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



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

* 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



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



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



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

* 33 pages, 11 figures 

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



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



Irene Li , Tianxiao Li , Yixin Li , Ruihai Dong , Toyotaro Suzumura

* 8 tables, 4 figures 

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



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



Chen Li , Yixin Li , Changhao Sun , Hao Chen , Hong Zhang


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