transfer Learning-Based CNN, and Fully Connected CNN

Mohsen Asghari Ilani, Yaser M. Banad

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

TAGS: 3D Tumor-Adaptive Guidance for SAM

Sirui Li, Linkai Peng, Zheyuan Zhang, Gorkem Durak, Ulas Bagci

机构 * Southern University of Science and Technology（南方科技大学） ； Northwestern University（西北大学） 纠错

专题命中 病理影像 ：medical image(abstract)；pathology(abstract)；分类 cs.CV、eess.IV

Comments Accepted by ICCV-APAH

impuTMAE: Multi-modal Transformer with Masked Pre-training for Missing Modalities Imputation in Cancer Survival Prediction

Maria Boyko, Aleksandra Beliaeva, Dmitriy Kornilov, Alexander Bernstein, Maxim Sharaev

机构 * Center for Applied AI, Skolkovo Institute of Science and Technology, Moscow, Russian Federation（应用人工智能中心，斯克尔科夫科学与技术研究所，莫斯科，俄罗斯联邦） ； BIMAI-Lab, Biomedically Informed Artificial Intelligence Laboratory, University of Sharjah, Sharjah, United Arab Emirates（BIMAI实验室，生物医学导向人工智能实验室，肖贾联合大学，肖贾，阿拉伯联合酋长国） ； Ivannikov Institute for System Programming of the Russian Academy of Sciences, Moscow, Russian Federation（伊万诺夫俄罗斯科学院系统编程研究所，莫斯科，俄罗斯联邦） 纠错

专题命中 病理影像 ：medical image(abstract)；MRI(abstract)；分类 cs.CV、eess.IV

Fusion-Based Brain Tumor Classification Using Deep Learning and Explainable AI, and Rule-Based Reasoning

Melika Filvantorkaman, Mohsen Piri, Maral Filvan Torkaman, Ashkan Zabihi, Hamidreza Moradi

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

Comments 37 pages, 6 figures

Advanced Deep Learning Techniques for Accurate Lung Cancer Detection and Classification

Mobarak Abumohsen, Enrique Costa-Montenegro, Silvia García-Méndez, Amani Yousef Owda, Majdi Owda

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

Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry

Yijie Zhang, Luzhe Huang, Nir Pillar, Yuzhu Li, Lukasz G. Migas, Raf Van de Plas, Jeffrey M. Spraggins, Aydogan Ozcan

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

Comments 33 Pages, 6 Figures

Journal ref Science Advances (2025)

GNN-ViTCap: GNN-Enhanced Multiple Instance Learning with Vision Transformers for Whole Slide Image Classification and Captioning

S M Taslim Uddin Raju, Md. Milon Islam, Md Rezwanul Haque, Hamdi Altaheri, Fakhri Karray

机构 * Centre for Pattern Analysis and Machine Intelligence, Department of Electrical and Computer Engineering, University of Waterloo（模式分析与机器智能中心，电气与计算机工程系，滑铁库大学） ； Machine Learning Department at Mohamed bin Zayed University of Artificial Intelligence（人工智能穆罕默德·本·扎耶德大学机器学习系） 纠错

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

Medical Artificial Intelligence for Early Detection of Lung Cancer: A Survey

Guohui Cai, Ying Cai, Zeyu Zhang, Yuanzhouhan Cao, Lin Wu, Daji Ergu, Zhinbin Liao, Yang Zhao

机构 * College of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu, 610225, China（计算机科学与人工智能学院，西南民族大学） ； The Australian National University, Canberra ACT 2601, Australia（澳大利亚国立大学） ； School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China（计算机科学与技术学校，北京交通大学） ； Hunan university of technology, Zhuzhou, 410072, China（湖南理工大学） ； University of Adelaide, Adelaide, South Australia 5005, Australia（阿德莱德大学） ； La Trobe University, Melbourne, Victoria 3086, Australia（拉筹伯大学） 纠错

专题命中 病理影像 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted to Engineering Applications of Artificial Intelligence

Hybrid deep convolution model for lung cancer detection with transfer learning

Sugandha Saxena, S. N. Prasad, Ashwin M Polnaya, Shweta Agarwala

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

Comments Authors realized mistake in the model. Also some data was misinterpreted

GRAPHITE: Graph-Based Interpretable Tissue Examination for Enhanced Explainability in Breast Cancer Histopathology

Raktim Kumar Mondol, Ewan K. A. Millar, Peter H. Graham, Lois Browne, Arcot Sowmya, Erik Meijering

