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MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning


May 03, 2022
Dongnan Liu, Mariano Cabezas, Dongang Wang, Zihao Tang, Lei Bai, Geng Zhan, Yuling Luo, Kain Kyle, Linda Ly, James Yu, Chun-Chien Shieh, Aria Nguyen, Ettikan Kandasamy Karuppiah, Ryan Sullivan, Fernando Calamante, Michael Barnett, Wanli Ouyang, Weidong Cai, Chenyu Wang

* 10 pages, 3 figures, and 7 tables 

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QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation -- Analysis of Ranking Metrics and Benchmarking Results


Dec 19, 2021
Raghav Mehta, Angelos Filos, Ujjwal Baid, Chiharu Sako, Richard McKinley, Michael Rebsamen, Katrin D盲twyler, Raphael Meier, Piotr Radojewski, Gowtham Krishnan Murugesan, Sahil Nalawade, Chandan Ganesh, Ben Wagner, Fang F. Yu, Baowei Fei, Ananth J. Madhuranthakam, Joseph A. Maldjian, Laura Daza, Catalina G贸mez, Pablo Arbel谩ez, Chengliang Dai, Shuo Wang, Hadrien Raynaud, Yuanhan Mo, Elsa Angelini, Yike Guo, Wenjia Bai, Subhashis Banerjee, Linmin Pei, Murat AK, Sarahi Rosas-Gonz谩lez, Illyess Zemmoura, Clovis Tauber, Minh H. Vu, Tufve Nyholm, Tommy L枚fstedt, Laura Mora Ballestar, Veronica Vilaplana, Hugh McHugh, Gonzalo Maso Talou, Alan Wang, Jay Patel, Ken Chang, Katharina Hoebel, Mishka Gidwani, Nishanth Arun, Sharut Gupta, Mehak Aggarwal, Praveer Singh, Elizabeth R. Gerstner, Jayashree Kalpathy-Cramer, Nicolas Boutry, Alexis Huard, Lasitha Vidyaratne, Md Monibor Rahman, Khan M. Iftekharuddin, Joseph Chazalon, Elodie Puybareau, Guillaume Tochon, Jun Ma, Mariano Cabezas, Xavier Llado, Arnau Oliver, Liliana Valencia, Sergi Valverde, Mehdi Amian, Mohammadreza Soltaninejad, Andriy Myronenko, Ali Hatamizadeh, Xue Feng, Quan Dou, Nicholas Tustison, Craig Meyer, Nisarg A. Shah, Sanjay Talbar, Marc-Andr Weber, Abhishek Mahajan, Andras Jakab, Roland Wiest, Hassan M. Fathallah-Shaykh, Arash Nazeri, Mikhail Milchenko, Daniel Marcus, Aikaterini Kotrotsou, Rivka Colen, John Freymann, Justin Kirby, Christos Davatzikos, Bjoern Menze, Spyridon Bakas, Yarin Gal, Tal Arbel

* Under submission at MELBA journal 

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Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications


Apr 20, 2021
Yang Ma, Chaoyi Zhang, Mariano Cabezas, Yang Song, Zihao Tang, Dongnan Liu, Weidong Cai, Michael Barnett, Chenyu Wang

* 12 pages, 5 Figures 

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Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET


Jan 17, 2019
Mostafa Salem, Sergi Valverde, Mariano Cabezas, Deborah Pareto, Arnau Oliver, Joaquim Salvi, 脌lex Rovira, Xavier Llad贸


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One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks


May 31, 2018
Sergi Valverde, Mostafa Salem, Mariano Cabezas, Deborah Pareto, Joan C. Vilanova, Llu铆s Rami贸-Torrent脿, 脌lex Rovira, Joaquim Salvi, Arnau Oliver, Xavier Llad贸


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Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging


Feb 19, 2018
Jose Bernal, Kaisar Kushibar, Mariano Cabezas, Sergi Valverde, Arnau Oliver, Xavier Llad贸


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Automated sub-cortical brain structure segmentation combining spatial and deep convolutional features


Sep 26, 2017
Kaisar Kushibar, Sergi Valverde, Sandra Gonzalez-Villa, Jose Bernal, Mariano Cabezas, Arnau Oliver, Xavier Llado


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Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach


Feb 16, 2017
Sergi Valverde, Mariano Cabezas, Eloy Roura, Sandra Gonz谩lez-Vill脿, Deborah Pareto, Joan-Carles Vilanova, LLu铆s Rami贸-Torrent脿, 脌lex Rovira, Arnau Oliver, Xavier Llad贸


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