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Gliomas are the most common primary brain malignancies, with different degrees of aggressiveness, variable prognosis and various heterogeneous histologic sub-regions, i.e., peritumoral edematous/invaded tissue, necrotic core, active and…

Computer Vision and Pattern Recognition · Computer Science 2019-04-24 Spyridon Bakas , Mauricio Reyes , Andras Jakab , Stefan Bauer , Markus Rempfler , Alessandro Crimi , Russell Takeshi Shinohara , Christoph Berger , Sung Min Ha , Martin Rozycki , Marcel Prastawa , Esther Alberts , Jana Lipkova , John Freymann , Justin Kirby , Michel Bilello , Hassan Fathallah-Shaykh , Roland Wiest , Jan Kirschke , Benedikt Wiestler , Rivka Colen , Aikaterini Kotrotsou , Pamela Lamontagne , Daniel Marcus , Mikhail Milchenko , Arash Nazeri , Marc-Andre Weber , Abhishek Mahajan , Ujjwal Baid , Elizabeth Gerstner , Dongjin Kwon , Gagan Acharya , Manu Agarwal , Mahbubul Alam , Alberto Albiol , Antonio Albiol , Francisco J. Albiol , Varghese Alex , Nigel Allinson , Pedro H. A. Amorim , Abhijit Amrutkar , Ganesh Anand , Simon Andermatt , Tal Arbel , Pablo Arbelaez , Aaron Avery , Muneeza Azmat , Pranjal B. , W Bai , Subhashis Banerjee , Bill Barth , Thomas Batchelder , Kayhan Batmanghelich , Enzo Battistella , Andrew Beers , Mikhail Belyaev , Martin Bendszus , Eze Benson , Jose Bernal , Halandur Nagaraja Bharath , George Biros , Sotirios Bisdas , James Brown , Mariano Cabezas , Shilei Cao , Jorge M. Cardoso , Eric N Carver , Adrià Casamitjana , Laura Silvana Castillo , Marcel Catà , Philippe Cattin , Albert Cerigues , Vinicius S. Chagas , Siddhartha Chandra , Yi-Ju Chang , Shiyu Chang , Ken Chang , Joseph Chazalon , Shengcong Chen , Wei Chen , Jefferson W Chen , Zhaolin Chen , Kun Cheng , Ahana Roy Choudhury , Roger Chylla , Albert Clérigues , Steven Colleman , Ramiro German Rodriguez Colmeiro , Marc Combalia , Anthony Costa , Xiaomeng Cui , Zhenzhen Dai , Lutao Dai , Laura Alexandra Daza , Eric Deutsch , Changxing Ding , Chao Dong , Shidu Dong , Wojciech Dudzik , Zach Eaton-Rosen , Gary Egan , Guilherme Escudero , Théo Estienne , Richard Everson , Jonathan Fabrizio , Yong Fan , Longwei Fang , Xue Feng , Enzo Ferrante , Lucas Fidon , Martin Fischer , Andrew P. French , Naomi Fridman , Huan Fu , David Fuentes , Yaozong Gao , Evan Gates , David Gering , Amir Gholami , Willi Gierke , Ben Glocker , Mingming