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Talking-Heads Attention

Mar 05, 2020
Noam Shazeer, Zhenzhong Lan, Youlong Cheng, Nan Ding, Le Hou


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Dataset of Segmented Nuclei in Hematoxylin and Eosin Stained Histopathology Images of 10 Cancer Types

Feb 18, 2020
Le Hou, Rajarsi Gupta, John S. Van Arnam, Yuwei Zhang, Kaustubh Sivalenka, Dimitris Samaras, Tahsin M. Kurc, Joel H. Saltz


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Exascale Deep Learning to Accelerate Cancer Research

Sep 26, 2019
Robert M. Patton, J. Travis Johnston, Steven R. Young, Catherine D. Schuman, Thomas E. Potok, Derek C. Rose, Seung-Hwan Lim, Junghoon Chae, Le Hou, Shahira Abousamra, Dimitris Samaras, Joel Saltz

* Submitted to IEEE Big Data 

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High Resolution Medical Image Analysis with Spatial Partitioning

Sep 12, 2019
Le Hou, Youlong Cheng, Noam Shazeer, Niki Parmar, Yeqing Li, Panagiotis Korfiatis, Travis M. Drucker, Daniel J. Blezek, Xiaodan Song


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Learning from Thresholds: Fully Automated Classification of Tumor Infiltrating Lymphocytes for Multiple Cancer Types

Jul 09, 2019
Shahira Abousamra, Le Hou, Rajarsi Gupta, Chao Chen, Dimitris Samaras, Tahsin Kurc, Rebecca Batiste, Tianhao Zhao, Shroyer Kenneth, Joel Saltz


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Utilizing Automated Breast Cancer Detection to Identify Spatial Distributions of Tumor Infiltrating Lymphocytes in Invasive Breast Cancer

May 29, 2019
Han Le, Rajarsi Gupta, Le Hou, Shahira Abousamra, Danielle Fassler, Tahsin Kurc, Dimitris Samaras, Rebecca Batiste, Tianhao Zhao, Alison L. Van Dyke, Ashish Sharma, Erich Bremer, Jonas S. Almeida, Joel Saltz

* Nature Scientific Reports Submission 

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Label Super Resolution with Inter-Instance Loss

Apr 09, 2019
Maozheng Zhao, Le Hou, Han Le, Dimitris Samaras, Nebojsa Jojic, Danielle Fassler, Tahsin Kurc, Rajarsi Gupta, Kolya Malkin, Shahira Abousamra, Shroyer Kenneth, Joel Saltz


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Unsupervised Histopathology Image Synthesis

Dec 13, 2017
Le Hou, Ayush Agarwal, Dimitris Samaras, Tahsin M. Kurc, Rajarsi R. Gupta, Joel H. Saltz


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Sparse Autoencoder for Unsupervised Nucleus Detection and Representation in Histopathology Images

Apr 10, 2017
Le Hou, Vu Nguyen, Dimitris Samaras, Tahsin M. Kurc, Yi Gao, Tianhao Zhao, Joel H. Saltz


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Squared Earth Mover's Distance-based Loss for Training Deep Neural Networks

Apr 03, 2017
Le Hou, Chen-Ping Yu, Dimitris Samaras


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Center-Focusing Multi-task CNN with Injected Features for Classification of Glioma Nuclear Images

Jan 10, 2017
Veda Murthy, Le Hou, Dimitris Samaras, Tahsin M. Kurc, Joel H. Saltz


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Neural Networks with Smooth Adaptive Activation Functions for Regression

Aug 23, 2016
Le Hou, Dimitris Samaras, Tahsin M. Kurc, Yi Gao, Joel H. Saltz


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Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification

Mar 09, 2016
Le Hou, Dimitris Samaras, Tahsin M. Kurc, Yi Gao, James E. Davis, Joel H. Saltz


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