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Automated segmentation proves to be a valuable tool in precisely detecting tumors within medical images. The accurate identification and segmentation of tumor types hold paramount importance in diagnosing, monitoring, and treating highly…
Image and Video Processing · Electrical Eng. & Systems
2024-03-15
Fadillah Maani , Anees Ur Rehman Hashmi , Mariam Aljuboory , Numan Saeed , Ikboljon Sobirov , Mohammad Yaqub
Multimodal brain tumor segmentation challenge (BraTS) brings together researchers to improve automated methods for 3D MRI brain tumor segmentation. Tumor segmentation is one of the fundamental vision tasks necessary for diagnosis and…
Image and Video Processing · Electrical Eng. & Systems
2020-01-08
Andriy Myronenko , Ali Hatamizadeh
Automatic segmentation is essential for the brain tumor diagnosis, disease prognosis, and follow-up therapy of patients with gliomas. Still, accurate detection of gliomas and their sub-regions in multimodal MRI is very challenging due to…
Image and Video Processing · Electrical Eng. & Systems
2022-12-20
Ramy A. Zeineldin , Mohamed E. Karar , Oliver Burgert , Franziska Mathis-Ullrich
Automated segmentation of brain tumors from 3D magnetic resonance images (MRIs) is necessary for the diagnosis, monitoring, and treatment planning of the disease. Manual delineation practices require anatomical knowledge, are expensive,…
Pediatric central nervous system tumors are the leading cause of cancer-related deaths in children. The five-year survival rate for high-grade glioma in children is less than 20%. The development of new treatments is dependent upon…
Image and Video Processing · Electrical Eng. & Systems
2025-07-01
Anahita Fathi Kazerooni , Nastaran Khalili , Xinyang Liu , Debanjan Haldar , Zhifan Jiang , Anna Zapaishchykova , Julija Pavaine , Lubdha M. Shah , Blaise V. Jones , Nakul Sheth , Sanjay P. Prabhu , Aaron S. McAllister , Wenxin Tu , Khanak K. Nandolia , Andres F. Rodriguez , Ibraheem Salman Shaikh , Mariana Sanchez Montano , Hollie Anne Lai , Maruf Adewole , Jake Albrecht , Udunna Anazodo , Hannah Anderson , Syed Muhammed Anwar , Alejandro Aristizabal , Sina Bagheri , Ujjwal Baid , Timothy Bergquist , Austin J. Borja , Evan Calabrese , Verena Chung , Gian-Marco Conte , James Eddy , Ivan Ezhov , Ariana M. Familiar , Keyvan Farahani , Deep Gandhi , Anurag Gottipati , Shuvanjan Haldar , Juan Eugenio Iglesias , Anastasia Janas , Elaine Elaine , Alexandros Karargyris , Hasan Kassem , Neda Khalili , Florian Kofler , Dominic LaBella , Koen Van Leemput , Hongwei B. Li , Nazanin Maleki , Zeke Meier , Bjoern Menze , Ahmed W. Moawad , Sarthak Pati , Marie Piraud , Tina Poussaint , Zachary J. Reitman , Jeffrey D. Rudie , Rachit Saluja , MIcah Sheller , Russell Takeshi Shinohara , Karthik Viswanathan , Chunhao Wang , Benedikt Wiestler , Walter F. Wiggins , Christos Davatzikos , Phillip B. Storm , Miriam Bornhorst , Roger Packer , Trent Hummel , Peter de Blank , Lindsey Hoffman , Mariam Aboian , Ali Nabavizadeh , Jeffrey B. Ware , Benjamin H. Kann , Brian Rood , Adam Resnick , Spyridon Bakas , Arastoo Vossough , Marius George Linguraru
