医学 AI

SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding

Ying Chen, Guoan Wang, Yuanfeng Ji, Yanjun Li, Jin Ye, Tianbin Li, Ming Hu, Rongshan Yu, Yu Qiao, Junjun He

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

Comments Accepted by CVPR2025

SMILE: a Scale-aware Multiple Instance Learning Method for Multicenter STAS Lung Cancer Histopathology Diagnosis

Liangrui Pan, Xiaoyu Li, Yutao Dou, Qiya Song, Jiadi Luo, Qingchun Liang, Shaoliang Peng

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

Enhanced Diagnostic Fidelity in Pathology Whole Slide Image Compression via Deep Learning

Maximilian Fischer, Peter Neher, Peter Schüffler, Shuhan Xiao, Silvia Dias Almeida, Constantin Ulrich, Alexander Muckenhuber, Rickmer Braren, Michael Götz, Jens Kleesiek, Marco Nolden, Klaus Maier-Hein

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

PathVQ: Reforming Computational Pathology Foundation Model for Whole Slide Image Analysis via Vector Quantization

Honglin Li, Zhongyi Shui, Yunlong Zhang, Chenglu Zhu, Lin Yang

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

Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models?

Jiawen Li, Jiali Hu, Qiehe Sun, Renao Yan, Minxi Ouyang, Tian Guan, Anjia Han, Chao He, Yonghong He

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

Comments 11 pages, 3 figures, 4 tables

SEW: Self-calibration Enhanced Whole Slide Pathology Image Analysis

Haoming Luo, Xiaotian Yu, Shengxuming Zhang, Jiabin Xia, Yang Jian, Yuning Sun, Liang Xue, Mingli Song, Jing Zhang, Xiuming Zhang, Zunlei Feng

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

Foundation Models for Slide-level Cancer Subtyping in Digital Pathology

Pablo Meseguer, Rocío del Amor, Adrian Colomer, Valery Naranjo

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

Comments Manuscript accepted for oral presentation at Decision Science Allieance -INternational Summer Conference (DSA-ISC) 2024 held on Valencia, Spain

Impact of imperfect annotations on CNN training and performance for instance segmentation and classification in digital pathology

Laura Gálvez Jiménez, Christine Decaestecker

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

Journal ref Computers in Biology and Medicine, Volume 177, July 2024, 108586

Knowledge-enhanced Visual-Language Pretraining for Computational Pathology

Xiao Zhou, Xiaoman Zhang, Chaoyi Wu, Ya Zhang, Weidi Xie, Yanfeng Wang

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

Comments ECCV2024(Oral)

Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology

Wenhao Tang, Fengtao Zhou, Sheng Huang, Xiang Zhu, Yi Zhang, Bo Liu

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

Comments Accepted by CVPR2024

Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification

Linhao Qu, Dingkang Yang, Dan Huang, Qinhao Guo, Rongkui Luo, Shaoting Zhang, Xiaosong Wang

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

Comments Accepted by ECCV 2024

WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images

Pingyi Chen, Honglin Li, Chenglu Zhu, Sunyi Zheng, Zhongyi Shui, Lin Yang

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

A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset

Muwei Jian, Haoran Zhang, Mingju Shao, Hongyu Chen, Huihui Huang, Yanjie Zhong, Changlei Zhang, Bin Wang, Penghui Gao

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

Benchmarking PathCLIP for Pathology Image Analysis

Sunyi Zheng, Xiaonan Cui, Yuxuan Sun, Jingxiong Li, Honglin Li, Yunlong Zhang, Pingyi Chen, Xueping Jing, Zhaoxiang Ye, Lin Yang

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

Predicting Genetic Mutation from Whole Slide Images via Biomedical-Linguistic Knowledge Enhanced Multi-label Classification

Gexin Huang, Chenfei Wu, Mingjie Li, Xiaojun Chang, Ling Chen, Ying Sun, Shen Zhao, Xiaodan Liang, Liang Lin

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

Comments 16 pages, 8 figures, and 3 tables

Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework

Vu Minh Hieu Phan, Yutong Xie, Yuankai Qi, Lingqiao Liu, Liyang Liu, Bowen Zhang, Zhibin Liao, Qi Wu, Minh-Son To, Johan W. Verjans

