%0 Journal Article
%A Zenk, Maximilian
%A Baid, Ujjwal
%A Pati, Sarthak
%A Linardos, Akis
%A Edwards, Brandon
%A Sheller, Micah
%A Foley, Patrick
%A Aristizabal, Alejandro
%A Zimmerer, David
%A Gruzdev, Alexey
%A Martin, Jason
%A Shinohara, Russell T
%A Reinke, Annika
%A Isensee, Fabian
%A Parampottupadam, Santhosh
%A Parekh, Kaushal
%A Floca, Ralf Omar
%A Kassem, Hasan
%A Baheti, Bhakti
%A Thakur, Siddhesh
%A Chung, Verena
%A Kushibar, Kaisar
%A Lekadir, Karim
%A Jiang, Meirui
%A Yin, Youtan
%A Yang, Hongzheng
%A Liu, Quande
%A Chen, Cheng
%A Dou, Qi
%A Heng, Pheng-Ann
%A Zhang, Xiaofan
%A Zhang, Shaoting
%A Khan, Muhammad Irfan
%A Azeem, Mohammad Ayyaz
%A Jafaritadi, Mojtaba
%A Alhoniemi, Esa
%A Kontio, Elina
%A Khan, Suleiman A
%A Mächler, Leon
%A Ezhov, Ivan
%A Kofler, Florian
%A Shit, Suprosanna
%A Paetzold, Johannes C
%A Loehr, Timo
%A Wiestler, Benedikt
%A Peiris, Himashi
%A Pawar, Kamlesh
%A Zhong, Shenjun
%A Chen, Zhaolin
%A Hayat, Munawar
%A Egan, Gary
%A Harandi, Mehrtash
%A Isik Polat, Ece
%A Polat, Gorkem
%A Kocyigit, Altan
%A Temizel, Alptekin
%A Tuladhar, Anup
%A Tyagi, Lakshay
%A Souza, Raissa
%A Forkert, Nils D
%A Mouches, Pauline
%A Wilms, Matthias
%A Shambhat, Vishruth
%A Maurya, Akansh
%A Danannavar, Shubham Subhas
%A Kalla, Rohit
%A Anand, Vikas Kumar
%A Krishnamurthi, Ganapathy
%A Nalawade, Sahil
%A Ganesh, Chandan
%A Wagner, Ben
%A Reddy, Divya
%A Das, Yudhajit
%A Yu, Fang F
%A Fei, Baowei
%A Madhuranthakam, Ananth J
%A Maldjian, Joseph
%A Singh, Gaurav
%A Ren, Jianxun
%A Zhang, Wei
%A An, Ning
%A Hu, Qingyu
%A Zhang, Youjia
%A Zhou, Ying
%A Siomos, Vasilis
%A Tarroni, Giacomo
%A Passerrat-Palmbach, Jonathan
%A Rawat, Ambrish
%A Zizzo, Giulio
%A Kadhe, Swanand Ravindra
%A Epperlein, Jonathan P
%A Braghin, Stefano
%A Wang, Yuan
%A Kanagavelu, Renuga
%A Wei, Qingsong
%A Yang, Yechao
%A Liu, Yong
%A Kotowski, Krzysztof
%A Adamski, Szymon
%A Machura, Bartosz
%A Malara, Wojciech
%A Zarudzki, Lukasz
%A Nalepa, Jakub
%A Shi, Yaying
%A Gao, Hongjian
%A Avestimehr, Salman
%A Yan, Yonghong
%A Akbar, Agus S
%A Kondrateva, Ekaterina
%A Yang, Hua
%A Li, Zhaopei
%A Wu, Hung-Yu
%A Roth, Johannes
%A Saueressig, Camillo
%A Milesi, Alexandre
%A Nguyen, Quoc D
%A Gruenhagen, Nathan J
%A Huang, Tsung-Ming
%A Ma, Jun
%A Singh, Har Shwinder H
%A Pan, Nai-Yu
%A Zhang, Dingwen
%A Zeineldin, Ramy A
%A Futrega, Michal
%A Yuan, Yading
%A Conte, Gian Marco
%A Feng, Xue
%A Pham, Quan D
%A Xia, Yong
%A Jiang, Zhifan
%A Luu, Huan Minh
%A Dobko, Mariia
%A Carré, Alexandre
%A Tuchinov, Bair
%A Mohy-Ud-Din, Hassan
%A Alam, Saruar
%A Singh, Anup
%A Shah, Nameeta
%A Wang, Weichung
%A Sako, Chiharu
%A Bilello, Michel
%A Ghodasara, Satyam
%A Mohan, Suyash
%A Davatzikos, Christos
%A Calabrese, Evan
%A Rudie, Jeffrey
%A Villanueva-Meyer, Javier