Automatic segmentation of brain tumors is an essential but challenging step for extracting quantitative imaging biomarkers for accurate tumor detection, diagnosis, prognosis, treatment planning and assessment. Multimodal Brain Tumor…
We describe the design and results from the BraTS 2023 Intracranial Meningioma Segmentation Challenge. The BraTS Meningioma Challenge differed from prior BraTS Glioma challenges in that it focused on meningiomas, which are typically benign…
Image and Video Processing · Electrical Eng. & Systems
2025-03-10
Dominic LaBella , Ujjwal Baid , Omaditya Khanna , Shan McBurney-Lin , Ryan McLean , Pierre Nedelec , Arif Rashid , Nourel Hoda Tahon , Talissa Altes , Radhika Bhalerao , Yaseen Dhemesh , Devon Godfrey , Fathi Hilal , Scott Floyd , Anastasia Janas , Anahita Fathi Kazerooni , John Kirkpatrick , Collin Kent , Florian Kofler , Kevin Leu , Nazanin Maleki , Bjoern Menze , Maxence Pajot , Zachary J. Reitman , Jeffrey D. Rudie , Rachit Saluja , Yury Velichko , Chunhao Wang , Pranav Warman , Maruf Adewole , Jake Albrecht , Udunna Anazodo , Syed Muhammad Anwar , Timothy Bergquist , Sully Francis Chen , Verena Chung , Rong Chai , Gian-Marco Conte , Farouk Dako , James Eddy , Ivan Ezhov , Nastaran Khalili , Juan Eugenio Iglesias , Zhifan Jiang , Elaine Johanson , Koen Van Leemput , Hongwei Bran Li , Marius George Linguraru , Xinyang Liu , Aria Mahtabfar , Zeke Meier , Ahmed W. Moawad , John Mongan , Marie Piraud , Russell Takeshi Shinohara , Walter F. Wiggins , Aly H. Abayazeed , Rachel Akinola , András Jakab , Michel Bilello , Maria Correia de Verdier , Priscila Crivellaro , Christos Davatzikos , Keyvan Farahani , John Freymann , Christopher Hess , Raymond Huang , Philipp Lohmann , Mana Moassefi , Matthew W. Pease , Phillipp Vollmuth , Nico Sollmann , David Diffley , Khanak K. Nandolia , Daniel I. Warren , Ali Hussain , Pascal Fehringer , Yulia Bronstein , Lisa Deptula , Evan G. Stein , Mahsa Taherzadeh , Eduardo Portela de Oliveira , Aoife Haughey , Marinos Kontzialis , Luca Saba , Benjamin Turner , Melanie M. T. Brüßeler , Shehbaz Ansari , Athanasios Gkampenis , David Maximilian Weiss , Aya Mansour , Islam H. Shawali , Nikolay Yordanov , Joel M. Stein , Roula Hourani , Mohammed Yahya Moshebah , Ahmed Magdy Abouelatta , Tanvir Rizvi , Klara Willms , Dann C. Martin , Abdullah Okar , Gennaro D'Anna , Ahmed Taha , Yasaman Sharifi , Shahriar Faghani , Dominic Kite , Marco Pinho , Muhammad Ammar Haider , Alejandro Aristizabal , Alexandros Karargyris , Hasan Kassem , Sarthak Pati , Micah Sheller , Michelle Alonso-Basanta , Javier Villanueva-Meyer , Andreas M. Rauschecker , Ayman Nada , Mariam Aboian , Adam E. Flanders , Benedikt Wiestler , Spyridon Bakas , Evan Calabrese
Brain tumor segmentation is a fundamental step in assessing a patient's cancer progression. However, manual segmentation demands significant expert time to identify tumors in 3D multimodal brain MRI scans accurately. This reliance on manual…
