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

M Maximilian Zenk U Ujjwal Baid S Sarthak Pati A Akis Linardos B Brandon Edwards M Micah Sheller P Patrick Foley A Alejandro Aristizabal D David Zimmerer A Alexey Gruzdev J Jason Martin R Russell T. Shinohara (Center for AI and Data Science for Integrated Diagnostics, Perelman School of Medicine, University of Pennsylvania) A Annika Reinke F Fabian Isensee S Santhosh Parampottupadam K Kaushal Parekh R Ralf Floca H Hasan Kassem B Bhakti Baheti S Siddhesh Thakur V Verena Chung K Kaisar Kushibar K Karim Lekadir M Meirui Jiang Y Youtan Yin H Hongzheng Yang Q Quande Liu C Cheng Chen Q Qi Dou P Pheng-Ann Heng X Xiaofan Zhang S Shaoting Zhang (Department of Chemistry, Chemical Theory Center, University of Minnesota) M Muhammad Irfan Khan M Mohammad Ayyaz Azeem M Mojtaba Jafaritadi E Esa Alhoniemi E Elina Kontio S Suleiman A. Khan L Leon Mächler I Ivan Ezhov F Florian Kofler S Suprosanna Shit J Johannes C. Paetzold T Timo Loehr B Benedikt Wiestler H Himashi Peiris K Kamlesh Pawar S Shenjun Zhong Z Zhaolin Chen M Munawar Hayat G Gary Egan M Mehrtash Harandi E Ece Isik Polat G Gorkem Polat A Altan Kocyigit A Alptekin Temizel A Anup Tuladhar L Lakshay Tyagi R Raissa Souza N Nils D. Forkert P Pauline Mouches M Matthias Wilms V Vishruth Shambhat A Akansh Maurya S Shubham Subhas Danannavar R Rohit Kalla V Vikas Kumar Anand G Ganapathy Krishnamurthi S Sahil Nalawade C Chandan Ganesh B Ben Wagner D Divya Reddy Y Yudhajit Das F Fang F. Yu B Baowei Fei A Ananth J. Madhuranthakam J Joseph Maldjian G Gaurav Singh (Institute for Stem Cell Science and Regenerative Medicine) J Jianxun Ren W Wei Zhang N Ning An Q Qingyu Hu Y Youjia Zhang Y Ying Zhou V Vasilis Siomos G Giacomo Tarroni J Jonathan Passerrat-Palmbach A Ambrish Rawat G Giulio Zizzo S Swanand Ravindra Kadhe J Jonathan P. Epperlein S Stefano Braghin Y Yuan Wang R Renuga Kanagavelu Q Qingsong Wei Y Yechao Yang Y Yong Liu K Krzysztof Kotowski S Szymon Adamski B Bartosz Machura W Wojciech Malara L Lukasz Zarudzki J Jakub Nalepa Y Yaying Shi H Hongjian Gao S Salman Avestimehr Y Yonghong Yan (School of Chemistry and Chemical Engineering, Key Laboratory of Magnetic Molecules and Magnetic Information Materials, The Ministry of Education, Shanxi Normal University 2 , No. 339, Taiyu Road, Taiyuan, Shanxi 030031,) A Agus S. Akbar E Ekaterina Kondrateva H Hua Yang (State Key Laboratory of Natural Medicines, School of Pharmacy, China Pharmaceutical University, 24 Tong Jia Xiang, Nanjing 210009, China) Z Zhaopei Li H Hung-Yu Wu J Johannes Roth C Camillo Saueressig A Alexandre Milesi Q Quoc D. Nguyen N Nathan J. Gruenhagen T Tsung-Ming Huang (Department of Mathematics, National Taiwan Normal University) J Jun Ma H Har Shwinder H. Singh N Nai-Yu Pan D Dingwen Zhang R Ramy A. Zeineldin M Michal Futrega Y Yading Yuan G Gian Marco Conte X Xue Feng Q Quan D. Pham Y Yong Xia (School of Medical Engineering) Z Zhifan Jiang H Huan Minh Luu M Mariia Dobko A Alexandre Carré B Bair Tuchinov H Hassan Mohy-ud-Din S Saruar Alam A Anup Singh N Nameeta Shah W Weichung Wang C Chiharu Sako M Michel Bilello S Satyam Ghodasara S Suyash Mohan C Christos Davatzikos E Evan Calabrese J Jeffrey Rudie J Javier Villanueva-Meyer S Soonmee Cha C Christopher Hess J John Mongan M Madhura Ingalhalikar M Manali Jadhav U Umang Pandey J Jitender Saini R Raymond Y. Huang K Ken Chang M Minh-Son To S Sargam Bhardwaj C Chee Chong M Marc Agzarian M Michal Kozubek F Filip Lux J Jan Michálek P Petr Matula M Miloš Ker^kovský T Tereza