医学 AI

Uncertainty Awareness Enables Efficient Labeling for Cancer Subtyping in Digital Pathology

Nirhoshan Sivaroopan, Chamuditha Jayanga Galappaththige, Chalani Ekanayake, Hasindri Watawana, Ranga Rodrigo, Chamira U. S. Edussooriya, Dushan N. Wadduwage

机构 * University of Moratuwa（穆塔瓦大学） ； Harvard University（哈佛大学） ； Old Dominion University（旧 Dominion 大学） 纠错

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

Single GPU Task Adaptation of Pathology Foundation Models for Whole Slide Image Analysis

Neeraj Kumar, Swaraj Nanda, Siddharth Singi, Jamal Benhamida, David Kim, Jie-Fu Chen, Amir Momeni-Boroujeni, Gregory M. Goldgof, Gabriele Campanella, Chad Vanderbilt

机构 * Memorial Sloan Kettering Cancer Center（纪念斯隆凯特琳癌症中心） ； Icahn School of Medicine at Mount Sinai（辛格内医学中心） ； Windreich Department of AI and Human Health（人工智能与人类健康部门） ； Hasso Platner Institute at Mount Sinai（辛格内霍斯索普研究所） 纠错

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

The Butterfly Effect in Pathology: Exploring Security in Pathology Foundation Models

Jiashuai Liu, Yingjia Shang, Yingkang Zhan, Di Zhang, Yi Niu, Dong Wei, Xian Wu, Zeyu Gao, Chen Li, Yefeng Zheng

机构 * School of Computer Science and Technology, Xi’an Jiaotong University, Xi’an, China（西安交通大学计算机科学与技术学院） ； Heilongjiang University, Harbin, China（黑龙江大学） ； Tencent Jarvis Lab, Shenzhen, China（腾讯 Jarvis 实验室） ； Department of Oncology, University of Cambridge, UK（剑桥大学肿瘤科） ； Medical Artificial Intelligence Laboratory, Westlake University, Hangzhou, China（西湖大学医学人工智能实验室） 纠错

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

Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks

Muhammad Al-Zafar Khan, Abdullah Al Omar Galib, Nouhaila Innan, Mohamed Bennai

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

Comments 10 pages, 8 figures

PathoSCOPE: Few-Shot Pathology Detection via Self-Supervised Contrastive Learning and Pathology-Informed Synthetic Embeddings

Sinchee Chin, Yinuo Ma, Xiaochen Yang, Jing-Hao Xue, Wenming Yang

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

Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning

Zhe Xu, Cheng Jin, Yihui Wang, Ziyi Liu, Hao Chen

机构 * Department of Computer Science Engineering（计算机科学与工程系） ； HKUST（香港科技大学） 纠错

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

Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study

Ali Mammadov, Loic Le Folgoc, Julien Adam, Anne Buronfosse, Gilles Hayem, Guillaume Hocquet, Pietro Gori

机构 * Telecom Paris（电信巴黎学院） ； Institut Polytechnique de Paris（巴黎高等理工学院） ； Groupe Hospitalier Paris Saint-Joseph（巴黎圣约斯医院集团） 纠错

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

Comments Accepted for publication in the Journal of Medical Imaging (SPIE)

Investigating Zero-Shot Diagnostic Pathology in Vision-Language Models with Efficient Prompt Design

Vasudev Sharma, Ahmed Alagha, Abdelhakim Khellaf, Vincent Quoc-Huy Trinh, Mahdi S. Hosseini

机构 * Department of Computer Science and Software Engineering (CSSE) Concordia University（计算机科学与软件工程系（CSSE）康科迪亚大学） ； University of Montreal Hospital Center（蒙特利尔大学医院中心） ； Mila–Quebec AI Institute（魁北克人工智能研究所） 纠错

