Cargando…
The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn)
Automated brain tumor segmentation methods have become well-established and reached performance levels offering clear clinical utility. These methods typically rely on four input magnetic resonance imaging (MRI) modalities: T1-weighted images with and without contrast enhancement, T2-weighted images...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cornell University
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10441440/ https://www.ncbi.nlm.nih.gov/pubmed/37608932 |
_version_ | 1785093372474556416 |
---|---|
author | Li, Hongwei Bran Conte, Gian Marco Anwar, Syed Muhammad Kofler, Florian Ezhov, Ivan van Leemput, Koen Piraud, Marie Diaz, Maria Cole, Byrone Calabrese, Evan Rudie, Jeff Meissen, Felix Adewole, Maruf Janas, Anastasia Kazerooni, Anahita Fathi LaBella, Dominic Moawad, Ahmed W. Farahani, Keyvan Eddy, James Bergquist, Timothy Chung, Verena Shinohara, Russell Takeshi Dako, Farouk Wiggins, Walter Reitman, Zachary Wang, Chunhao Liu, Xinyang Jiang, Zhifan Familiar, Ariana Johanson, Elaine Meier, Zeke Davatzikos, Christos Freymann, John Kirby, Justin Bilello, Michel Fathallah-Shaykh, Hassan M. Wiest, Roland Kirschke, Jan Colen, Rivka R. Kotrotsou, Aikaterini Lamontagne, Pamela Marcus, Daniel Milchenko, Mikhail Nazeri, Arash Weber, Marc-André Mahajan, Abhishek Mohan, Suyash Mongan, John Hess, Christopher Cha, Soonmee Villanueva-Meyer, Javier Colak, Errol Crivellaro, Priscila Jakab, Andras Albrecht, Jake Anazodo, Udunna Aboian, Mariam Yu, Thomas Chung, Verena Bergquist, Timothy Eddy, James Albrecht, Jake Baid, Ujjwal Bakas, Spyridon Linguraru, Marius George Menze, Bjoern Iglesias, Juan Eugenio Wiestler, Benedikt |
author_facet | Li, Hongwei Bran Conte, Gian Marco Anwar, Syed Muhammad Kofler, Florian Ezhov, Ivan van Leemput, Koen Piraud, Marie Diaz, Maria Cole, Byrone Calabrese, Evan Rudie, Jeff Meissen, Felix Adewole, Maruf Janas, Anastasia Kazerooni, Anahita Fathi LaBella, Dominic Moawad, Ahmed W. Farahani, Keyvan Eddy, James Bergquist, Timothy Chung, Verena Shinohara, Russell Takeshi Dako, Farouk Wiggins, Walter Reitman, Zachary Wang, Chunhao Liu, Xinyang Jiang, Zhifan Familiar, Ariana Johanson, Elaine Meier, Zeke Davatzikos, Christos Freymann, John Kirby, Justin Bilello, Michel Fathallah-Shaykh, Hassan M. Wiest, Roland Kirschke, Jan Colen, Rivka R. Kotrotsou, Aikaterini Lamontagne, Pamela Marcus, Daniel Milchenko, Mikhail Nazeri, Arash Weber, Marc-André Mahajan, Abhishek Mohan, Suyash Mongan, John Hess, Christopher Cha, Soonmee Villanueva-Meyer, Javier Colak, Errol Crivellaro, Priscila Jakab, Andras Albrecht, Jake Anazodo, Udunna Aboian, Mariam Yu, Thomas Chung, Verena Bergquist, Timothy Eddy, James Albrecht, Jake Baid, Ujjwal Bakas, Spyridon Linguraru, Marius George Menze, Bjoern Iglesias, Juan Eugenio Wiestler, Benedikt |
author_sort | Li, Hongwei Bran |
collection | PubMed |
description | Automated brain tumor segmentation methods have become well-established and reached performance levels offering clear clinical utility. These methods typically rely on four input magnetic resonance imaging (MRI) modalities: T1-weighted images with and without contrast enhancement, T2-weighted images, and FLAIR images. However, some sequences are often missing in clinical practice due to time constraints or image artifacts, such as patient motion. Consequently, the ability to substitute missing modalities and gain segmentation performance is highly desirable and necessary for the broader adoption of these algorithms in the clinical routine. In this work, we present the establishment of the Brain MR Image Synthesis Benchmark (BraSyn) in conjunction with the Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2023. The primary objective of this challenge is to evaluate image synthesis methods that can realistically generate missing MRI modalities when multiple available images are provided. The ultimate aim is to facilitate automated brain tumor segmentation pipelines. The image dataset used in the benchmark is diverse and multi-modal, created through collaboration with various hospitals and research institutions. |
format | Online Article Text |
id | pubmed-10441440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cornell University |
record_format | MEDLINE/PubMed |
spelling | pubmed-104414402023-08-22 The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) Li, Hongwei Bran Conte, Gian Marco Anwar, Syed Muhammad Kofler, Florian Ezhov, Ivan van Leemput, Koen Piraud, Marie Diaz, Maria Cole, Byrone Calabrese, Evan Rudie, Jeff Meissen, Felix Adewole, Maruf Janas, Anastasia Kazerooni, Anahita Fathi LaBella, Dominic Moawad, Ahmed W. Farahani, Keyvan Eddy, James Bergquist, Timothy Chung, Verena Shinohara, Russell Takeshi Dako, Farouk Wiggins, Walter Reitman, Zachary Wang, Chunhao Liu, Xinyang Jiang, Zhifan Familiar, Ariana Johanson, Elaine Meier, Zeke Davatzikos, Christos Freymann, John Kirby, Justin Bilello, Michel Fathallah-Shaykh, Hassan M. Wiest, Roland Kirschke, Jan Colen, Rivka R. Kotrotsou, Aikaterini Lamontagne, Pamela Marcus, Daniel Milchenko, Mikhail Nazeri, Arash Weber, Marc-André Mahajan, Abhishek Mohan, Suyash Mongan, John Hess, Christopher Cha, Soonmee Villanueva-Meyer, Javier Colak, Errol Crivellaro, Priscila Jakab, Andras Albrecht, Jake Anazodo, Udunna Aboian, Mariam Yu, Thomas Chung, Verena Bergquist, Timothy Eddy, James Albrecht, Jake Baid, Ujjwal Bakas, Spyridon Linguraru, Marius George Menze, Bjoern Iglesias, Juan Eugenio Wiestler, Benedikt ArXiv Article Automated brain tumor segmentation methods have become well-established and reached performance levels offering clear clinical utility. These methods typically rely on four input magnetic resonance imaging (MRI) modalities: T1-weighted images with and without contrast enhancement, T2-weighted images, and FLAIR images. However, some sequences are often missing in clinical practice due to time constraints or image artifacts, such as patient motion. Consequently, the ability to substitute missing modalities and gain segmentation performance is highly desirable and necessary for the broader