Gong , Sandra González-Villá , T. Grosges , Yuanfang Guan , Sheng Guo , Sudeep Gupta , Woo-Sup Han , Il Song Han , Konstantin Harmuth , Huiguang He , Aura Hernández-Sabaté , Evelyn Herrmann , Naveen Himthani , Winston Hsu , Cheyu Hsu , Xiaojun Hu , Xiaobin Hu , Yan Hu , Yifan Hu , Rui Hua , Teng-Yi Huang , Weilin Huang , Sabine Van Huffel , Quan Huo , Vivek HV , Khan M. Iftekharuddin , Fabian Isensee , Mobarakol Islam , Aaron S. Jackson , Sachin R. Jambawalikar , Andrew Jesson , Weijian Jian , Peter Jin , V Jeya Maria Jose , Alain Jungo , B Kainz , Konstantinos Kamnitsas , Po-Yu Kao , Ayush Karnawat , Thomas Kellermeier , Adel Kermi , Kurt Keutzer , Mohamed Tarek Khadir , Mahendra Khened , Philipp Kickingereder , Geena Kim , Nik King , Haley Knapp , Urspeter Knecht , Lisa Kohli , Deren Kong , Xiangmao Kong , Simon Koppers , Avinash Kori , Ganapathy Krishnamurthi , Egor Krivov , Piyush Kumar , Kaisar Kushibar , Dmitrii Lachinov , Tryphon Lambrou , Joon Lee , Chengen Lee , Yuehchou Lee , M Lee , Szidonia Lefkovits , Laszlo Lefkovits , James Levitt , Tengfei Li , Hongwei Li , Wenqi Li , Hongyang Li , Xiaochuan Li , Yuexiang Li , Heng Li , Zhenye Li , Xiaoyu Li , Zeju Li , XiaoGang Li , Wenqi Li , Zheng-Shen Lin , Fengming Lin , Pietro Lio , Chang Liu , Boqiang Liu , Xiang Liu , Mingyuan Liu , Ju Liu , Luyan Liu , Xavier Llado , Marc Moreno Lopez , Pablo Ribalta Lorenzo , Zhentai Lu , Lin Luo , Zhigang Luo , Jun Ma , Kai Ma , Thomas Mackie , Anant Madabushi , Issam Mahmoudi , Klaus H. Maier-Hein , Pradipta Maji , CP Mammen , Andreas Mang , B. S. Manjunath , Michal Marcinkiewicz , S McDonagh , Stephen McKenna , Richard McKinley , Miriam Mehl , Sachin Mehta , Raghav Mehta , Raphael Meier , Christoph Meinel , Dorit Merhof , Craig Meyer , Robert Miller , Sushmita Mitra , Aliasgar Moiyadi , David Molina-Garcia , Miguel A. B. Monteiro , Grzegorz Mrukwa , Andriy Myronenko , Jakub Nalepa , Thuyen Ngo , Dong Nie , Holly Ning , Chen Niu , Nicholas K Nuechterlein , Eric Oermann , Arlindo Oliveira , Diego D. C. Oliveira , Arnau Oliver , Alexander F. I. Osman , Yu-Nian Ou , Sebastien Ourselin , Nikos Paragios , Moo Sung Park , Brad Paschke , J. Gregory Pauloski , Kamlesh Pawar , Nick Pawlowski , Linmin Pei , Suting Peng , Silvio M. Pereira , Julian Perez-Beteta , Victor M. Perez-Garcia , Simon Pezold , Bao Pham , Ashish Phophalia , Gemma Piella , G. N. Pillai , Marie Piraud , Maxim