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Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation


Jun 10, 2020
Dong Yang, Holger Roth, Ziyue Xu, Fausto Milletari, Ling Zhang, Daguang Xu

* Published at MICCAI 2019 
* 9 pages, 1 figures 

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The Future of Digital Health with Federated Learning


Mar 18, 2020
Nicola Rieke, Jonny Hancox, Wenqi Li, Fausto Milletari, Holger Roth, Shadi Albarqouni, Spyridon Bakas, Mathieu N. Galtier, Bennett Landman, Klaus Maier-Hein, Sebastien Ourselin, Micah Sheller, Ronald M. Summers, Andrew Trask, Daguang Xu, Maximilian Baust, M. Jorge Cardoso


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NeurReg: Neural Registration and Its Application to Image Segmentation


Oct 04, 2019
Wentao Zhu, Andriy Myronenko, Ziyue Xu, Wenqi Li, Holger Roth, Yufang Huang, Fausto Milletari, Daguang Xu

* WACV 2020 first round early accept; supplementary https://drive.google.com/file/d/1kzTLQn8cpoQNAYWUDJMtN5HcqhbWbl7G/view?usp=sharing; code will be released soon under NVIDIA open source; demos https://www.youtube.com/watch?v=GYLD7t7dSAg&t=3s 

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Weakly supervised segmentation from extreme points


Oct 02, 2019
Holger Roth, Ling Zhang, Dong Yang, Fausto Milletari, Ziyue Xu, Xiaosong Wang, Daguang Xu

* Accepted at the MICCAI Workshop for Large-scale Annotation of Biomedical data and Expert Label Synthesis, Shenzen, China, 2019 

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Correlation via synthesis: end-to-end nodule image generation and radiogenomic map learning based on generative adversarial network


Jul 08, 2019
Ziyue Xu, Xiaosong Wang, Hoo-Chang Shin, Dong Yang, Holger Roth, Fausto Milletari, Ling Zhang, Daguang Xu


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Interactive segmentation of medical images through fully convolutional neural networks


Mar 19, 2019
Tomas Sakinis, Fausto Milletari, Holger Roth, Panagiotis Korfiatis, Petro Kostandy, Kenneth Philbrick, Zeynettin Akkus, Ziyue Xu, Daguang Xu, Bradley J. Erickson


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Straight to the point: reinforcement learning for user guidance in ultrasound


Mar 02, 2019
Fausto Milletari, Vighnesh Birodkar, Michal Sofka


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CFCM: Segmentation via Coarse to Fine Context Memory


Jun 04, 2018
Fausto Milletari, Nicola Rieke, Maximilian Baust, Marco Esposito, Nassir Navab

* Accepted for presentation at MICCAI 2018 

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TOMAAT: volumetric medical image analysis as a cloud service


Apr 25, 2018
Fausto Milletari, Johann Frei, Seyed-Ahmad Ahmadi


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Mitosis Detection in Intestinal Crypt Images with Hough Forest and Conditional Random Fields


Aug 26, 2016
Gerda Bortsova, Michael Sterr, Lichao Wang, Fausto Milletari, Nassir Navab, Anika Böttcher, Heiko Lickert, Fabian Theis, Tingying Peng

* Accepted at the 7th International Conference on Machine Learning in Medical Imaging 

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Deep Learning of Local RGB-D Patches for 3D Object Detection and 6D Pose Estimation


Jul 20, 2016
Wadim Kehl, Fausto Milletari, Federico Tombari, Slobodan Ilic, Nassir Navab

* To appear at ECCV 2016 

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V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation


Jun 15, 2016
Fausto Milletari, Nassir Navab, Seyed-Ahmad Ahmadi


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Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound


Jan 31, 2016
Fausto Milletari, Seyed-Ahmad Ahmadi, Christine Kroll, Annika Plate, Verena Rozanski, Juliana Maiostre, Johannes Levin, Olaf Dietrich, Birgit Ertl-Wagner, Kai Bötzel, Nassir Navab


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