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

Cascade Detector Analysis and Application to Biomedical Microscopy

Thomas L. Athey, Shashata Sawmya, Nir Shavit

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） 纠错

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

MeDSLIP: Medical Dual-Stream Language-Image Pre-training with Pathology-Anatomy Semantic Alignment

Wenrui Fan, Mohammod N. I. Suvon, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew J. Swift, Chen Chen, Haiping Lu

机构 * Centre for Machine Intelligence and School of Computer Science, University of Sheffield（智能中心和计算机科学学院，谢菲尔德大学） ； School of Medicine and Population Health, and INSIGNEO, Institute for in Silico Medicine, University of Sheffield（医学与人口健康学院，INSIGNEO，虚拟医学研究所，谢菲尔德大学） ； Digital Environment Research Institute, Queen Mary University of London（数字环境研究所，伦敦大学玛丽女王学院） ； School of Computer Science, University of Sheffield（计算机科学学院，谢菲尔德大学） ； Department of Computing, Imperial College London（计算系，伦敦帝国学院） 纠错

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

Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation

Shahad Albastaki, Anabia Sohail, Iyyakutti Iyappan Ganapathi, Basit Alawode, Asim Khan, Sajid Javed, Naoufel Werghi, Mohammed Bennamoun, Arif Mahmood

机构 * Department of Computer Science（计算机科学系） ； ARIC ； Khalifa University of Science and Technology（科技大学） ； Information Technology University of the Punjab（旁遮普信息科技大学） ； University of the Western Australia（西澳大学） 纠错

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

ZeroSlide: Is Zero-Shot Classification Adequate for Lifelong Learning in Whole-Slide Image Analysis in the Era of Pathology Vision-Language Foundation Models?

Doanh C. Bui, Hoai Luan Pham, Vu Trung Duong Le, Tuan Hai Vu, Van Duy Tran, Yasuhiko Nakashima

机构 * Nara Institute of Science and Technology（奈良科学技术研究所） 纠错

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

Comments 10 pages, 3 figures, 1 table, conference submission

Teaching pathology foundation models to accurately predict gene expression with parameter efficient knowledge transfer

Shi Pan, Jianan Chen, Maria Secrier

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

Learned Image Compression and Restoration for Digital Pathology

SeonYeong Lee, EonSeung Seong, DongEon Lee, SiYeoul Lee, Yubin Cho, Chunsu Park, Seonho Kim, MinKyung Seo, YoungSin Ko, MinWoo Kim

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

The impact of tissue detection on diagnostic artificial intelligence algorithms in digital pathology

Sol Erika Boman, Nita Mulliqi, Anders Blilie, Xiaoyi Ji, Kelvin Szolnoky, Einar Gudlaugsson, Emiel A. M. Janssen, Svein R. Kjosavik, José Asenjo, Marcello Gambacorta, Paolo Libretti, Marcin Braun, Radzislaw Kordek, Roman Łowicki, Kristina Hotakainen, Päivi Väre, Bodil Ginnerup Pedersen, Karina Dalsgaard Sørensen, Benedicte Parm Ulhøi, Lars Egevad, Kimmo Kartasalo

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

Comments 25 pages, 2 tables, 3 figures, 1 supplementary figure

Cross-Modal Prototype Allocation: Unsupervised Slide Representation Learning via Patch-Text Contrast in Computational Pathology

Yuxuan Chen, Jiawen Li, Jiali Hu, Xitong Ling, Tian Guan, Anjia Han, Yonghong He

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

Comments 11pages,3 figures

A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model

Yingxue Xu, Yihui Wang, Fengtao Zhou, Jiabo Ma, Cheng Jin, Shu Yang, Jinbang Li, Zhengyu Zhang, Chenglong Zhao, Huajun Zhou, Zhenhui Li, Huangjing Lin, Xin Wang, Jiguang Wang, Anjia Han, Ronald Cheong Kin Chan, Li Liang, Xiuming Zhang, Hao Chen

