医学 AI

A self-supervised framework for learning whole slide representations

Xinhai Hou, Cheng Jiang, Akhil Kondepudi, Yiwei Lyu, Asadur Chowdury, Honglak Lee, Todd C. Hollon

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

Comments 26 pages, 11 figures

HoverFast: an accurate, high-throughput, clinically deployable nuclear segmentation tool for brightfield digital pathology images

Petros Liakopoulos, Julien Massonnet, Jonatan Bonjour, Medya Tekes Mizrakli, Simon Graham, Michel A. Cuendet, Amanda H. Seipel, Olivier Michielin, Doron Merkler, Andrew Janowczyk

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments 9 pages, 3 figures, 1 appendix

3DGAUnet: 3D generative adversarial networks with a 3D U-Net based generator to achieve the accurate and effective synthesis of clinical tumor image data for pancreatic cancer

Yu Shi, Hannah Tang, Michael Baine, Michael A. Hollingsworth, Huijing Du, Dandan Zheng, Chi Zhang, Hongfeng Yu

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

Comments Published on Cancers: Shi, Yu, Hannah Tang, Michael J. Baine, Michael A. Hollingsworth, Huijing Du, Dandan Zheng, Chi Zhang, and Hongfeng Yu. 2023. "3DGAUnet: 3D Generative Adversarial Networks with a 3D U-Net Based Generator to Achieve the Accurate and Effective Synthesis of Clinical Tumor Image Data for Pancreatic Cancer" Cancers 15, no. 23: 5496

The molecular pathology of genioglossus in obstructive sleep apnea

Menghan Zhang, Yuehua Liu

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Critical Evaluation of Artificial Intelligence as Digital Twin of Pathologist for Prostate Cancer Pathology

Okyaz Eminaga, Mahmoud Abbas, Christian Kunder, Yuri Tolkach, Ryan Han, James D. Brooks, Rosalie Nolley, Axel Semjonow, Martin Boegemann, Robert West, Jin Long, Richard Fan, Olaf Bettendorf

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments Under Review

Transport-based morphometry of nuclear structures of digital pathology images in cancers

Mohammad Shifat E Rabbi, Natasha Ironside, John A Ozolek, Rajendra Singh, Liron Pantanowitz, Gustavo K Rohde

专题命中 病理影像 ：pathology(title)；diagnosis(abstract)；分类 q-bio

Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images

Yi Cui, Yao Li, Jayson R. Miedema, Sherif Farag, J. S. Marron, Nancy E. Thomas

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

Comments Accepted to MedNeurIPS 2022

Label Cleaning Multiple Instance Learning: Refining Coarse Annotations on Single Whole-Slide Images

Zhenzhen Wang, Carla Saoud, Sintawat Wangsiricharoen, Aaron W. James, Aleksander S. Popel, Jeremias Sulam

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

Metastatic Cancer Outcome Prediction with Injective Multiple Instance Pooling

Jianan Chen, Anne L. Martel

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

Motor neuron pathology in CANVAS due to RFC1 expansions

Vincent Huin, Giulia Coarelli, Clément Guemy, Susana Boluda, Rabab Debs, Fanny Mochel, Tanya Stojkovic, David Grabli, Thierry Maisonobe, Bertrand Gaymard, Timothée Lenglet, Céline Tard, Jean-Baptiste Davion, Bernard Sablonnière, Marie-Lorraine Monin, Claire Ewenczyk, Karine Viala, Perrine Charles, Isabelle Le Ber, Mary Reilly, Henry Houlden, Andrea Cortese, Danielle Seilhean, Alexis Brice, Alexandra Durr

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Journal ref Brain - A Journal of Neurology , Oxford University Press (OUP), 2021

Importance of Preprocessing in Histopathology Image Classification Using Deep Convolutional Neural Network

Nilgun Sengoz, Tuncay Yigit, Ozlem Ozmen, Ali Hakan Isik

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

Comments 6 Pages

Brain Tumor Classification Using Medial Residual Encoder Layers

Zahra SobhaniNia, Nader Karimi, Pejman Khadivi, Roshank Roshandel, Shadrokh Samavi

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

Comments 4 pages, 4 figures

DeepMMSA: A Novel Multimodal Deep Learning Method for Non-small Cell Lung Cancer Survival Analysis