Pisov , Anmol Popli , Michael P. Pound , Reza Pourreza , Prateek Prasanna , Vesna Prkovska , Tony P. Pridmore , Santi Puch , Élodie Puybareau , Buyue Qian , Xu Qiao , Martin Rajchl , Swapnil Rane , Michael Rebsamen , Hongliang Ren , Xuhua Ren , Karthik Revanuru , Mina Rezaei , Oliver Rippel , Luis Carlos Rivera , Charlotte Robert , Bruce Rosen , Daniel Rueckert , Mohammed Safwan , Mostafa Salem , Joaquim Salvi , Irina Sanchez , Irina Sánchez , Heitor M. Santos , Emmett Sartor , Dawid Schellingerhout , Klaudius Scheufele , Matthew R. Scott , Artur A. Scussel , Sara Sedlar , Juan Pablo Serrano-Rubio , N. Jon Shah , Nameetha Shah , Mazhar Shaikh , B. Uma Shankar , Zeina Shboul , Haipeng Shen , Dinggang Shen , Linlin Shen , Haocheng Shen , Varun Shenoy , Feng Shi , Hyung Eun Shin , Hai Shu , Diana Sima , M Sinclair , Orjan Smedby , James M. Snyder , Mohammadreza Soltaninejad , Guidong Song , Mehul Soni , Jean Stawiaski , Shashank Subramanian , Li Sun , Roger Sun , Jiawei Sun , Kay Sun , Yu Sun , Guoxia Sun , Shuang Sun , Yannick R Suter , Laszlo Szilagyi , Sanjay Talbar , Dacheng Tao , Dacheng Tao , Zhongzhao Teng , Siddhesh Thakur , Meenakshi H Thakur , Sameer Tharakan , Pallavi Tiwari , Guillaume Tochon , Tuan Tran , Yuhsiang M. Tsai , Kuan-Lun Tseng , Tran Anh Tuan , Vadim Turlapov , Nicholas Tustison , Maria Vakalopoulou , Sergi Valverde , Rami Vanguri , Evgeny Vasiliev , Jonathan Ventura , Luis Vera , Tom Vercauteren , C. A. Verrastro , Lasitha Vidyaratne , Veronica Vilaplana , Ajeet Vivekanandan , Guotai Wang , Qian Wang , Chiatse J. Wang , Weichung Wang , Duo Wang , Ruixuan Wang , Yuanyuan Wang , Chunliang Wang , Guotai Wang , Ning Wen , Xin Wen , Leon Weninger , Wolfgang Wick , Shaocheng Wu , Qiang Wu , Yihong Wu , Yong Xia , Yanwu Xu , Xiaowen Xu , Peiyuan Xu , Tsai-Ling Yang , Xiaoping Yang , Hao-Yu Yang , Junlin Yang , Haojin Yang , Guang Yang , Hongdou Yao , Xujiong Ye , Changchang Yin , Brett Young-Moxon , Jinhua Yu , Xiangyu Yue , Songtao Zhang , Angela Zhang , Kun Zhang , Xuejie Zhang , Lichi Zhang , Xiaoyue Zhang , Yazhuo Zhang , Lei Zhang , Jianguo Zhang , Xiang Zhang , Tianhao Zhang , Sicheng Zhao , Yu Zhao , Xiaomei Zhao , Liang Zhao , Yefeng Zheng , Liming Zhong , Chenhong Zhou , Xiaobing Zhou , Fan Zhou , Hongtu Zhu , Jin Zhu , Ying Zhuge , Weiwei Zong , Jayashree Kalpathy-Cramer , Keyvan Farahani , Christos Davatzikos , Koen van Leemput , Bjoern Menze