%A Cha, Soonmee
%A Hess, Christopher
%A Mongan, John
%A Ingalhalikar, Madhura
%A Jadhav, Manali
%A Pandey, Umang
%A Saini, Jitender
%A Huang, Raymond Y
%A Chang, Ken
%A To, Minh-Son
%A Bhardwaj, Sargam
%A Chong, Chee
%A Agzarian, Marc
%A Kozubek, Michal
%A Lux, Filip
%A Michálek, Jan
%A Matula, Petr
%A Ker Kovský, Miloš
%A Kopr Ivová, Tereza
%A Dostál, Marek
%A Vybíhal, Václav
%A Pinho, Marco C
%A Holcomb, James
%A Metz, Marie
%A Jain, Rajan
%A Lee, Matthew D
%A Lui, Yvonne W
%A Tiwari, Pallavi
%A Verma, Ruchika
%A Bareja, Rohan
%A Yadav, Ipsa
%A Chen, Jonathan
%A Kumar, Neeraj
%A Gusev, Yuriy
%A Bhuvaneshwar, Krithika
%A Sayah, Anousheh
%A Bencheqroun, Camelia
%A Belouali, Anas
%A Madhavan, Subha
%A Colen, Rivka R
%A Kotrotsou, Aikaterini
%A Vollmuth, Philipp
%A Brugnara, Gianluca
%A Preetha, Chandrakanth J
%A Sahm, Felix
%A Bendszus, Martin
%A Wick, Wolfgang
%A Mahajan, Abhishek
%A Balaña, Carmen
%A Capellades, Jaume
%A Puig, Josep
%A Choi, Yoon Seong
%A Lee, Seung-Koo
%A Chang, Jong Hee
%A Ahn, Sung Soo
%A Shaykh, Hassan F
%A Herrera-Trujillo, Alejandro
%A Trujillo, Maria
%A Escobar, William
%A Abello, Ana
%A Bernal, Jose
%A Gómez, Jhon
%A LaMontagne, Pamela
%A Marcus, Daniel S
%A Milchenko, Mikhail
%A Nazeri, Arash
%A Landman, Bennett
%A Ramadass, Karthik
%A Xu, Kaiwen
%A Chotai, Silky
%A Chambless, Lola B
%A Mistry, Akshitkumar
%A Thompson, Reid C
%A Srinivasan, Ashok
%A Bapuraj, J Rajiv
%A Rao, Arvind
%A Wang, Nicholas
%A Yoshiaki, Ota
%A Moritani, Toshio
%A Turk, Sevcan
%A Lee, Joonsang
%A Prabhudesai, Snehal
%A Garrett, John
%A Larson, Matthew
%A Jeraj, Robert
%A Li, Hongwei
%A Weiss, Tobias
%A Weller, Michael
%A Bink, Andrea
%A Pouymayou, Bertrand
%A Sharma, Sonam
%A Tseng, Tzu-Chi
%A Adabi, Saba
%A Xavier Falcão, Alexandre
%A Martins, Samuel B
%A Teixeira, Bernardo C A
%A Sprenger, Flávia
%A Menotti, David
%A Lucio, Diego R
%A Niclou, Simone P
%A Keunen, Olivier
%A Hau, Ann-Christin
%A Pelaez, Enrique
%A Franco-Maldonado, Heydy
%A Loayza, Francis
%A Quevedo, Sebastian
%A McKinley, Richard
%A Slotboom, Johannes
%A Radojewski, Piotr
%A Meier, Raphael
%A Wiest, Roland
%A Trenkler, Johannes
%A Pichler, Josef
%A Necker, Georg
%A Haunschmidt, Andreas
%A Meckel, Stephan
%A Guevara, Pamela
%A Torche, Esteban
%A Mendoza, Cristobal
%A Vera, Franco
%A Ríos, Elvis
%A López, Eduardo
%A Velastin, Sergio A
%A Choi, Joseph
%A Baek, Stephen
%A Kim, Yusung
%A Ismael, Heba
%A Allen, Bryan
%A Buatti, John M
%A Zampakis, Peter
%A Panagiotopoulos, Vasileios
%A Tsiganos, Panagiotis
%A Alexiou, Sotiris
%A Haliassos, Ilias
%A Zacharaki, Evangelia I
%A Moustakas, Konstantinos
%A Kalogeropoulou, Christina
%A Kardamakis, Dimitrios M
%A Luo, Bing
%A Poisson, Laila M
%A Wen, Ning
%A Vallières, Martin
%A Loutfi, Mahdi Ait Lhaj
%A Fortin, David