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

Comments Accepted at CVPR2024. Pre-print before final camera-ready version

Journal ref CVPR2024

RCdpia: A Renal Carcinoma Digital Pathology Image Annotation dataset based on pathologists

Qingrong Sun, Weixiang Zhong, Jie Zhou, Chong Lai, Xiaodong Teng, Maode Lai

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

Comments 8 pages, 3 figures, 1 table

PathAsst: A Generative Foundation AI Assistant Towards Artificial General Intelligence of Pathology

Yuxuan Sun, Chenglu Zhu, Sunyi Zheng, Kai Zhang, Lin Sun, Zhongyi Shui, Yunlong Zhang, Honglin Li, Lin Yang

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

Comments 9 pages, 7 figures

Hierarchical Classification System for Breast Cancer Specimen Report (HCSBC) -- an end-to-end model for characterizing severity and diagnosis

Thiago Santos, Harish Kamath, Christopher R. McAdams, Mary S. Newell, Marina Mosunjac, Gabriela Oprea-Ilies, Geoffrey Smith, Constance Lehman, Judy Gichoya, Imon Banerjee, Hari Trivedi

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

From Whole-slide Image to Biomarker Prediction: A Protocol for End-to-End Deep Learning in Computational Pathology

Omar S. M. El Nahhas, Marko van Treeck, Georg Wölflein, Michaela Unger, Marta Ligero, Tim Lenz, Sophia J. Wagner, Katherine J. Hewitt, Firas Khader, Sebastian Foersch, Daniel Truhn, Jakob Nikolas Kather

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

When an Image is Worth 1,024 x 1,024 Words: A Case Study in Computational Pathology

Wenhui Wang, Shuming Ma, Hanwen Xu, Naoto Usuyama, Jiayu Ding, Hoifung Poon, Furu Wei

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

Centroid-aware feature recalibration for cancer grading in pathology images

Jaeung Lee, Keunho Byeon, Jin Tae Kwak

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

Comments MICCAI 2023; 10 pages; 1 figure; Project code: https://github.com/colin19950703/CaFeNet

Towards a Visual-Language Foundation Model for Computational Pathology

Ming Y. Lu, Bowen Chen, Drew F. K. Williamson, Richard J. Chen, Ivy Liang, Tong Ding, Guillaume Jaume, Igor Odintsov, Andrew Zhang, Long Phi Le, Georg Gerber, Anil V Parwani, Faisal Mahmood

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

MM-SFENet: Multi-scale Multi-task Localization and Classification of Bladder Cancer in MRI with Spatial Feature Encoder Network

Yu Ren, Guoli Wang, Pingping Wang, Kunmeng Liu, Quanjin Liu, Hongfu Sun, Xiang Li, Benzheng Wei

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

A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images

Wei Chen, Chen Li, Dan Chen, Xin Luo

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

Comments This is the revised version, correcting clerical typos and mistakes in the original submission, optimizing the statements, and adjusting the structural layout. 18 pages, 11 figures, 5 tables

Radiomics-Guided Global-Local Transformer for Weakly Supervised Pathology Localization in Chest X-Rays

Yan Han, Gregory Holste, Ying Ding, Ahmed Tewfik, Yifan Peng, Zhangyang Wang

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

Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy

Anuja Vats, Marius Pedersen, Ahmed Mohammed, Øistein Hovde

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

Comments MICCAI 2021 (Provisional accept)

Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds

Balamurali B T, Hwan Ing Hee, Saumitra Kapoor, Oon Hoe Teoh, Sung Shin Teng, Khai Pin Lee, Dorien Herremans, Jer Ming Chen

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

A Comprehensive Review for MRF and CRF Approaches in Pathology Image Analysis

Yixin Li, Chen Li, Xiaoyan Li, Kai Wang, Md Mamunur Rahaman, Changhao Sun, Hao Chen, Xinran Wu, Hong Zhang, Qian Wang

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

Comments Arch Computat Methods Eng (2021)

Diffusion-weighted MRI-guided needle biopsies permit quantitative tumor heterogeneity assessment and cell load estimation

Yi Yin, Kai Breuhahn, Hans-Ulrich Kauczor, Oliver Sedlaczek, Irene E. Vignon-Clementel, Dirk Drasdo

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