Image and Video Processing · Electrical Eng. & Systems
2024-05-07
Fadillah Maani , Anees Ur Rehman Hashmi , Numan Saeed , Mohammad Yaqub
Meningiomas are the most common primary intracranial tumor in adults and can be associated with significant morbidity and mortality. Radiologists, neurosurgeons, neuro-oncologists, and radiation oncologists rely on multiparametric MRI…
Computer Vision and Pattern Recognition · Computer Science
2023-05-15
Dominic LaBella , Maruf Adewole , Michelle Alonso-Basanta , Talissa Altes , Syed Muhammad Anwar , Ujjwal Baid , Timothy Bergquist , Radhika Bhalerao , Sully Chen , Verena Chung , Gian-Marco Conte , Farouk Dako , James Eddy , Ivan Ezhov , Devon Godfrey , Fathi Hilal , Ariana Familiar , Keyvan Farahani , Juan Eugenio Iglesias , Zhifan Jiang , Elaine Johanson , Anahita Fathi Kazerooni , Collin Kent , John Kirkpatrick , Florian Kofler , Koen Van Leemput , Hongwei Bran Li , Xinyang Liu , Aria Mahtabfar , Shan McBurney-Lin , Ryan McLean , Zeke Meier , Ahmed W Moawad , John Mongan , Pierre Nedelec , Maxence Pajot , Marie Piraud , Arif Rashid , Zachary Reitman , Russell Takeshi Shinohara , Yury Velichko , Chunhao Wang , Pranav Warman , Walter Wiggins , Mariam Aboian , Jake Albrecht , Udunna Anazodo , Spyridon Bakas , Adam Flanders , Anastasia Janas , Goldey Khanna , Marius George Linguraru , Bjoern Menze , Ayman Nada , Andreas M Rauschecker , Jeff Rudie , Nourel Hoda Tahon , Javier Villanueva-Meyer , Benedikt Wiestler , Evan Calabrese
Kidney and Kidney Tumor Segmentation Challenge (KiTS) 2023 offers a platform for researchers to compare their solutions to segmentation from 3D CT. In this work, we describe our submission to the challenge using automated segmentation of…
Computer Vision and Pattern Recognition · Computer Science
2023-10-09
Andriy Myronenko , Dong Yang , Yufan He , Daguang Xu
The translation of AI-generated brain metastases (BM) segmentation into clinical practice relies heavily on diverse, high-quality annotated medical imaging datasets. The BraTS-METS 2023 challenge has gained momentum for testing and…
Other Quantitative Biology · Quantitative Biology
2024-12-10
Ahmed W. Moawad , Anastasia Janas , Ujjwal Baid , Divya Ramakrishnan , Rachit Saluja , Nader Ashraf , Nazanin Maleki , Leon Jekel , Nikolay Yordanov , Pascal Fehringer , Athanasios Gkampenis , Raisa Amiruddin , Amirreza Manteghinejad , Maruf Adewole , Jake Albrecht , Udunna Anazodo , Sanjay Aneja , Syed Muhammad Anwar , Timothy Bergquist , Veronica Chiang , Verena Chung , Gian Marco Conte , Farouk Dako , James Eddy , Ivan Ezhov , Nastaran Khalili , Keyvan Farahani , Juan Eugenio Iglesias , Zhifan Jiang , Elaine Johanson , Anahita Fathi Kazerooni , Florian Kofler , Kiril Krantchev , Dominic LaBella , Koen Van Leemput , Hongwei Bran Li , Marius George Linguraru , Xinyang Liu , Zeke Meier , Bjoern H Menze , Harrison Moy , Klara Osenberg , Marie Piraud , Zachary Reitman , Russell Takeshi Shinohara , Chunhao Wang , Benedikt Wiestler , Walter Wiggins , Umber Shafique , Klara Willms , Arman Avesta , Khaled Bousabarah , Satrajit