adoption of these algorithms in the clinical routine. In this work, we present the establishment of the Brain MR Image Synthesis Benchmark (BraSyn) in conjunction with the Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2023. The primary objective of this challenge is to evaluate image synthesis methods that can realistically generate missing MRI modalities when multiple available images are provided. The ultimate aim is to facilitate automated brain tumor segmentation pipelines. The image dataset used in the benchmark is diverse and multi-modal, created through collaboration with various hospitals and research institutions. Cornell University 2023-06-28 /pmc/articles/PMC10441440/ /pubmed/37608932 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Li, Hongwei Bran Conte, Gian Marco Anwar, Syed Muhammad Kofler, Florian Ezhov, Ivan van Leemput, Koen Piraud, Marie Diaz, Maria Cole, Byrone Calabrese, Evan Rudie, Jeff Meissen, Felix Adewole, Maruf Janas, Anastasia Kazerooni, Anahita Fathi LaBella, Dominic Moawad, Ahmed W. Farahani, Keyvan Eddy, James Bergquist, Timothy Chung, Verena Shinohara, Russell Takeshi Dako, Farouk Wiggins, Walter Reitman, Zachary Wang, Chunhao Liu, Xinyang Jiang, Zhifan Familiar, Ariana Johanson, Elaine Meier, Zeke Davatzikos, Christos Freymann, John Kirby, Justin Bilello, Michel Fathallah-Shaykh, Hassan M. Wiest, Roland Kirschke, Jan Colen, Rivka R. Kotrotsou, Aikaterini Lamontagne, Pamela Marcus, Daniel Milchenko, Mikhail Nazeri, Arash Weber, Marc-André Mahajan, Abhishek Mohan, Suyash Mongan, John Hess, Christopher Cha, Soonmee Villanueva-Meyer, Javier Colak, Errol Crivellaro, Priscila Jakab, Andras Albrecht, Jake Anazodo, Udunna Aboian, Mariam Yu, Thomas Chung, Verena Bergquist, Timothy Eddy, James Albrecht, Jake Baid, Ujjwal Bakas, Spyridon Linguraru, Marius George Menze, Bjoern Iglesias, Juan Eugenio Wiestler, Benedikt The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title | The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title_full | The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title_fullStr | The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title_full_unstemmed | The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title_short | The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn) |
title_sort | brain tumor segmentation (brats) challenge 2023: brain mr image synthesis for tumor segmentation (brasyn) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10441440/ https://www.ncbi.nlm.nih.gov/pubmed/37608932 |
work_keys_str_mv | AT lihongweibran thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT contegianmarco thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT anwarsyedmuhammad thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT koflerflorian thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT ezhovivan thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT vanleemputkoen thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT piraudmarie thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT diazmaria thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colebyrone thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT calabreseevan thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT rudiejeff thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT meissenfelix thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT adewolemaruf thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT janasanastasia thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kazeroonianahitafathi thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT labelladominic thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT moawadahmedw thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT farahanikeyvan thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT eddyjames thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bergquisttimothy thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chungverena thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT shinohararusselltakeshi thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT dakofarouk thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wigginswalter thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT reitmanzachary thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wangchunhao thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT liuxinyang thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT jiangzhifan thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT familiarariana thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT johansonelaine thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT meierzeke thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT davatzikoschristos thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT freymannjohn thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kirbyjustin thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bilellomichel thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT fathallahshaykhhassanm thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wiestroland thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kirschkejan thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colenrivkar thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kotrotsouaikaterini thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT lamontagnepamela thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT marcusdaniel thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT milchenkomikhail thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT nazeriarash thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT webermarcandre thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT mahajanabhishek thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT mohansuyash thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT monganjohn thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT hesschristopher thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chasoonmee thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT villanuevameyerjavier thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colakerrol thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT crivellaropriscila thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT jakabandras thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT albrechtjake thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT anazodoudunna thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT aboianmariam thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT yuthomas thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chungverena thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bergquisttimothy thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT eddyjames thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT albrechtjake thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT baidujjwal thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bakasspyridon thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT lingurarumariusgeorge thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT menzebjoern thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT iglesiasjuaneugenio thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wiestlerbenedikt thebraintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT lihongweibran braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT contegianmarco braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT anwarsyedmuhammad braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT koflerflorian braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT ezhovivan braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT vanleemputkoen braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT piraudmarie braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT diazmaria braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colebyrone braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT calabreseevan braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT rudiejeff braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT meissenfelix braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT adewolemaruf braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT janasanastasia braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kazeroonianahitafathi braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT labelladominic braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT moawadahmedw braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT farahanikeyvan braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT eddyjames braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bergquisttimothy braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chungverena braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT shinohararusselltakeshi braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT dakofarouk braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wigginswalter braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT reitmanzachary braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wangchunhao braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT liuxinyang braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT jiangzhifan braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT familiarariana braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT johansonelaine braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT meierzeke braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT davatzikoschristos braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT freymannjohn braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kirbyjustin braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bilellomichel braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT fathallahshaykhhassanm braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wiestroland braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kirschkejan braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colenrivkar braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT kotrotsouaikaterini braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT lamontagnepamela braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT marcusdaniel braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT milchenkomikhail braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT nazeriarash braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT webermarcandre braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT mahajanabhishek braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT mohansuyash braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT monganjohn braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT hesschristopher braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chasoonmee braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT villanuevameyerjavier braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT colakerrol braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT crivellaropriscila braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT jakabandras braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT albrechtjake braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT anazodoudunna braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT aboianmariam braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT yuthomas braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT chungverena braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bergquisttimothy braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT eddyjames braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT albrechtjake braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT baidujjwal braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT bakasspyridon braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT lingurarumariusgeorge braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT menzebjoern braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT iglesiasjuaneugenio braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn AT wiestlerbenedikt braintumorsegmentationbratschallenge2023brainmrimagesynthesisfortumorsegmentationbrasyn |