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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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Semi-Implicit Neural Solver for Time-dependent Partial Differential Equations


Sep 03, 2021
Suprosanna Shit, Ivan Ezhov, Leon Mächler, Abinav R., Jana Lipkova, Johannes C. Paetzold, Florian Kofler, Marie Piraud, Bjoern H. Menze


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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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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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Deep Learning-based Computational Pathology Predicts Origins for Cancers of Unknown Primary


Jun 29, 2020
Ming Y. Lu, Melissa Zhao, Maha Shady, Jana Lipkova, Tiffany Y. Chen, Drew F. K. Williamson, Faisal Mahmood


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Red-GAN: Attacking class imbalance via conditioned generation. Yet another medical imaging perspective


Apr 30, 2020
Ahmad B Qasim, Ivan Ezhov, Suprosanna Shit, Oliver Schoppe, Johannes C Paetzold, Anjany Sekuboyina, Florian Kofler, Jana Lipkova, Hongwei Li, Bjoern Menze


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Implicit Neural Solver for Time-dependent Linear PDEs with Convergence Guarantee


Oct 09, 2019
Suprosanna Shit, Abinav Ravi Venkatakrishnan, Ivan Ezhov, Jana Lipkova, Marie Piraud, Bjoern Menze

* Accepted in NeurIPS 2019 Workshop on Machine Learning with Guarantees 

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Neural parameters estimation for brain tumor growth modeling


Jul 01, 2019
Ivan Ezhov, Jana Lipkova, Suprosanna Shit, Florian Kofler, Nore Collomb, Benjamin Lemasson, Emmanuel Barbier, Bjoern Menze


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Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks


Feb 23, 2017
Patrick Ferdinand Christ, Florian Ettlinger, Felix Grün, Mohamed Ezzeldin A. Elshaera, Jana Lipkova, Sebastian Schlecht, Freba Ahmaddy, Sunil Tatavarty, Marc Bickel, Patrick Bilic, Markus Rempfler, Felix Hofmann, Melvin D Anastasi, Seyed-Ahmad Ahmadi, Georgios Kaissis, Julian Holch, Wieland Sommer, Rickmer Braren, Volker Heinemann, Bjoern Menze

* Under Review 

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