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Brain metastases are a common diagnosis that affects between 20% and 40% of cancer patients. Subsequent to radiation therapy, patients with brain metastases undergo follow-up sessions during which the response to treatment is monitored. In…

图像与视频处理 · 电气工程与系统科学 2024-12-24 Margarida Fernandes , José Soares , Matheus Silva , Crystian Saraiva , Victor Alves

Brain metastases affect approximately between 20% and 40% of cancer patients and are commonly treated with radiotherapy or radiosurgery. Early prediction of recurrence following treatment could enable timely clinical intervention and…

图像与视频处理 · 电气工程与系统科学 2025-12-18 Ines Faria , Matheus Silva , Crystian Saraiva , Jose Soares , Victor Alves

Stereotactic radiosurgery (SRS), which delivers high doses of irradiation in a single or few shots to small targets, has been a standard of care for brain metastases. While very effective, SRS currently requires manually intensive…

图像与视频处理 · 电气工程与系统科学 2019-08-16 Szu-Yeu Hu , Wei-Hung Weng , Shao-Lun Lu , Yueh-Hung Cheng , Furen Xiao , Feng-Ming Hsu , Jen-Tang Lu

Stereotactic radiotherapy (SRT) is one of the most important treatment for patients with brain metastases (BM). Conventionally, following SRT patients are monitored by serial imaging and receive salvage treatments in case of significant…

计算机视觉与模式识别 · 计算机科学 2023-02-20 Philipp Sommer , Yixing Huang , Christoph Bert , Andreas Maier , Manuel Schmidt , Arnd Dörfler , Rainer Fietkau , Florian Putz

Brain metastases are a common complication of systemic cancer, affecting over 20% of patients with primary malignancies. Longitudinal magnetic resonance imaging (MRI) is essential for diagnosing patients, tracking disease progression,…

Resection and whole brain radiotherapy (WBRT) are the standards of care for the treatment of patients with brain metastases (BM) but are often associated with cognitive side effects. Stereotactic radiosurgery (SRS) involves a more targeted…

Brain Metastases (BM) are a large contributor to mortality of patients with cancer. They are treated with Stereotactic Radiosurgery (SRS) and monitored with Magnetic Resonance Imaging (MRI) at regular follow-up intervals according to…

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…

计算机视觉与模式识别 · 计算机科学 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

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…

计算机视觉与模式识别 · 计算机科学 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

Brain metastases (BMs) are the most frequently occurring brain tumors. The treatment of patients having multiple BMs with stereo tactic radiosurgery necessitates accurate localization of the metastases. Neural networks can assist in this…

图像与视频处理 · 电气工程与系统科学 2023-10-05 Ayhan Can Erdur , Daniel Scholz , Josef A. Buchner , Stephanie E. Combs , Daniel Rueckert , Jan C. Peeken

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…

图像与视频处理 · 电气工程与系统科学 2022-03-14 Vikram Goddla

Stereotactic radiosurgery is a minimally-invasive treatment option for a large number of patients with intracranial tumors. As part of the therapy treatment, accurate delineation of brain tumors is of great importance. However,…

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…

其他定量生物学 · 定量生物学 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

Detecting and segmenting brain metastases is a tedious and time-consuming task for many radiologists, particularly with the growing use of multi-sequence 3D imaging. This study demonstrates automated detection and segmentation of brain…

图像与视频处理 · 电气工程与系统科学 2019-12-30 Endre Grøvik , Darvin Yi , Michael Iv , Elisabeth Tong , Daniel L. Rubin , Greg Zaharchuk

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…

图像与视频处理 · 电气工程与系统科学 2021-03-09 Rupal Agravat , Mehul S Raval

One of the most important tasks in medical image processing is the brain's whole tumor segmentation. It assists in quicker clinical assessment and early detection of brain tumors, which is crucial for lifesaving treatment procedures of…

计算机视觉与模式识别 · 计算机科学 2020-09-15 Apurva Pandya , Catherine Samuel , Nisargkumar Patel , Vaibhavkumar Patel , Thangarajah Akilan

Brain tumor is a life-threatening problem and hampers the normal functioning of the human body. The average five-year relative survival rate for malignant brain tumors is 35.6 percent. For proper diagnosis and efficient treatment planning,…

图像与视频处理 · 电气工程与系统科学 2024-07-16 Vidhyapriya Ranganathan , Celshiya Udaiyar , Jaisree Jayanth , Meghaa P , Srija B , Uthra S

Glioblastoma is the most common primary adult brain tumor, with a grim prognosis - median survival of 12-18 months following treatment, and 4 months otherwise. Glioblastoma is widely infiltrative in the cerebral hemispheres and well-defined…

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…

Glioblastoma is a common brain malignancy that tends to occur in older adults and is almost always lethal. The effectiveness of chemotherapy, being the standard treatment for most cancer types, can be improved if a particular genetic…

图像与视频处理 · 电气工程与系统科学 2022-03-01 Numan Saeed , Shahad Hardan , Kudaibergen Abutalip , Mohammad Yaqub
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