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Brain metastases are a complication of primary cancer, representing the most common type of brain tumor in adults. The management of multiple brain metastases represents a clinical challenge worldwide in finding the optimal treatment for…

Image and Video Processing · Electrical Eng. & Systems 2024-03-28 Ana Sofia Santos , Matheus Silva , Crystian Saraiva , José Soares , Victor Alves

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

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

Early detection of brain tumors through magnetic resonance imaging (MRI) is essential for timely treatment, yet access to diagnostic facilities remains limited in remote areas. Gliomas, the most common primary brain tumors, arise from the…

Image and Video Processing · Electrical Eng. & Systems 2024-12-11 Khush Mendiratta , Shweta Singh , Pratik Chattopadhyay

Segmentation of brain tumor from magnetic resonance imaging (MRI) is a vital process to improve diagnosis, treatment planning and to study the difference between subjects with tumor and healthy subjects. In this paper, we exploit a…

Image and Video Processing · Electrical Eng. & Systems 2021-04-05 Mobarakol Islam , V Jeya Maria Jose , Hongliang Ren

Tumour heterogeneity is increasingly recognized as a major obstacle to therapeutic success across neuro-oncology. Gliomas are characterised by distinct combinations of genetic and epigenetic alterations, resulting in complex interactions…

Gliomas are brain tumors composed of different highly heterogeneous histological subregions. Image analysis techniques to identify relevant tumor substructures have high potential for improving patient diagnosis, treatment and prognosis.…

Image and Video Processing · Electrical Eng. & Systems 2022-07-18 José Gerardo Suárez-García Javier Miguel Hernández-López , Eduardo Moreno-Barbosa , Benito de Celis-Alonso

Glioblastoma (GBM) is an aggressive primary brain tumor with a median survival of approximately 15 months. In clinical practice, the Stupp protocol serves as the standard first-line treatment. However, patients exhibit highly heterogeneous…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Alexandre G. Leclercq , Sébastien Bougleux , Noémie N. Moreau , Alexis Desmonts , Romain Hérault , Aurélien Corroyer-Dulmont

The BraTS 2021 challenge celebrates its 10th anniversary and is jointly organized by the Radiological Society of North America (RSNA), the American Society of Neuroradiology (ASNR), and the Medical Image Computing and Computer Assisted…

Computer Vision and Pattern Recognition · Computer Science 2021-09-14 Ujjwal Baid , Satyam Ghodasara , Suyash Mohan , Michel Bilello , Evan Calabrese , Errol Colak , Keyvan Farahani , Jayashree Kalpathy-Cramer , Felipe C. Kitamura , Sarthak Pati , Luciano M. Prevedello , Jeffrey D. Rudie , Chiharu Sako , Russell T. Shinohara , Timothy Bergquist , Rong Chai , James Eddy , Julia Elliott , Walter Reade , Thomas Schaffter , Thomas Yu , Jiaxin Zheng , Ahmed W. Moawad , Luiz Otavio Coelho , Olivia McDonnell , Elka Miller , Fanny E. Moron , Mark C. Oswood , Robert Y. Shih , Loizos Siakallis , Yulia Bronstein , James R. Mason , Anthony F. Miller , Gagandeep Choudhary , Aanchal Agarwal , Cristina H. Besada , Jamal J. Derakhshan , Mariana C. Diogo , Daniel D. Do-Dai , Luciano Farage , John L. Go , Mohiuddin Hadi , Virginia B. Hill , Michael Iv , David Joyner , Christie Lincoln , Eyal Lotan , Asako Miyakoshi , Mariana Sanchez-Montano , Jaya Nath , Xuan V. Nguyen , Manal Nicolas-Jilwan , Johanna Ortiz Jimenez , Kerem Ozturk , Bojan D. Petrovic , Chintan Shah , Lubdha M. Shah , Manas Sharma , Onur Simsek , Achint K. Singh , Salil Soman , Volodymyr Statsevych , Brent D. Weinberg , Robert J. Young , Ichiro Ikuta , Amit K. Agarwal , Sword C. Cambron , Richard Silbergleit , Alexandru Dusoi , Alida A. Postma , Laurent Letourneau-Guillon , Gloria J. Guzman Perez-Carrillo , Atin Saha , Neetu Soni , Greg Zaharchuk , Vahe M. Zohrabian , Yingming Chen , Milos M. Cekic , Akm Rahman , Juan E. Small , Varun Sethi , Christos Davatzikos , John Mongan , Christopher Hess , Soonmee Cha , Javier Villanueva-Meyer , John B. Freymann , Justin S. Kirby , Benedikt Wiestler , Priscila Crivellaro , Rivka R. Colen , Aikaterini Kotrotsou , Daniel Marcus , Mikhail Milchenko , Arash Nazeri , Hassan Fathallah-Shaykh , Roland Wiest , Andras Jakab , Marc-Andre Weber , Abhishek Mahajan , Bjoern Menze , Adam E. Flanders , Spyridon Bakas

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,…

Image and Video Processing · Electrical Eng. & Systems 2024-07-16 Vidhyapriya Ranganathan , Celshiya Udaiyar , Jaisree Jayanth , Meghaa P , Srija B , Uthra S

Glioblastoma is a highly malignant brain tumor with a life expectancy of only 3 to 6 months without treatment. Detecting and predicting its survival and grade accurately are crucial. This study introduces a novel approach using transfer…

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…

Glioblastoma is a highly invasive brain tumor, whose cells infiltrate surrounding normal brain tissue beyond the lesion outlines visible in the current medical scans. These infiltrative cells are treated mainly by radiotherapy. Existing…

Automated brain tumor segmentation plays an important role in the diagnosis and prognosis of the patient. In addition, features from the tumorous brain help in predicting patients overall survival. The main focus of this paper is to segment…

Machine Learning · Computer Science 2019-09-11 Rupal Agravat , Mehul S Raval

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

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…

Image and Video Processing · Electrical Eng. & Systems 2022-03-01 Numan Saeed , Shahad Hardan , Kudaibergen Abutalip , Mohammad Yaqub

Glioblastoma Multiforme (GBM) is a malignant brain cancer forming around 48% of al brain and Central Nervous System (CNS) cancers. It is estimated that annually over 13,000 deaths occur in the US due to GBM, making it crucial to have early…

Image and Video Processing · Electrical Eng. & Systems 2022-01-28 Sauman Das

Surgery for brain cancer is a major problem in neurosurgery. The diffuse infiltration into the surrounding normal brain by these tumors makes their accurate identification by the naked eye difficult. Since surgery is the common treatment…

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…