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In recent years, the diagnosis of gliomas has become increasingly complex. Analysis of glioma histopathology images using artificial intelligence (AI) offers new opportunities to support diagnosis and outcome prediction. To give an overview…

This study deliberates on the application of advanced AI techniques for brain tumor classification through MRI, wherein the training includes the present best deep learning models to enhance diagnosis accuracy and the potential of usability…

In recent years, Artificial Intelligence (AI) has been widely used in medicine, particularly in the analysis of medical imaging, which has been driven by advances in computer vision and deep learning methods. This is particularly important…

Image and Video Processing · Electrical Eng. & Systems 2024-05-01 Marwa Afnouch , Fares Bougourzi , Olfa Gaddour , Fadi Dornaika , Abdelmalik Taleb-Ahmed

Artificial intelligence represents a new frontier in human medicine that could save more lives and reduce the costs, thereby increasing accessibility. As a consequence, the rate of advancement of AI in cancer medical imaging and more…

Tumors can manifest in various forms and in different areas of the human body. Brain tumors are specifically hard to diagnose and treat because of the complexity of the organ in which they develop. Detecting them in time can lower the…

Image and Video Processing · Electrical Eng. & Systems 2024-03-18 Antonio Curci , Andrea Esposito

Publicly available data is essential for the progress of medical image analysis, in particular for crafting machine learning models. Glioma is the most common group of primary brain tumors, and magnetic resonance imaging (MRI) is a widely…

Image and Video Processing · Electrical Eng. & Systems 2024-10-28 Meryem Abbad Andaloussi , Raphael Maser , Frank Hertel , François Lamoline , Andreas Dominik Husch

Segmentation is crucial for brain gliomas as it delineates the glioma s extent and location, aiding in precise treatment planning and monitoring, thus improving patient outcomes. Accurate segmentation ensures proper identification of the…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Kiranmayee Janardhan , Vinay Martin DSa Prabhu , T. Christy Bobby

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

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

Purpose of review: Artificial intelligence (AI) has become popular in medical applications, specifically as a clinical support tool for computer-aided diagnosis. These tools are typically employed on medical data (i.e., image, molecular…

Machine Learning · Computer Science 2022-06-08 Ahmad Chaddad , Yousef Katib , Lama Hassan

Brain tumor segmentation is a critical task for tumor volumetric analyses and AI algorithms. However, it is a time-consuming process and requires neuroradiology expertise. While there has been extensive research focused on optimizing brain…

Image and Video Processing · Electrical Eng. & Systems 2021-12-01 Partoo Vafaeikia , Matthias W. Wagner , Uri Tabori , Birgit B. Ertl-Wagner , Farzad Khalvati

Recently, there has been great interest in developing Artificial Intelligence (AI) enabled computer-aided diagnostics solutions for the diagnosis of skin cancer. With the increasing incidence of skin cancers, low awareness among a growing…

Image and Video Processing · Electrical Eng. & Systems 2020-06-23 Manu Goyal , Thomas Knackstedt , Shaofeng Yan , Saeed Hassanpour

Molecular classification has transformed the management of brain tumors by enabling more accurate prognostication and personalized treatment. However, timely molecular diagnostic testing for patients with brain tumors is limited,…

Computer-aided segmentation of brain tumors from MRI data is of crucial significance to clinical decision-making in diagnosis, treatment planning, and follow-up disease monitoring. Gliomas, owing to their high malignancy and heterogeneity,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 MD Rashidul Islam , Bakary Gibba

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

A brain tumor, whether benign or malignant, can potentially be life threatening and requires painstaking efforts in order to identify the type, origin and location, let alone cure one. Manual segmentation by medical specialists can be…

Image and Video Processing · Electrical Eng. & Systems 2023-05-02 Ayan Gupta , Mayank Dixit , Vipul Kumar Mishra , Attulya Singh , Atul Dayal

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

Multi-modal magnetic resonance imaging (MRI) is a crucial method for analyzing the human brain. It is usually used for diagnosing diseases and for making valuable decisions regarding the treatments - for instance, checking for gliomas in…

Image and Video Processing · Electrical Eng. & Systems 2021-05-26 Ashwin Nalwade , Jackie Kisa

Gliomas are brain tumours with a high mortality rate. There are various grades and sub-types of this tumour, and the treatment procedure varies accordingly. Clinicians and oncologists diagnose and categorise these tumours based on visual…

Image and Video Processing · Electrical Eng. & Systems 2020-11-12 Azam Hamidinekoo , Tomasz Pieciak , Maryam Afzali , Otar Akanyeti , Yinyin Yuan
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