E2EFP-MIL: End-to-end and high-generalizability weakly supervised deep convolutional network for lung cancer classification from whole slide image

Author:

Cao LeiORCID,Wang Jie,Zhang Yuanyuan,Rong ZhiweiORCID,Wang Meng,Wang LiuyingORCID,Ji Jianxin,Qian Youhui,Zhang Liuchao,Wu Hao,Song Jiali,Liu ZhengORCID,Wang Wenjie,Li Shuang,Wang Peiyu,Xu Zhenyi,Zhang Jingyuan,Zhao LiangORCID,Wang Hang,Sun Mengting,Huang Xing,Yin Rong,Lu Yuhong,Liu Ziqian,Deng KuiORCID,Wang Gongwei,Qiu MantangORCID,Li KangORCID,Wang Jun,Hou Yan

Funder

National Natural Science Foundation of China

Harbin Medical University

Harbin Engineering University

Vanderbilt University Medical Center

Peking University

Fundamental Research Funds for the Central Universities

Johnson and Johnson Vision Care

Publisher

Elsevier BV

Subject

Computer Graphics and Computer-Aided Design,Health Informatics,Computer Vision and Pattern Recognition,Radiology, Nuclear Medicine and imaging,Radiological and Ultrasound Technology

Reference39 articles.

1. Epidermal growth factor receptor (EGFR) in lung cancer: An overview and update;Bethune;J. Thoracic Dis.,2010

2. Oncology drug approvals: evaluating endpoints and evidence in an era of breakthrough therapies;Blumenthal;Oncologist,2017

3. A deep learning framework for automatic diagnosis in lung cancer;Burlutskiy,2018

4. Clinical-grade computational pathology using weakly supervised deep learning on whole slide images;Campanella;Nature Med.,2019

5. A novel attention-guided convolutional network for the detection of abnormal cervical cells in cervical cancer screening;Cao;Med. Image Anal.,2021

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