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； University of New South Wales（新南威尔士大学） ； St. George and Sutherland Clinical School（圣乔治与萨瑟兰临床学院） ； Department of Anatomical Pathology（解剖病理学部） ； NSW Health Pathology（新南威尔士州卫生病理学） ； Cancer Care Centre（癌症护理中心） 纠错

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

Comments 25 Pages, 10 Figures, 1 Tables

Multi-modal Contrastive Learning for Tumor-specific Missing Modality Synthesis

Minjoo Lim, Bogyeong Kang, Tae-Eui Kam

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

Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification

Ken Enda, Yoshitaka Oda, Zen-ichi Tanei, Kenichi Satoh, Hiroaki Motegi, Terasaka Shunsuke, Shigeru Yamaguchi, Takahiro Ogawa, Wang Lei, Masumi Tsuda, Shinya Tanaka

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

Comments 25 pages, 7 figures

Development and prospective validation of a prostate cancer detection, grading, and workflow optimization system at an academic medical center

Ramin Nateghi, Ruoji Zhou, Madeline Saft, Marina Schnauss, Clayton Neill, Ridwan Alam, Nicole Handa, Mitchell Huang, Eric V Li, Jeffery A Goldstein, Edward M Schaeffer, Menatalla Nadim, Fattaneh Pourakpour, Bogdan Isaila, Christopher Felicelli, Vikas Mehta, Behtash G Nezami, Ashley Ross, Ximing Yang, Lee AD Cooper

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

Interactive Tumor Progression Modeling via Sketch-Based Image Editing

Gexin Huang, Ruinan Jin, Yucheng Tang, Can Zhao, Tatsuya Harada, Xiaoxiao Li, Gu Lin

专题命中 病理影像 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 9 pages, 4 figures

"No negatives needed": weakly-supervised regression for interpretable tumor detection in whole-slide histopathology images

Marina D'Amato, Jeroen van der Laak, Francesco Ciompi

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

Efficient Brain Tumor Classification with Lightweight CNN Architecture: A Novel Approach

Priyam Ganguly, Akhilbaran Ghosh

专题命中 病理影像 ：medical image(abstract)；MRI(abstract)；分类 cs.CV、eess.IV

Comments Accepted in FMLDS 2024

Journal ref 2024 IEEE International Conference on Future Machine Learning and Data Science (FMLDS)

FreeTumor: Large-Scale Generative Tumor Synthesis in Computed Tomography Images for Improving Tumor Recognition

Linshan Wu, Jiaxin Zhuang, Yanning Zhou, Sunan He, Jiabo Ma, Luyang Luo, Xi Wang, Xuefeng Ni, Xiaoling Zhong, Mingxiang Wu, Yinghua Zhao, Xiaohui Duan, Varut Vardhanabhuti, Pranav Rajpurkar, Hao Chen

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

Predictability of temporal network dynamics in normal ageing and brain pathology

Annalisa Caligiuri, David Papo, Görsev Yener, Bahar Güntekin, Tobias Galla, Lucas Lacasa, Massimiliano Zanin

专题命中 病理影像 ：pathology(title)；分类 q-bio

Comments 24 pages

On undesired emergent behaviors in compound prostate cancer detection systems

Erlend Sortland Rolfsnes, Philip Thangngat, Trygve Eftestøl, Tobias Nordström, Fredrik Jäderling, Martin Eklund, Alvaro Fernandez-Quilez

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

Comments Accepted in MICCAI 2025, CapTiON

Diverse Image Generation with Diffusion Models and Cross Class Label Learning for Polyp Classification

Vanshali Sharma, Debesh Jha, M. K. Bhuyan, Pradip K. Das, Ulas Bagci

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

Deep Ensembling with Multimodal Image Fusion for Efficient Classification of Lung Cancer

Surochita Pal, Sushmita Mitra

专题命中 病理影像 ：medical image(abstract)；CT(abstract)；分类 cs.CV、eess.IV

The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers

Rita Pereira, M. Rita Verdelho, Catarina Barata, Carlos Santiago

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

Comments Presented at ML4H 2024 - Findings Track

Registration of Longitudinal Liver Examinations for Tumor Progress Assessment

Walid Yassine, Martin Charachon, Céline Hudelot, Roberto Ardon

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

Comparative Analysis of Resource-Efficient CNN Architectures for Brain Tumor Classification

Md Ashik Khan, Rafath Bin Zafar Auvee

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

Comments A revised and extended version of this paper has been accepted at the 27th International Conference on Computer and Information Technology (ICCIT 2024). It spans 8 pages and includes 6 figures

Breast Tumor Classification Using EfficientNet Deep Learning Model

Majid Behzadpour, Bengie L. Ortiz, Ebrahim Azizi, Kai Wu

专题命中 病理影像 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 19 pages, 7 figures