Kopr^ivová M Marek Dostál V Vaclav Vybihal M Marco C. Pinho J James Holcomb M Marie Metz R Rajan Jain (Departments of Medicine and Cell and Developmental Biology, Penn Cardiovascular Institute, Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania) M Matthew D. Lee Y Yvonne W. Lui P Pallavi Tiwari R Ruchika Verma R Rohan Bareja I Ipsa Yadav J Jonathan Chen N Neeraj Kumar Y Yuriy Gusev K Krithika Bhuvaneshwar A Anousheh Sayah C Camelia Bencheqroun A Anas Belouali S Subha Madhavan R Rivka R. Colen A Aikaterini Kotrotsou P Philipp Vollmuth G Gianluca Brugnara C Chandrakanth J. Preetha F Felix Sahm M Martin Bendszus W Wolfgang Wick A Abhishek Mahajan C Carmen Balana J Jaume Capellades J Josep Puig Y Yoon Seong Choi S Seung-Koo Lee J Jong Hee Chang S Sung Soo Ahn H Hassan F. Shaykh A Alejandro Herrera-Trujillo M Maria Trujillo W William Escobar A Ana Abello J Jose Bernal J Jhon Gómez P Pamela LaMontagne D Daniel S. Marcus M Mikhail Milchenko A Arash Nazeri B Bennett Landman K Karthik Ramadass K Kaiwen Xu S Silky Chotai L Lola B. Chambless A Akshitkumar Mistry R Reid C. Thompson A Ashok Srinivasan J J. Rajiv Bapuraj A Arvind Rao (Michigan Center for Translational Pathology, University of Michigan) N Nicholas Wang O Ota Yoshiaki T Toshio Moritani S Sevcan Turk J Joonsang Lee S Snehal Prabhudesai J John Garrett M Matthew Larson R Robert Jeraj H Hongwei Li (Peking University , , ,) T Tobias Weiss M Michael Weller A Andrea Bink B Bertrand Pouymayou S Sonam Sharma T Tzu-Chi Tseng S Saba Adabi A Alexandre Xavier Falcão S Samuel B. Martins B Bernardo C. A. Teixeira F Flávia Sprenger D David Menotti D Diego R. Lucio S Simone P. Niclou O Olivier Keunen A Ann-Christin Hau E Enrique Pelaez H Heydy Franco-Maldonado F Francis Loayza S Sebastian Quevedo R Richard McKinley J Johannes Slotboom P Piotr Radojewski R Raphael Meier R Roland Wiest J Johannes Trenkler J Josef Pichler G Georg Necker A Andreas Haunschmidt S Stephan Meckel P Pamela Guevara E Esteban Torche C Cristobal Mendoza F Franco Vera E Elvis Ríos E Eduardo Lopez S Sergio A. Velastin J Joseph Choi S Stephen Baek Y Yusung Kim H Heba Ismael B Bryan Allen J John M. Buatti P Peter Zampakis V Vasileios Panagiotopoulos P Panagiotis Tsiganos S Sotiris Alexiou I Ilias Haliassos E Evangelia I. Zacharaki K Konstantinos Moustakas C Christina Kalogeropoulou D Dimitrios M. Kardamakis B Bing Luo L Laila M. Poisson N Ning Wen (National Engineering Research Center for Colloidal Materials, School of Chemistry and Chemical Engineering) M Martin Vallières M Mahdi Ait Lhaj Loutfi D David Fortin M Martin Lepage F Fanny Morón J Jacob Mandel G Gaurav Shukla S Spencer Liem G Gregory S. Alexandre J Joseph Lombardo J Joshua D. Palmer A Adam E. Flanders A Adam P. Dicker G Godwin Ogbole D Dotun Oyekunle O Olubunmi Odafe-Oyibotha B Babatunde Osobu M Mustapha Shu’aibu Hikima M Mayowa Soneye F Farouk Dako A Adeleye Dorcas D Derrick Murcia E Eric Fu R Rourke Haas J John A. Thompson D David Ryan Ormond S Stuart Currie K Kavi Fatania R Russell Frood A Amber L. Simpson J Jacob J. Peoples R Ricky Hu D Danielle Cutler F Fabio Y. Moraes A Anh Tran M Mohammad Hamghalam M Michael A. Boss J James Gimpel D Deepak Kattil Veettil K Kendall Schmidt L Lisa Cimino C Cynthia Price B Brian Bialecki S Sailaja Marella C Charles Apgar A Andras Jakab M Marc-André Weber E Errol Colak J Jens Kleesiek J John B. Freymann J Justin S. Kirby L Lena Maier-Hein J Jake Albrecht P Peter Mattson A Alexandros Karargyris P Prashant Shah B Bjoern Menze K Klaus Maier-Hein S Spyridon Bakas