Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge

Maximilian Zenk , Ujjwal Baid , Sarthak Pati , Akis Linardos , Brandon Edwards , Micah Sheller , Patrick Foley , Alejandro Aristizabal , David Zimmerer , Alexey Gruzdev , Jason Martin , Russell T. Shinohara , Annika Reinke , Fabian Isensee , Santhosh Parampottupadam , Kaushal Parekh , Ralf Floca , Hasan Kassem , Bhakti Baheti , Siddhesh Thakur , Verena Chung , Kaisar Kushibar , Karim Lekadir , Meirui Jiang , Youtan Yin , Hongzheng Yang , Quande Liu , Cheng Chen , Qi Dou , Pheng-Ann Heng , Xiaofan Zhang , Shaoting Zhang , Muhammad Irfan Khan , Mohammad Ayyaz Azeem , Mojtaba Jafaritadi , Esa Alhoniemi , Elina Kontio , Suleiman A. Khan , Leon Mächler , Ivan Ezhov , Florian Kofler , Suprosanna Shit , Johannes C. Paetzold , Timo Loehr , Benedikt Wiestler , Himashi Peiris , Kamlesh Pawar , Shenjun Zhong , Zhaolin Chen , Munawar Hayat , Gary Egan , Mehrtash Harandi , Ece Isik Polat , Gorkem Polat , Altan Kocyigit , Alptekin Temizel , Anup Tuladhar , Lakshay Tyagi , Raissa Souza , Nils D. Forkert , Pauline Mouches , Matthias Wilms , Vishruth Shambhat , Akansh Maurya , Shubham Subhas Danannavar , Rohit Kalla , Vikas Kumar Anand , Ganapathy Krishnamurthi , Sahil Nalawade , Chandan Ganesh , Ben Wagner , Divya Reddy , Yudhajit Das , Fang F. Yu , Baowei Fei , Ananth J. Madhuranthakam , Joseph Maldjian , Gaurav Singh , Jianxun Ren , Wei Zhang , Ning An , Qingyu Hu , Youjia Zhang , Ying Zhou , Vasilis Siomos , Giacomo Tarroni , Jonathan Passerrat-Palmbach , Ambrish Rawat , Giulio Zizzo , Swanand Ravindra Kadhe , Jonathan P. Epperlein , Stefano Braghin , Yuan Wang , Renuga Kanagavelu , Qingsong Wei , Yechao Yang , Yong Liu , Krzysztof Kotowski , Szymon Adamski , Bartosz Machura , Wojciech Malara , Lukasz Zarudzki , Jakub Nalepa , Yaying Shi , Hongjian Gao , Salman Avestimehr , Yonghong Yan , Agus S. Akbar , Ekaterina Kondrateva , Hua Yang , Zhaopei Li , Hung-Yu Wu , Johannes Roth , Camillo Saueressig , Alexandre Milesi , Quoc D. Nguyen , Nathan J. Gruenhagen , Tsung-Ming Huang , Jun Ma , Har Shwinder H. Singh , Nai-Yu Pan , Dingwen Zhang , Ramy A. Zeineldin , Michal Futrega , Yading Yuan , Gian Marco Conte , Xue Feng , Quan D. Pham , Yong Xia , Zhifan Jiang , Huan Minh Luu , Mariia Dobko , Alexandre Carré , Bair Tuchinov , Hassan Mohy-ud-Din , Saruar Alam , Anup Singh , Nameeta Shah , Weichung Wang , Chiharu Sako , Michel Bilello , Satyam Ghodasara , Suyash Mohan , Christos Davatzikos , Evan Calabrese , Jeffrey Rudie , Javier Villanueva-Meyer , Soonmee Cha , Christopher Hess , John Mongan , Madhura Ingalhalikar , Manali Jadhav , Umang Pandey , Jitender Saini , Raymond Y. Huang , Ken Chang , Minh-Son To , Sargam Bhardwaj , Chee Chong , Marc Agzarian , Michal Kozubek , Filip Lux , Jan Michálek , Petr Matula , Miloš Ker^kovský , Tereza Kopr^ivová , Marek Dostál , Václav Vybíhal , Marco C. Pinho , James Holcomb , Marie Metz , Rajan Jain , Matthew D. Lee , Yvonne W. Lui , Pallavi Tiwari , Ruchika Verma , Rohan Bareja , Ipsa Yadav , Jonathan Chen , Neeraj Kumar , Yuriy Gusev , Krithika Bhuvaneshwar , Anousheh Sayah , Camelia Bencheqroun , Anas Belouali , Subha Madhavan , Rivka R. Colen , Aikaterini Kotrotsou , Philipp Vollmuth , Gianluca Brugnara , Chandrakanth J. Preetha , Felix Sahm , Martin Bendszus , Wolfgang Wick , Abhishek Mahajan , Carmen Balaña , Jaume Capellades , Josep Puig , Yoon Seong Choi , Seung-Koo Lee , Jong Hee Chang , Sung Soo Ahn , Hassan F. Shaykh , Alejandro Herrera-Trujillo , Maria Trujillo , William Escobar , Ana Abello , Jose Bernal , Jhon Gómez , Pamela LaMontagne , Daniel S. Marcus , Mikhail Milchenko , Arash Nazeri , Bennett Landman , Karthik Ramadass , Kaiwen Xu , Silky Chotai , Lola B. Chambless , Akshitkumar Mistry , Reid C. Thompson , Ashok Srinivasan , J. Rajiv Bapuraj , Arvind Rao , Nicholas Wang , Ota Yoshiaki , Toshio Moritani , Sevcan Turk , Joonsang Lee , Snehal Prabhudesai , John Garrett , Matthew Larson , Robert Jeraj , Hongwei Li , Tobias Weiss , Michael Weller , Andrea Bink , Bertrand Pouymayou , Sonam Sharma , Tzu-Chi Tseng , Saba Adabi , Alexandre Xavier Falcão , Samuel B. Martins , Bernardo C. A. Teixeira , Flávia Sprenger , David Menotti , Diego R. Lucio , Simone P. Niclou , Olivier Keunen , Ann-Christin Hau , Enrique Pelaez , Heydy Franco-Maldonado , Francis Loayza , Sebastian Quevedo , Richard McKinley , Johannes Slotboom , Piotr Radojewski , Raphael Meier , Roland Wiest , Johannes Trenkler , Josef Pichler , Georg Necker , Andreas Haunschmidt , Stephan Meckel , Pamela Guevara , Esteban Torche , Cristobal Mendoza , Franco Vera , Elvis Ríos , Eduardo López , Sergio A. Velastin , Joseph Choi , Stephen Baek , Yusung Kim , Heba Ismael , Bryan Allen , John M. Buatti , Peter Zampakis , Vasileios Panagiotopoulos , Panagiotis Tsiganos , Sotiris Alexiou , Ilias Haliassos , Evangelia I. Zacharaki , Konstantinos Moustakas , Christina Kalogeropoulou , Dimitrios M. Kardamakis , Bing Luo , Laila M. Poisson , Ning Wen , Martin Vallières , Mahdi Ait Lhaj Loutfi , David Fortin , Martin Lepage , Fanny Morón , Jacob Mandel , Gaurav Shukla , Spencer Liem , Gregory S. Alexandre , Joseph Lombardo , Joshua D. Palmer , Adam E. Flanders , Adam P. Dicker , Godwin Ogbole , Dotun Oyekunle , Olubunmi Odafe-Oyibotha , Babatunde Osobu , Mustapha Shu’aibu Hikima , Mayowa Soneye , Farouk Dako , Adeleye Dorcas , Derrick Murcia , Eric Fu , Rourke Haas , John A. Thompson , David Ryan Ormond , Stuart Currie , Kavi Fatania , Russell Frood , Amber L. Simpson , Jacob J. Peoples , Ricky Hu , Danielle Cutler , Fabio Y. Moraes , Anh Tran , Mohammad Hamghalam , Michael A. Boss , James Gimpel , Deepak Kattil Veettil , Kendall Schmidt , Lisa Cimino , Cynthia Price , Brian Bialecki , Sailaja Marella , Charles Apgar , Andras Jakab , Marc-André Weber , Errol Colak , Jens Kleesiek , John B. Freymann , Justin S. Kirby , Lena Maier-Hein , Jake Albrecht , Peter Mattson , Alexandros Karargyris , Prashant Shah , Bjoern Menze , Klaus Maier-Hein , Spyridon Bakas

Nature Communications, vol. 16, no. 1