Segmentation and clustering in brain MRI imaging

Reviews in the Neurosciences
Golrokh Mirzaei, Hojjat Adeli

Abstract

Clustering is a vital task in magnetic resonance imaging (MRI) brain imaging and plays an important role in the reliability of brain disease detection, diagnosis, and effectiveness of the treatment. Clustering is used in processing and analysis of brain images for different tasks, including segmentation of brain regions and tissues (grey matter, white matter, and cerebrospinal fluid) and clustering of the atrophy in different parts of the brain. This paper presents a state-of-the-art review of brain MRI studies that use clustering techniques for different tasks.

References

Sep 8, 2004·Artificial Intelligence in Medicine·Dao-Qiang Zhang, Song-Can Chen
Jul 1, 2006·Bioinformatics·Herbert PangHongyu Zhao
Dec 22, 2006·Journal of Alzheimer's Disease : JAD·Samanwoy Ghosh-DastidarNahid Dadmehr
Feb 12, 2011·Journal of Neuroscience Methods·Ziad Sankari, Hojjat Adeli
Oct 28, 2011·Diagnostic Pathology·M A Balafar
Jan 1, 2010·IEEE Reviews in Biomedical Engineering·Rui Xu, Donald C Wunsch
Mar 29, 2014·Medical Image Analysis·Nikhil SinghAlzheimer’s Disease Neuroimaging Initiative (ADNI)
May 13, 2014·IEEE Transactions on Medical Imaging·Antonios MakropoulosDaniel Rueckert
Jun 27, 2014·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Xiaochun CaoWei Feng
Aug 28, 2014·IEEE Transactions on Medical Imaging·Michael MarxKim Butts Pauly
Dec 11, 2014·IEEE Transactions on Medical Imaging·Bjoern H MenzeKoen Van Leemput
May 29, 2015·Nature·Yann LeCunGeoffrey Hinton
Dec 23, 2015·Cognitive Computation·Nazmul Siddique, Hojjat Adeli
Jan 23, 2016·International Journal of Neural Systems·Hong PengAgustín Riscos-Núñez
Mar 10, 2016·IEEE Transactions on Medical Imaging·Sergio PereiraCarlos A Silva
Apr 29, 2016·International Journal of Neural Systems·Esteban José Palomo, Ezequiel López-Rubio
Jun 17, 2016·Medical Image Analysis·Mohammad HavaeiHugo Larochelle
Aug 2, 2016·International Journal of Neural Systems·A OrtizJavier Ramírez
Aug 16, 2016·Reviews in the Neurosciences·Golrokh MirzaeiHojjat Adeli
Oct 11, 2016·International Journal of Neural Systems·Mani SaignavongsPhilippe Ryvlin
Nov 12, 2016·International Journal of Neural Systems·Zhong-Ke GaoShan-Shan Zhang
Nov 16, 2016·Reviews in the Neurosciences·Golrokh Mirzaei, Hojjat Adeli
Nov 20, 2016·Medical Image Analysis·Konstantinos KamnitsasBen Glocker
Dec 15, 2016·Journal of Medical Systems·R Meena Prakash, R Shantha Selva Kumari
Jun 4, 2017·Journal of Digital Imaging·Zeynettin AkkusBradley J Erickson
Jul 28, 2017·IEEE Transactions on Neural Networks and Learning Systems·Mohammad Hossein Rafiei, Hojjat Adeli
Oct 19, 2017·Medical Image Analysis·Xiaomei ZhaoYong Fan
Oct 20, 2017·International Journal of Neural Systems·Rong LiuSarah Ying

Citations

Oct 12, 2020·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Mahsa Dadar, D Louis Collins
Jan 30, 2021·Experimental Neurology·Fabian EitelKerstin Ritter

Related Concepts

Brain
Brain Diseases
Cerebrospinal Fluid
Magnetic Resonance Imaging
Imaging of Brain
Atrophic
White Matter
Analysis
Receptor Clustering
Imaging @ Urinary System @ Magnetic Resonance Imaging (MRI)

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