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Algorithm Fairness in AI for Medicine and Healthcare


Oct 01, 2021
Richard J. Chen, Tiffany Y. Chen, Jana Lipkova, Judy J. Wang, Drew F. K. Williamson, Ming Y. Lu, Sharifa Sahai, Faisal Mahmood


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Pan-Cancer Integrative Histology-Genomic Analysis via Interpretable Multimodal Deep Learning


Aug 04, 2021
Richard J. Chen, Ming Y. Lu, Drew F. K. Williamson, Tiffany Y. Chen, Jana Lipkova, Muhammad Shaban, Maha Shady, Mane Williams, Bumjin Joo, Zahra Noor, Faisal Mahmood

* Demo: http://pancancer.mahmoodlab.org 

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Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks


Jul 27, 2021
Richard J. Chen, Ming Y. Lu, Muhammad Shaban, Chengkuan Chen, Tiffany Y. Chen, Drew F. K. Williamson, Faisal Mahmood

* MICCAI 2021 

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Federated Learning for Computational Pathology on Gigapixel Whole Slide Images


Sep 23, 2020
Ming Y. Lu, Dehan Kong, Jana Lipkova, Richard J. Chen, Rajendra Singh, Drew F. K. Williamson, Tiffany Y. Chen, Faisal Mahmood


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VR-Caps: A Virtual Environment for Capsule Endoscopy


Aug 29, 2020
Kagan Incetan, Ibrahim Omer Celik, Abdulhamid Obeid, Guliz Irem Gokceler, Kutsev Bengisu Ozyoruk, Yasin Almalioglu, Richard J. Chen, Faisal Mahmood, Hunter Gilbert, Nicholas J. Durr, Mehmet Turan

* 18 pages, 13 figures 

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Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images


May 22, 2020
Ming Y. Lu, Drew F. K. Williamson, Tiffany Y. Chen, Richard J. Chen, Matteo Barbieri, Faisal Mahmood


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EndoL2H: Deep Super-Resolution for Capsule Endoscopy


Feb 13, 2020
Yasin Almalioglu, Abdulkadir Gokce, Kagan Incetan, Muhammed Ali Simsek, Kivanc Ararat, Richard J. Chen, Nichalos J. Durr, Faisal Mahmood, Mehmet Turan

* 15 pages, submitted to IEEE Transactions on Medical Imaging, corresponding Author: Mehmet Turan 

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Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis


Dec 30, 2019
Richard J. Chen, Ming Y. Lu, Jingwen Wang, Drew F. K. Williamson, Scott J. Rodig, Neal I. Lindeman, Faisal Mahmood

* Code and trained models are made available at: https://github.com/mahmoodlab/PathomicFusion 

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Weakly Supervised Prostate TMA Classification via Graph Convolutional Networks


Nov 06, 2019
Jingwen Wang, Richard J. Chen, Ming Y. Lu, Alexander Baras, Faisal Mahmood


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Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding


Nov 02, 2019
Ming Y. Lu, Richard J. Chen, Jingwen Wang, Debora Dillon, Faisal Mahmood


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SLAM Endoscopy enhanced by adversarial depth prediction


Jun 29, 2019
Richard J. Chen, Taylor L. Bobrow, Thomas Athey, Faisal Mahmood, Nicholas J. Durr


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