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IL-MCAM: An interactive learning and multi-channel attention mechanism-based weakly supervised colorectal histopathology image classification approach


Jun 07, 2022
Haoyuan Chen, Chen Li, Xiaoyan Li, Md Mamunur Rahaman, Weiming Hu, Yixin Li, Wanli Liu, Changhao Sun, Hongzan Sun, Xinyu Huang, Marcin Grzegorzek

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* Computers in Biology and Medicine, Volume 143, April 2022, 105265 

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Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer


May 17, 2022
Haiqing Zhang, Chen Li, Shiliang Ai, Haoyuan Chen, Yuchao Zheng, Yixin Li, Xiaoyan Li, Hongzan Sun, Xinyu Huang, Marcin Grzegorzek

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Application of Transfer Learning and Ensemble Learning in Image-level Classification for Breast Histopathology


Apr 18, 2022
Yuchao Zheng, Chen Li, Xiaomin Zhou, Haoyuan Chen, Hao Xu, Yixin Li, Haiqing Zhang, Xiaoyan Li, Hongzan Sun, Xinyu Huang, Marcin Grzegorzek

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Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review


Jul 07, 2021
Irene Li, Jessica Pan, Jeremy Goldwasser, Neha Verma, Wai Pan Wong, Muhammed Yavuz Nuzumlalı, Benjamin Rosand, Yixin Li, Matthew Zhang, David Chang, R. Andrew Taylor, Harlan M. Krumholz, Dragomir Radev

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* 33 pages, 11 figures 

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GasHis-Transformer: A Multi-scale Visual Transformer Approach for Gastric Histopathology Image Classification


May 25, 2021
Haoyuan Chen, Chen Li, Xiaoyan Li, Ge Wang, Weiming Hu, Yixin Li, Wanli Liu, Changhao Sun, Yudong Yao, Yueyang Teng, Marcin Grzegorzek

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Heterogeneous Graph Neural Networks for Multi-label Text Classification


Mar 26, 2021
Irene Li, Tianxiao Li, Yixin Li, Ruihai Dong, Toyotaro Suzumura

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* 8 tables, 4 figures 

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A Hierarchical Conditional Random Field-based Attention Mechanism Approach for Gastric Histopathology Image Classification


Feb 21, 2021
Yixin Li, Xinran Wu, Chen Li, Changhao Sun, Md Rahaman, Yudong Yao, Xiaoyan Li, Yong Zhang, Tao Jiang

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


Sep 29, 2020
Chen Li, Yixin Li, Changhao Sun, Hao Chen, Hong Zhang

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