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

Comments 62 pages

Multi-Modal Foundation Models for Computational Pathology: A Survey

Dong Li, Guihong Wan, Xintao Wu, Xinyu Wu, Xiaohui Chen, Yi He, Christine G. Lian, Peter K. Sorger, Yevgeniy R. Semenov, Chen Zhao

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

Distilling foundation models for robust and efficient models in digital pathology

Alexandre Filiot, Nicolas Dop, Oussama Tchita, Auriane Riou, Rémy Dubois, Thomas Peeters, Daria Valter, Marin Scalbert, Charlie Saillard, Geneviève Robin, Antoine Olivier

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

Comments Preprint

A Survey on Computational Pathology Foundation Models: Datasets, Adaptation Strategies, and Evaluation Tasks

Dong Li, Guihong Wan, Xintao Wu, Xinyu Wu, Ajit J. Nirmal, Christine G. Lian, Peter K. Sorger, Yevgeniy R. Semenov, Chen Zhao

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

USegMix: Unsupervised Segment Mix for Efficient Data Augmentation in Pathology Images

Jiamu Wang, Jin Tae Kwak

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

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Mohsin Bilal, Aadam, Manahil Raza, Youssef Altherwy, Anas Alsuhaibani, Abdulrahman Abduljabbar, Fahdah Almarshad, Paul Golding, Nasir Rajpoot

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

Comments 63 pages, 7 figures

Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology

Pei Liu, Luping Ji, Jiaxiang Gou, Bo Fu, Mao Ye

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

Comments Accepted to ICLR 2025

Accelerating Data Processing and Benchmarking of AI Models for Pathology

Andrew Zhang, Guillaume Jaume, Anurag Vaidya, Tong Ding, Faisal Mahmood

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

Current Pathology Foundation Models are unrobust to Medical Center Differences

Edwin D. de Jong, Eric Marcus, Jonas Teuwen

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

Molecular-driven Foundation Model for Oncologic Pathology

Anurag Vaidya, Andrew Zhang, Guillaume Jaume, Andrew H. Song, Tong Ding, Sophia J. Wagner, Ming Y. Lu, Paul Doucet, Harry Robertson, Cristina Almagro-Perez, Richard J. Chen, Dina ElHarouni, Georges Ayoub, Connor Bossi, Keith L. Ligon, Georg Gerber, Long Phi Le, Faisal Mahmood

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

M2OST: Many-to-one Regression for Predicting Spatial Transcriptomics from Digital Pathology Images

Hongyi Wang, Xiuju Du, Jing Liu, Shuyi Ouyang, Yen-Wei Chen, Lanfen Lin

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

Comments Improved from our previous unpublished work arXiv:2401.10608. arXiv admin note: substantial text overlap with arXiv:2401.10608

Benchmarking Embedding Aggregation Methods in Computational Pathology: A Clinical Data Perspective

Shengjia Chen, Gabriele Campanella, Abdulkadir Elmas, Aryeh Stock, Jennifer Zeng, Alexandros D. Polydorides, Adam J. Schoenfeld, Kuan-lin Huang, Jane Houldsworth, Chad Vanderbilt, Thomas J. Fuchs

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

Comments 10 pages, 2 figures

CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology

Yuxuan Sun, Yixuan Si, Chenglu Zhu, Xuan Gong, Kai Zhang, Pingyi Chen, Ye Zhang, Zhongyi Shui, Tao Lin, Lin Yang

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

Comments 22 pages, 13 figures

Leveraging Computational Pathology AI for Noninvasive Optical Imaging Analysis Without Retraining

Danny Barash, Emilie Manning, Aidan Van Vleck, Omri Hirsch, Kyi Lei Aye, Jingxi Li, Philip O. Scumpia, Aydogan Ozcan, Sumaira Aasi, Kerri E. Rieger, Kavita Y. Sarin, Oren Freifeld, Yonatan Winetraub

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