Chakrabarty , Nicolo Gennaro , Wolfgang Holler , Manpreet Kaur , Pamela LaMontagne , MingDe Lin , Jan Lost , Daniel S. Marcus , Ryan Maresca , Sarah Merkaj , Gabriel Cassinelli Pedersen , Marc von Reppert , Aristeidis Sotiras , Oleg Teytelboym , Niklas Tillmans , Malte Westerhoff , Ayda Youssef , Devon Godfrey , Scott Floyd , Andreas Rauschecker , Javier Villanueva-Meyer , Irada Pfluger , Jaeyoung Cho , Martin Bendszus , Gianluca Brugnara , Justin Cramer , Gloria J. Guzman Perez-Carillo , Derek R. Johnson , Anthony Kam , Benjamin Yin Ming Kwan , Lillian Lai , Neil U. Lall , Fatima Memon , Mark Krycia , Satya Narayana Patro , Bojan Petrovic , Tiffany Y. So , Gerard Thompson , Lei Wu , E. Brooke Schrickel , Anu Bansal , Frederik Barkhof , Cristina Besada , Sammy Chu , Jason Druzgal , Alexandru Dusoi , Luciano Farage , Fabricio Feltrin , Amy Fong , Steve H. Fung , R. Ian Gray , Ichiro Ikuta , Michael Iv , Alida A. Postma , Amit Mahajan , David Joyner , Chase Krumpelman , Laurent Letourneau-Guillon , Christie M. Lincoln , Mate E. Maros , Elka Miller , Fanny Moron , Esther A. Nimchinsky , Ozkan Ozsarlak , Uresh Patel , Saurabh Rohatgi , Atin Saha , Anousheh Sayah , Eric D. Schwartz , Robert Shih , Mark S. Shiroishi , Juan E. Small , Manoj Tanwar , Jewels Valerie , Brent D. Weinberg , Matthew L. White , Robert Young , Vahe M. Zohrabian , Aynur Azizova , Melanie Maria Theresa Bruseler , Mohanad Ghonim , Mohamed Ghonim , Abdullah Okar , Luca Pasquini , Yasaman Sharifi , Gagandeep Singh , Nico Sollmann , Theodora Soumala , Mahsa Taherzadeh , Philipp Vollmuth , Martha Foltyn-Dumitru , Ajay Malhotra , Aly H. Abayazeed , Francesco Dellepiane , Philipp Lohmann , Victor M. Perez-Garcia , Hesham Elhalawani , Maria Correia de Verdier , Sanaria Al-Rubaiey , Rui Duarte Armindo , Kholod Ashraf , Moamen M. Asla , Mohamed Badawy , Jeroen Bisschop , Nima Broomand Lomer , Jan Bukatz , Jim Chen , Petra Cimflova , Felix Corr , Alexis Crawley , Lisa Deptula , Tasneem Elakhdar , Islam H. Shawali , Shahriar Faghani , Alexandra Frick , Vaibhav Gulati , Muhammad Ammar Haider , Fatima Hierro , Rasmus Holmboe Dahl , Sarah Maria Jacobs , Kuang-chun Jim Hsieh , Sedat G. Kandemirli , Katharina Kersting , Laura Kida , Sofia Kollia , Ioannis Koukoulithras , Xiao Li , Ahmed Abouelatta , Aya Mansour , Ruxandra-Catrinel Maria-Zamfirescu , Marcela Marsiglia , Yohana Sarahi Mateo-Camacho , Mark McArthur , Olivia McDonnell , Maire McHugh , Mana Moassefi , Samah Mostafa Morsi , Alexander Munteanu , Khanak K. Nandolia , Syed Raza Naqvi , Yalda Nikanpour , Mostafa Alnoury , Abdullah Mohamed Aly Nouh , Francesca Pappafava , Markand D. Patel , Samantha Petrucci , Eric Rawie , Scott Raymond , Borna Roohani , Sadeq Sabouhi , Laura M. Sanchez-Garcia , Zoe Shaked , Pokhraj P. Suthar , Talissa Altes , Edvin Isufi , Yaseen Dhemesh , Jaime Gass , Jonathan Thacker , Abdul Rahman Tarabishy , Benjamin Turner , Sebastiano Vacca , George K. Vilanilam , Daniel Warren , David Weiss , Fikadu Worede , Sara Yousry , Wondwossen Lerebo , Alejandro Aristizabal , Alexandros Karargyris , Hasan Kassem , Sarthak Pati , Micah Sheller , Katherine E. Link , Evan Calabrese , Nourel hoda Tahon , Ayman Nada , Yuri S. Velichko , Spyridon Bakas , Jeffrey D. Rudie , Mariam Aboian