Yujiao Wu, Jie Ma, Xiaoshui Huang, Sai Ho Ling, Steven Weidong Su

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

Comments 7 Submitted to IEEE TBME

Fractal Dimension and Retinal Pathology: A Meta-analysis

Sam Yu, Vasudevan Lakshminarayanan

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments submitted for publication to MDPI Applied Sciences

Diagnosis of Breast Cancer Based on Modern Mammography using Hybrid Transfer Learning

Aditya Khamparia, Subrato Bharati, Prajoy Podder, Deepak Gupta, Ashish Khanna, Thai Kim Phung, Dang N. H. Thanh

专题命中 病理影像 ：diagnosis(title)；分类 cs.CV、cs.LG、q-bio

Comments 24 pages, 11 figures

Journal ref Multidimensional Systems and Signal Processing, 2021

Classification of cancer pathology reports: a large-scale comparative study

Stefano Martina, Leonardo Ventura, Paolo Frasconi

专题命中 病理影像 ：pathology(title)；biomedical(comments,journal_ref)；分类 cs.LG、eess.IV

Comments 10 pages, 6 figures, 3 tables, accepted for publication in IEEE Journal of Biomedical and Health Informatics (J-BHI)

Journal ref IEEE Journal of Biomedical and Health Informatics 24 (11), 3085-3094 (2020)

Reaction Cycles of Halogen Species in the Immune Defense: Implications for Human Health and Diseases and the Pathology and Treatment of COVID-19

Qing-Bin Lu

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments 18 pages, 4 figures, 1 table

Journal ref Cells 2020, 9(6), 1461

A Comprehensive Study of Data Augmentation Strategies for Prostate Cancer Detection in Diffusion-weighted MRI using Convolutional Neural Networks

Ruqian Hao, Khashayar Namdar, Lin Liu, Masoom A. Haider, Farzad Khalvati

专题命中 病理影像 ：MRI(title)；分类 cs.CV、cs.LG、q-bio

Deep Learning-based Radiomic Features for Improving Neoadjuvant Chemoradiation Response Prediction in Locally Advanced Rectal Cancer

Jie Fu, Xinran Zhong, Ning Li, Ritchell Van Dams, John Lewis, Kyunghyun Sung, Ann C. Raldow, Jing Jin, X. Sharon Qi

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

Comments Review in progress

Journal ref 2020 Phys. Med. Biol

Time irreversibility of resting brain activity in the healthy brain and pathology

Massimiliano Zanin, Bahar Güntekin, Tuba Aktürk, Lütfü Hanoğlu, David Papo

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments 27 pages, under consideration

Reduction of Alzheimer's disease beta-amyloid pathology in the absence of gut microbiota

T. Harach, N. Marungruang, N. Dutilleul, V. Cheatham, K. D. Mc Coy, J. J. Neher, M. Jucker, F. Fåk, T., Lasser, T. Bolmont

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

The OPFOS microscopy family: High-resolution optical-sectioning of biomedical specimens

Jan A. N. Buytaert, Emilie Descamps, Dominique Adriaens, Joris J. J. Dirckx

专题命中 病理影像 ：biomedical(title,abstract)；分类 q-bio

Comments 19 pages, 10 figures, to be published in Anatomical Research International (Hindawi)

Towards Classifying Histopathological Microscope Images as Time Series Data

Sungrae Hong, Hyeongmin Park, Youngsin Ko, Sol Lee, Bryan Wong, Mun Yong Yi

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） ； Seegene Medical Foundation（Seegene医疗基金会） 纠错

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

Comments 5 pages, 4 figures, Accepted by International Symposium on Biomedical Imaging (ISBI) 2025

Joint Modelling Histology and Molecular Markers for Cancer Classification

Xiaofei Wang, Hanyu Liu, Yupei Zhang, Boyang Zhao, Hao Duan, Wanming Hu, Yonggao Mou, Stephen Price, Chao Li

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

Comments accepted by Medical Image Analysis

A Multiresolution Convolutional Neural Network with Partial Label Training for Annotating Reflectance Confocal Microscopy Images of Skin

Alican Bozkurt, Kivanc Kose, Christi Alessi-Fox, Melissa Gill, Dana H. Brooks, Jennifer G. Dy, Milind Rajadhyaksha

专题命中 病理影像 ：biomedical(abstract,comments)；medical image(abstract)；diagnosis(abstract)；分类 cs.CV