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

Glioblastoma (GBM) is the most common aggressive, fast-growing brain tumor, with a grim prognosis. Despite clinical diagnostic advancements, there have not been any substantial improvements to patient prognosis. Histopathological assessment…

Computer Vision and Pattern Recognition · Computer Science 2025-11-13 Sanyukta Adap , Ujjwal Baid , Spyridon Bakas

Glioblastoma, a highly aggressive brain tumor with diverse molecular and pathological features, poses a diagnostic challenge due to its heterogeneity. Accurate diagnosis and assessment of this heterogeneity are essential for choosing the…

Image and Video Processing · Electrical Eng. & Systems 2025-07-25 Juexin Zhang , Ying Weng , Ke Chen

Glioblastomas are the most common malignant brain tumors in adults. Approximately 200000 people die each year from Glioblastoma in the world. Glioblastoma patients have a median survival of 12 months with optimal therapy and about 4 months…

Image and Video Processing · Electrical Eng. & Systems 2022-03-14 Vikram Goddla

Glioblastoma is one of the most aggressive and common brain tumors, with a median survival of 10-15 months. Predicting Overall Survival (OS) is critical for personalizing treatment strategies and aligning clinical decisions with patient…

Computer Vision and Pattern Recognition · Computer Science 2025-12-17 Yin Lin , Riccardo Barbieri , Domenico Aquino , Giuseppe Lauria , Marina Grisoli , Elena De Momi , Alberto Redaelli , Simona Ferrante

Glioma is the most deadly brain tumor with high mortality. Treatment planning by human experts depends on the proper diagnosis of physical symptoms along with Magnetic Resonance(MR) image analysis. Highly variability of a brain tumor in…

Image and Video Processing · Electrical Eng. & Systems 2021-03-09 Rupal Agravat , Mehul S Raval

The significant molecular and pathological heterogeneity of glioblastoma, an aggressive brain tumor, complicates diagnosis and patient stratification. While traditional histopathological assessment remains the standard, deep learning offers…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Juexin Zhang , Qifeng Zhong , Ying Weng , Ke Chen

Glioblastoma is the most common and aggressive malignant adult tumor of the central nervous system, with a grim prognosis and heterogeneous morphologic and molecular profiles. Since adopting the current standard-of-care treatment 18 years…

Image and Video Processing · Electrical Eng. & Systems 2023-05-16 Bhakti Baheti , Sunny Rai , Shubham Innani , Garv Mehdiratta , Sharath Chandra Guntuku , MacLean P. Nasrallah , Spyridon Bakas

Pediatric tumors of the central nervous system are the most common cause of cancer-related death in children. The five-year survival rate for high-grade gliomas in children is less than 20\%. Due to their rarity, the diagnosis of these…

Gliomas are the most common malignant brain tumors in adults and are among the most lethal. Despite aggressive treatment, the median survival rate is less than 15 months. Accurate multiparametric MRI (mpMRI) tumor segmentation is critical…

Gliomas are the most common malignant brain tumourswith intrinsic heterogeneity. Accurate segmentation of gliomas and theirsub-regions on multi-parametric magnetic resonance images (mpMRI)is of great clinical importance, which defines…

Image and Video Processing · Electrical Eng. & Systems 2019-11-21 Shuo Wang , Chengliang Dai , Yuanhan Mo , Elsa Angelini , Yike Guo , Wenjia Bai

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

Identifying key pathological features in brain MRIs is crucial for the long-term survival of glioma patients. However, manual segmentation is time-consuming, requiring expert intervention and is susceptible to human error. Therefore,…

Glioblastoma, IDH-wildtype (GBM-IDHwt) is the most common malignant brain tumor. While histomorphology is a crucial component of GBM-IDHwt diagnosis, it is not further considered for prognosis. Here, we present an explainable artificial…

Glioblastoma Multiforme is a very aggressive type of brain tumor. Due to spatial and temporal intra-tissue inhomogeneity, location and the extent of the cancer tissue, it is difficult to detect and dissect the tumor regions. In this paper,…

Image and Video Processing · Electrical Eng. & Systems 2021-01-27 Snehal Rajput , Rupal Agravat , Mohendra Roy , Mehul S Raval

Glioblastomas are the most aggressive fast-growing primary brain cancer which originate in the glial cells of the brain. Accurate identification of the malignant brain tumor and its sub-regions is still one of the most challenging problems…

Computer Vision and Pattern Recognition · Computer Science 2021-12-28 Ramy A. Zeineldin , Mohamed E. Karar , Franziska Mathis-Ullrich , Oliver Burgert

Glioblastoma, the most aggressive primary brain tumor, poses a severe clinical challenge due to its diffuse microscopic infiltration, which remains largely undetected on standard MRI. As a result, current radiotherapy planning employs a…

Background: Gliomas are the most common brain tumors, which vary from low to high-grade. Despite the improvements in imaging techniques in the last decade, all parts of the tumor are not visible in these images, due to having a threshold of…

Other Quantitative Biology · Quantitative Biology 2023-09-06 Farshad Samadifam , Ehsan Ghafourian
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