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…
Image and Video Processing · Electrical Eng. & Systems
2024-11-26
Hongwei Bran Li , Gian Marco Conte , Qingqiao Hu , Syed Muhammad Anwar , Florian Kofler , Ivan Ezhov , Koen van Leemput , Marie Piraud , Maria Diaz , Byrone Cole , Evan Calabrese , Jeff Rudie , Felix Meissen , Maruf Adewole , Anastasia Janas , Anahita Fathi Kazerooni , Dominic LaBella , Ahmed W. Moawad , Keyvan Farahani , James Eddy , Timothy Bergquist , Verena Chung , Russell Takeshi Shinohara , Farouk Dako , Walter Wiggins , Zachary Reitman , Chunhao Wang , Xinyang Liu , Zhifan Jiang , Ariana Familiar , Elaine Johanson , Zeke Meier , Christos Davatzikos , John Freymann , Justin Kirby , Michel Bilello , Hassan M. Fathallah-Shaykh , Roland Wiest , Jan Kirschke , Rivka R. Colen , Aikaterini Kotrotsou , Pamela Lamontagne , Daniel Marcus , Mikhail Milchenko , Arash Nazeri , Marc André Weber , Abhishek Mahajan , Suyash Mohan , John Mongan , Christopher Hess , Soonmee Cha , Javier Villanueva , Meyer Errol Colak , Priscila Crivellaro , Andras Jakab , Jake Albrecht , Udunna Anazodo , Mariam Aboian , Thomas Yu , Verena Chung , Timothy Bergquist , James Eddy , Jake Albrecht , Ujjwal Baid , Spyridon Bakas , Marius George Linguraru , Bjoern Menze , Juan Eugenio Iglesias , Benedikt Wiestler
Despite continuous advancements in cancer treatment, brain metastatic disease remains a significant complication of primary cancer and is associated with an unfavorable prognosis. One approach for improving diagnosis, management, and…
Other Quantitative Biology · Quantitative Biology
2025-07-11
Nazanin Maleki , Raisa Amiruddin , Ahmed W. Moawad , Nikolay Yordanov , Athanasios Gkampenis , Pascal Fehringer , Fabian Umeh , Crystal Chukwurah , Fatima Memon , Bojan Petrovic , Justin Cramer , Mark Krycia , Elizabeth B. Shrickel , Ichiro Ikuta , Gerard Thompson , Lorenna Vidal , Vilma Kosovic , Adam E. Goldman-Yassen , Virginia Hill , Tiffany So , Sedra Mhana , Albara Alotaibi , Nathan Page , Prisha Bhatia , Melisa S. Guelen , Yasaman Sharifi , Marko Jakovljevic , Salma Abosabie , Sara Abosabie , Mohanad Ghonim , Mohamed Ghonim , Amirreza Manteghinejad , Anastasia Janas , Kiril Krantchev , Maruf Adewole , Jake Albrecht , Udunna Anazodo , Sanjay Aneja , Syed Muhammad Anwar , Timothy Bergquist , Veronica Chiang , Verena Chung , Gian Marco Conte , Farouk Dako , James Eddy , Ivan Ezhov , Nastaran Khalili , Keyvan Farahani , Juan Eugenio Iglesias , Zhifan Jiang , Elaine Johanson , Anahita Fathi Kazerooni , Florian Kofler , Dominic LaBella , Koen Van Leemput , Hongwei Bran Li , Marius George Linguraru , Xinyang Liu , Zeke Meier , Bjoern H Menze , Harrison Moy , Klara Osenberg , Marie Piraud , Zachary Reitman , Russell Takeshi Shinohara , Chunhao Wang , Benedikt Wiestler , Walter Wiggins , Umber Shafique , Klara Willms , Arman Avesta , Khaled Bousabarah , Satrajit Chakrabarty , Nicolo Gennaro , Wolfgang Holler , Manpreet Kaur , Pamela LaMontagne , MingDe Lin , Jan Lost , Daniel S. Marcus , Ryan Maresca , Sarah Merkaj , Gabriel Cassinelli Pedersen , Marc von Reppert , Aristeidis Sotiras , Oleg Teytelboym , Niklas Tillmans , Malte Westerhoff , Ayda Youssef , Devon Godfrey , Scott Floyd , Andreas Rauschecker , Javier Villanueva-Meyer , Irada Pflüger , Jaeyoung Cho , Martin Bendszus , Gianluca Brugnara , Gloria J. Guzman Perez-Carillo , Derek R. Johnson , Anthony Kam , Benjamin Yin Ming Kwan , Lillian Lai , Neil U. Lall , Satya Narayana Patro , Lei Wu , Anu Bansal , Frederik Barkhof , Cristina Besada , Sammy Chu , Jason Druzgal , Alexandru Dusoi , Luciano Farage , Fabricio Feltrin , Amy Fong , Steve H. Fung , R. Ian Gray , Michael Iv , Alida A. Postma , Amit Mahajan , David Joyner , Chase Krumpelman , Laurent Letourneau-Guillon , Christie M. Lincoln , Mate E. Maros , Elka Miller , Fanny Morón , Esther A. Nimchinsky , Ozkan Ozsarlak , Uresh Patel , Saurabh Rohatgi , Atin Saha , Anousheh Sayah , Eric D. Schwartz , Robert Shih , Mark S. Shiroishi , Juan E. Small , Manoj Tanwar , Jewels Valerie , Brent D. Weinberg , Matthew L. White , Robert Young , Vahe M. Zohrabian , Aynur Azizova , Melanie Maria Theresa Brüßeler , Abdullah Okar , Luca Pasquini , Yasaman Sharifi , Gagandeep Singh , Nico Sollmann , Theodora Soumala , Mahsa Taherzadeh , Philipp Vollmuth , Martha Foltyn-Dumitru , Ajay Malhotra , Francesco Dellepiane , Víctor M. Pérez-García , Hesham Elhalawani , Maria Correia de Verdier , Sanaria Al Rubaiey , Rui Duarte Armindo , Kholod Ashraf , Moamen M. Asla , Mohamed Badawy , Jeroen Bisschop , Nima Broomand Lomer , Jan Bukatz , Jim Chen , Petra Cimflova , Felix Corr , Alexis Crawley , Lisa Deptula , Tasneem Elakhdar , Islam H. Shawali , Shahriar Faghani , Alexandra Frick , Vaibhav Gulati , Muhammad Ammar Haider , Fátima Hierro , Rasmus Holmboe Dahl , Sarah Maria Jacobs , Kuang-chun Jim Hsieh , Sedat G. Kandemirli , Katharina Kersting , Laura Kida , Sofia Kollia , Ioannis Koukoulithras , Xiao Li , Ahmed Abouelatta , Aya Mansour , Ruxandra-Catrinel Maria-Zamfirescu , Marcela Marsiglia , Yohana Sarahi Mateo-Camacho , Mark McArthur , Olivia McDonnel , Maire McHugh , Mana Moassefi , Samah Mostafa Morsi , Alexander Munteanu , Khanak K. Nandolia , Syed Raza Naqvi , Yalda Nikanpour , Mostafa Alnoury , Abdullah Mohamed Aly Nouh , Francesca Pappafava , Markand D. Patel , Samantha Petrucci , Eric Rawie , Scott Raymond , Borna Roohani , Sadeq Sabouhi , Laura M. Sanchez Garcia , Zoe Shaked , Pokhraj P. Suthar , Talissa Altes , Edvin Isufi , Yaseen Dhemesh , Jaime Gass , Jonathan Thacker , Abdul Rahman Tarabishy , Benjamin Turner , Sebastiano Vacca , George K. Vilanilam , Daniel Warren , David Weiss , Fikadu Worede , Sara Yousry , Wondwossen Lerebo , Alejandro Aristizabal , Alexandros Karargyris , Hasan Kassem , Sarthak Pati , Micah Sheller , Katherine E. Link , Evan Calabrese , Nourel Hoda Tahon , Ayman Nada , Jeffrey D. Rudie , Janet Reid , Kassa Darge , Aly H. Abayazeed , Philipp Lohmann , Yuri S. Velichko , Spyridon Bakas , Mariam Aboian