Comments This paper is accepted to MICCAI'18 conference. This is an extended version of the abstract presented at to "The Optical Society Biophotonics Congress: Biomedical Optics 2018" conference (c.f. previous ARXIV version)

Trust but Verify:Evidence-Linked Multi-Agent Clinical Information Extraction in Pathology

从细则中发现幽门螺杆菌：基于证据关联的多智能体胃活检报告病例发现

Yufan Wang, Anit Kumar Sahu, Yan Fei Ng, Daniel Kang, Shayan Vassef, Soorya Ram Shimgekar, Koustuv Saha, Piyum Zonooz, Navin Kumar, Chee Leong Cheng, Li Yan Khor

机构 * Department of Anatomical Pathology, Singapore General Hospital（新加坡中央医院解剖病理科） ； Duke–NUS Medical School（新加坡国立大学Duke-NUS医学院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Independent Researcher（独立研究者） 纠错

专题命中 病理影像 ：pathology(title,abstract)

AI总结 研究针对胃活检报告中幽门螺杆菌证据提取难题，采用Nimblemind多智能体系统，经试点评估其总体准确率达98.61%，虽与其他比较器性能相似，但实现了工作流程整合和可追溯性，还能大幅减少审查时间。

Radiology-Report Semantic Modelling and Host-Response Laboratory Biomarkers for Multimodal Survival Prediction in Lung Cancer

放射学报告语义建模与宿主反应实验室生物标志物用于肺癌多模态生存预测

Jingxiang Shi, Yiming Wang, Zhengda Li, Yan Zhang, Weihua Meng, Yuqi Ma, Xiaoyan Li, Feng-Ming, Kong, Gen Yang

专题命中 病理影像 ：radiology(title,abstract)

AI总结 提出多模态自适应风险评分(AMRS)，融合放射学报告语义和常规实验室生物标志物，在574例肺癌患者中实现C-index 0.849，优于TNM分期。

Comments 14 pages,7 figures

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow

PathoSage：通过经验感知的代理工作流实现病理学多源证据裁决

Chengyang Zhang, Wenchuan Zhang, Bo Li, Mengran Li, Bob Zhang, Yuhao Yi, Hong Bu, Jiancheng Lv

机构 * College of Computer Science, Sichuan University（四川大学计算机科学学院） ； Department of Pathology and Institute of Clinical Pathology, West China Hospital, Sichuan University（四川大学华西医院病理科/临床病理研究所） ； Department of Computer and Information Science, University of Macau（澳门大学计算机与信息科学系） ； School of Intelligent Systems Engineering, Sun Yat-sen University（中山大学智能工程学院） 纠错

专题命中 病理影像 ：pathology(title,abstract)

AI总结 提出PathoSage框架，通过结构化证据审议和Beta-Bernoulli经验系统，独立评估工具证据并解决冲突，减少幻觉和分类器分歧，提升病理学推理鲁棒性。

Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring

病理学离焦去模糊的间断伽辽金神经算子

Shaoqing Duan, Haofei Song, Xintian Mao, Qingli Li, Yan Wang

机构 * Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University, Shanghai, China（上海多维信息处理关键实验室，华东师范大学，上海，中国） 纠错

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

AI总结 提出间断伽辽金神经算子（DGNO），通过间断伽辽金公式参数化积分核，解决病理显微镜中空间变化和局部不连续的离焦模糊问题，实现优于现有方法的去模糊效果。

Comments 17 pages, 9 figures. Accepted by ICML 2026

Beyond the Tumor: Recurrence-Prone Radiomics for Prognostication in Negative PSMA PET/CT scans of Prostate Cancer

超越肿瘤：用于前列腺癌阴性PSMA PET/CT扫描的复发倾向放射组学在预后评估中的应用

Fereshteh Yousefirizi, Sara Harsini, Mobin Mohebi, Ian Alberts, Tahir Yusufaly, Monica Luo, Hamid Abdollahi, Elmira Yazdani, Soheila Mirabedin, Maziar Sabouri, Parham Geramifar, Peyman Sheikhzadeh, Patrick Martineau, Don Wilson, Francois Benard, Carlos Uribe, Arman Rahmim

专题命中 病理影像 ：CT(title,abstract)

AI总结 研究利用放射组学特征预测前列腺癌生物复发患者阴性PSMA PET/CT扫描的临床进展，结合PET/CT放射组学与临床变量显著提升了预后评估性能。