Classification and localization of early-stage Alzheimer’s disease in magnetic resonance images using a patch-based classifier ensemble

被引:0
作者
Rita Simões
Anne-Marie van Cappellen van Walsum
Cornelis H. Slump
机构
[1] University of Twente,MIRA Institute for Biomedical Technology and Technical Medicine
[2] Radboud University Nijmegen Medical Centre,Department of Anatomy
来源
Neuroradiology | 2014年 / 56卷
关键词
Magnetic resonance imaging; Alzheimer’s disease; Texture analysis; Local patch; Classifier ensemble;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:709 / 721
页数:12
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  • [1] Ahonen T(2006)Face description with local binary patterns: Application to face recognition IEEE Trans Pattern Anal Mach Intell 28 2037-2041
  • [2] Hadid A(2012)Hippocampal atrophy and ventricular enlargement in normal aging, mild cognitive impairment (MCI), and Alzheimer disease Alzheimer Dis Assoc Disord 26 17-821
  • [3] Pietikainen M(2000)Voxel-based morphometry—the methods Neuroimage 11 805-357
  • [4] Apostolova LG(1998)Identifying global anatomical differences: deformation-based morphometry Hum Brain Mapp 6 348-1462
  • [5] Green AE(2001)“voxel-based morphometry” should not be used with imperfectly registered images Neuroimage 14 1454-587
  • [6] Babakchanian S(2012)ADHD classification by a texture analysis of anatomical brain MRI data Front Syst Neurosci 6 66-297
  • [7] Hwang KS(2009)Fully automatic hippocampus segmentation and classification in Alzheimer’s disease and mild cognitive impairment applied on data from ADNI Hippocampus 19 579-781
  • [8] Chou YY(1995)Support-vector networks Mach Learn 20 273-1000
  • [9] Toga AW(2011)Automatic classification of patients with Alzheimer’s disease from structural MRI: a comparison of ten methods using the ADNI database Neuroimage 56 766-523
  • [10] Thompson PM(2012)Automated diagnosis of Alzheimer disease using the scale-invariant feature transforms in magnetic resonance images J Med Syst 36 995-2029