%A Lepage, Martin
%A Morón, Fanny
%A Mandel, Jacob
%A Shukla, Gaurav
%A Liem, Spencer
%A Alexandre, Gregory S
%A Lombardo, Joseph
%A Palmer, Joshua D
%A Flanders, Adam E
%A Dicker, Adam P
%A Ogbole, Godwin
%A Oyekunle, Dotun
%A Odafe-Oyibotha, Olubunmi
%A Osobu, Babatunde
%A Shu'aibu Hikima, Mustapha
%A Soneye, Mayowa
%A Dako, Farouk
%A Dorcas, Adeleye
%A Murcia, Derrick
%A Fu, Eric
%A Haas, Rourke
%A Thompson, John A
%A Ormond, David Ryan
%A Currie, Stuart
%A Fatania, Kavi
%A Frood, Russell
%A Simpson, Amber L
%A Peoples, Jacob J
%A Hu, Ricky
%A Cutler, Danielle
%A Moraes, Fabio Y
%A Tran, Anh
%A Hamghalam, Mohammad
%A Boss, Michael A
%A Gimpel, James
%A Kattil Veettil, Deepak
%A Schmidt, Kendall
%A Cimino, Lisa
%A Price, Cynthia
%A Bialecki, Brian
%A Marella, Sailaja
%A Apgar, Charles
%A Jakab, Andras
%A Weber, Marc-André
%A Colak, Errol
%A Kleesiek, Jens
%A Freymann, John B
%A Kirby, Justin S
%A Maier-Hein, Lena
%A Albrecht, Jake
%A Mattson, Peter
%A Karargyris, Alexandros
%A Shah, Prashant
%A Menze, Bjoern
%A Maier-Hein, Klaus
%A Bakas, Spyridon
%T Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.
%J Nature Communications
%V 16
%N 1
%@ 2041-1723
%C [London]
%I Springer Nature
%M DKFZ-2025-01357
%P 6274
%D 2025
%Z #EA:E230#LA:E230#
%X Computational competitions are the standard for benchmarking medical image analysis algorithms, but they typically use small curated test datasets acquired at a few centers, leaving a gap to the reality of diverse multicentric patient data. To this end, the Federated Tumor Segmentation (FeTS) Challenge represents the paradigm for real-world algorithmic performance evaluation. The FeTS challenge is a competition to benchmark (i) federated learning aggregation algorithms and (ii) state-of-the-art segmentation algorithms, across multiple international sites. Weight aggregation and client selection techniques were compared using a multicentric brain tumor dataset in realistic federated learning simulations, yielding benefits for adaptive weight aggregation, and efficiency gains through client sampling. Quantitative performance evaluation of state-of-the-art segmentation algorithms on data distributed internationally across 32 institutions yielded good generalization on average, albeit the worst-case performance revealed data-specific modes of failure. Similar multi-site setups can help validate the real-world utility of healthcare AI algorithms in the future.
%K Humans
%K Benchmarking: methods
%K Algorithms
%K Brain Neoplasms: diagnostic imaging
%K Image Processing, Computer-Assisted: methods
%K Artificial Intelligence
%K Magnetic Resonance Imaging
%F PUB:(DE-HGF)16
%9 Journal Article
%$ pmid:40628696
%2 pmc:PMC12238412
%R 10.1038/s41467-025-60466-1
%U https://inrepo02.dkfz.de/record/302817