The 2024 Brain Tumor Segmentation Meningioma Radiotherapy (BraTS-MEN-RT) challenge aimed to advance automated segmentation algorithms using the largest known multi-institutional dataset of 750 radiotherapy planning brain MRIs with…
Computer Vision and Pattern Recognition · Computer Science
2025-07-23
Dominic LaBella , Valeriia Abramova , Mehdi Astaraki , Andre Ferreira , Zhifan Jiang , Mason C. Cleveland , Ramandeep Kang , Uma M. Lal-Trehan Estrada , Cansu Yalcin , Rachika E. Hamadache , Clara Lisazo , Adrià Casamitjana , Joaquim Salvi , Arnau Oliver , Xavier Lladó , Iuliana Toma-Dasu , Tiago Jesus , Behrus Puladi , Jens Kleesiek , Victor Alves , Jan Egger , Daniel Capellán-Martín , Abhijeet Parida , Austin Tapp , Xinyang Liu , Maria J. Ledesma-Carbayo , Jay B. Patel , Thomas N. McNeal , Maya Viera , Owen McCall , Albert E. Kim , Elizabeth R. Gerstner , Christopher P. Bridge , Katherine Schumacher , Michael Mix , Kevin Leu , Shan McBurney-Lin , Pierre Nedelec , Javier Villanueva-Meyer , David R. Raleigh , Jonathan Shapey , Tom Vercauteren , Kazumi Chia , Marina Ivory , Theodore Barfoot , Omar Al-Salihi , Justin Leu , Lia M. Halasz , Yuri S. Velichko , Chunhao Wang , John P. Kirkpatrick , Scott R. Floyd , Zachary J. Reitman , Trey C. Mullikin , Eugene J. Vaios , Christina Huang , Ulas Bagci , Sean Sachdev , Jona A. Hattangadi-Gluth , Tyler M. Seibert , Nikdokht Farid , Connor Puett , Matthew W. Pease , Kevin Shiue , Syed Muhammad Anwar , Shahriar Faghani , Peter Taylor , Pranav Warman , Jake Albrecht , András Jakab , Mana Moassefi , Verena Chung , Rong Chai , Alejandro Aristizabal , Alexandros Karargyris , Hasan Kassem , Sarthak Pati , Micah Sheller , Nazanin Maleki , Rachit Saluja , Florian Kofler , Christopher G. Schwarz , Philipp Lohmann , Phillipp Vollmuth , Louis Gagnon , Maruf Adewole , Hongwei Bran Li , Anahita Fathi Kazerooni , Nourel Hoda Tahon , Udunna Anazodo , Ahmed W. Moawad , Bjoern Menze , Marius George Linguraru , Mariam Aboian , Benedikt Wiestler , Ujjwal Baid , Gian-Marco Conte , Andreas M. Rauschecker , Ayman Nada , Aly H. Abayazeed , Raymond Huang , Maria Correia de Verdier , Jeffrey D. Rudie , Spyridon Bakas , Evan Calabrese
Gliomas are the most common malignant primary brain tumors in adults and one of the deadliest types of cancer. There are many challenges in treatment and monitoring due to the genetic diversity and high intrinsic heterogeneity in…
Computer Vision and Pattern Recognition · Computer Science
2024-05-29
Maria Correia de Verdier , Rachit Saluja , Louis Gagnon , Dominic LaBella , Ujjwall Baid , Nourel Hoda Tahon , Martha Foltyn-Dumitru , Jikai Zhang , Maram Alafif , Saif Baig , Ken Chang , Gennaro D'Anna , Lisa Deptula , Diviya Gupta , Muhammad Ammar Haider , Ali Hussain , Michael Iv , Marinos Kontzialis , Paul Manning , Farzan Moodi , Teresa Nunes , Aaron Simon , Nico Sollmann , David Vu , Maruf Adewole , Jake Albrecht , Udunna Anazodo , Rongrong Chai , Verena Chung , Shahriar Faghani , Keyvan Farahani , Anahita Fathi Kazerooni , Eugenio Iglesias , Florian Kofler , Hongwei Li , Marius George Linguraru , Bjoern Menze , Ahmed W. Moawad , Yury Velichko , Benedikt Wiestler , Talissa Altes , Patil Basavasagar , Martin Bendszus , Gianluca Brugnara , Jaeyoung Cho , Yaseen Dhemesh , Brandon K. K. Fields , Filip Garrett , Jaime Gass , Lubomir Hadjiiski , Jona Hattangadi-Gluth , Christopher Hess , Jessica L. Houk , Edvin Isufi , Lester J. Layfield , George Mastorakos , John Mongan , Pierre Nedelec , Uyen Nguyen , Sebastian Oliva , Matthew W. Pease , Aditya Rastogi , Jason Sinclair , Robert X. Smith , Leo P. Sugrue , Jonathan Thacker , Igor Vidic , Javier Villanueva-Meyer , Nathan S. White , Mariam Aboian , Gian Marco Conte , Anders Dale , Mert R. Sabuncu , Tyler M. Seibert , Brent Weinberg , Aly Abayazeed , Raymond Huang , Sevcan Turk , Andreas M. Rauschecker , Nikdokht Farid , Philipp Vollmuth , Ayman Nada , Spyridon Bakas , Evan Calabrese , Jeffrey D. Rudie
Brain tumor segmentation is a critical task for patient's disease management. In order to automate and standardize this task, we trained multiple U-net like neural networks, mainly with deep supervision and stochastic weight averaging, on…
Image and Video Processing · Electrical Eng. & Systems
2020-11-30
Theophraste Henry , Alexandre Carre , Marvin Lerousseau , Theo Estienne , Charlotte Robert , Nikos Paragios , Eric Deutsch
Tumor segmentation from multi-modal brain MRI images is a challenging task due to the limited samples, high variance in shapes and uneven distribution of tumor morphology. The performance of automated medical image segmentation has been…
Image and Video Processing · Electrical Eng. & Systems
2024-02-13
Tianyi Ren , Ethan Honey , Harshitha Rebala , Abhishek Sharma , Agamdeep Chopra , Mehmet Kurt
Segmenting brain tumors in multi-parametric magnetic resonance imaging enables performing quantitative analysis in support of clinical trials and personalized patient care. This analysis provides the potential to impact clinical…
Image and Video Processing · Electrical Eng. & Systems
2025-02-20
Daniel Capellán-Martín , Zhifan Jiang , Abhijeet Parida , Xinyang Liu , Van Lam , Hareem Nisar , Austin Tapp , Sarah Elsharkawi , Maria J. Ledesma-Carbayo , Syed Muhammad Anwar , Marius George Linguraru
Glioblastoma is a highly aggressive and malignant brain tumor type that requires early diagnosis and prompt intervention. Due to its heterogeneity in appearance, developing automated detection approaches is challenging. To address this…
Image and Video Processing · Electrical Eng. & Systems
2024-12-31
Ziya Ata Yazıcı , İlkay Öksüz , Hazım Kemal Ekenel
Accurate and automatic segmentation of brain tumors in multi-parametric magnetic resonance imaging (mpMRI) is essential for quantitative measurements, which play an increasingly important role in clinical diagnosis and prognosis. The…
Image and Video Processing · Electrical Eng. & Systems
2024-12-24
Zhifan Jiang , Daniel Capellán-Martín , Abhijeet Parida , Austin Tapp , Xinyang Liu , María J. Ledesma-Carbayo , Syed Muhammad Anwar , Marius George Linguraru