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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

Medical imaging is widely used in cancer diagnosis and treatment, and artificial intelligence (AI) has achieved tremendous success in various tasks of medical image analysis. This paper reviews AI-based tumor subregion analysis in medical…

Image and Video Processing · Electrical Eng. & Systems 2021-03-26 Mingquan Lin , Jacob Wynne , Yang Lei , Tonghe Wang , Walter J. Curran , Tian Liu , Xiaofeng Yang

The most common primary brain tumors are gliomas, evolving from the cerebral supportive cells. For clinical follow-up, the evaluation of the preoperative tumor volume is essential. Volumetric assessment of tumor volume with manual…

Computer Vision and Pattern Recognition · Computer Science 2011-03-11 Jan Egger , Dženan Zukić , Miriam H. A. Bauer , Daniela Kuhnt , Barbara Carl , Bernd Freisleben , Andreas Kolb , Christopher Nimsky

Brain tumor resection is a highly complex procedure with profound implications for survival and quality of life. Predicting patient outcomes is crucial to guide clinicians in balancing oncological control with preservation of neurological…

Aim: To review how machine learning (ML) is applied to imaging biomarkers in neuro-oncology, in particular for diagnosis, prognosis, and treatment response monitoring. Materials and Methods: The PubMed and MEDLINE databases were searched…

Quantitative Methods · Quantitative Biology 2019-10-17 Thomas Booth , Matthew Williams , Aysha Luis , Jorge Cardoso , Ashkan Keyoumars , Haris Shuaib

Gliomas, a common type of malignant brain tumor, present significant surgical challenges due to their similarity to healthy tissue. Preoperative Magnetic Resonance Imaging (MRI) images are often ineffective during surgery due to factors…

Image and Video Processing · Electrical Eng. & Systems 2024-08-28 Samir Kassam , Angelo Markham , Katie Vo , Yashas Revanakara , Michael Lam , Kevin Zhu

Glioma is a prevalent brain tumor that poses a significant health risk to individuals. Accurate segmentation of brain tumor is essential for clinical diagnosis and treatment. The Segment Anything Model(SAM), released by Meta AI, is a…

Image and Video Processing · Electrical Eng. & Systems 2024-09-12 Peng Zhang , Yaping Wang

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

Comparative diagnostic in brain tumor evaluation makes possible to use the available information of a medical center to compare similar cases when a new patient is evaluated. By leveraging Artificial Intelligence models, the proposed system…

Image and Video Processing · Electrical Eng. & Systems 2024-05-31 Guillermo Iglesias , Edgar Talavera , Jesús Troya Garcìa , Alberto Díaz-Álvarez , Miguel Gracía-Remesal

Cancer is one of the leading causes of death worldwide. Fast and safe early-stage, pre- and intra-operative diagnostics can significantly contribute to successful cancer identification and treatment. Artificial intelligence has played an…

Tissues and Organs · Quantitative Biology 2022-08-10 Marina Zajnulina

Brain tumors require an assessment to ensure timely diagnosis and effective patient treatment. Morphological factors such as size, location, texture, and variable appearance complicate tumor inspection. Medical imaging presents challenges,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-27 Md. Zahid Hasan , Abdullah Tamim , D. M. Asadujjaman , Md. Mahfujur Rahman , Md. Abu Ahnaf Mollick , Nosin Anjum Dristi , Abdullah-Al-Noman

Artificial Intelligence (AI) technology is based on theory and development of computer systems able to perform tasks that normally require human intelligence. In this context, deep learning is a family of computational methods that allow an…

Computers and Society · Computer Science 2019-05-17 Mario Coccia

Gliomas are the most common primary brain tumors, evolving from the cerebral supportive cells. For clinical follow-up, the evaluation of the preoperative tumor volume is essential. Volumetric assessment of tumor volume with manual…

Early detection of melanoma, a potentially lethal type of skin cancer with high prevalence worldwide, improves patient prognosis. In retrospective studies, artificial intelligence (AI) has proven to be helpful for enhancing melanoma…

Detection of brain tumor using a segmentation based approach is critical in cases, where survival of a subject depends on an accurate and timely clinical diagnosis. Gliomas are the most commonly found tumors having irregular shape and…

Computer Vision and Pattern Recognition · Computer Science 2018-04-16 Saddam Hussain , Syed Muhammad Anwar , Muhammad Majid

Brain tumors are a complex and potentially life-threatening medical condition that requires accurate diagnosis and timely treatment. In this paper, we present a machine learning-based system designed to assist healthcare professionals in…

Image and Video Processing · Electrical Eng. & Systems 2023-04-18 Belal Badawy , Romario Sameh Samir , Youssef Tarek , Mohammed Ahmed , Rana Ibrahim , Manar Ahmed , Mohamed Hassan

Segmentation is a crucial task in the medical imaging field and is often an important primary step or even a prerequisite to the analysis of medical volumes. Yet treatments such as surgery complicate the accurate delineation of regions of…

Image and Video Processing · Electrical Eng. & Systems 2024-09-13 Heejong Kim , Leo Milecki , Mina C Moghadam , Fengbei Liu , Minh Nguyen , Eric Qiu , Abhishek Thanki , Mert R Sabuncu

Gliomas are the most common primary tumors of the central nervous system. Multimodal MRI is widely used for the preliminary screening of gliomas and plays a crucial role in auxiliary diagnosis, therapeutic efficacy, and prognostic…

Image and Video Processing · Electrical Eng. & Systems 2025-05-27 Yihao Liu , Zhihao Cui , Liming Li , Junjie You , Xinle Feng , Jianxin Wang , Xiangyu Wang , Qing Liu , Minghua Wu

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

Advances in computing power, deep learning architectures, and expert labelled datasets have spurred the development of medical imaging artificial intelligence systems that rival clinical experts in a variety of scenarios. The National…

Image and Video Processing · Electrical Eng. & Systems 2021-11-18 Rohan Shad , John P. Cunningham , Euan A. Ashley , Curtis P. Langlotz , William Hiesinger