Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images

Hidetaka Arimura, Yasuo Kawata, Yasuo Yamashita, Taiki Magome, Masafumi Ohki, Fukai Toyofuku, Yoshiharu Higashida, Kazuhiro Tsuchiya

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We have developed a computerized evaluation method of white matter hyperintensity (WMH) regions for the diagnosis of vascular dementia (VaD) based on magnetic resonance (MR) images, and implemented the proposed method as a graphical interface program. The WMH regions were segmented using either a region growing technique or a level set method, one of which was selected by using a support vector machine. We applied the proposed method to MR images acquired from 10 patients with a diagnosis of VaD. The mean similarity index between WMH regions determined by a manual method and the proposed method was 78.2±11.0%. The proposed method could effectively assist neuroradiologists in evaluating WMH regions.

Original languageEnglish
Title of host publicationMedical Imaging 2010
Subtitle of host publicationComputer-Aided Diagnosis
EditorsRonald M. Summers, Nico Karssemeijer
PublisherSPIE
ISBN (Electronic)9780819480255
DOIs
Publication statusPublished - Jan 1 2010
EventMedical Imaging 2010: Computer-Aided Diagnosis - San Diego, United States
Duration: Feb 16 2010Feb 18 2010

Publication series

NameProgress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume7624
ISSN (Print)1605-7422

Other

OtherMedical Imaging 2010: Computer-Aided Diagnosis
CountryUnited States
CitySan Diego
Period2/16/102/18/10

Fingerprint

Vascular Dementia
Magnetic resonance
brain
magnetic resonance
Brain
Magnetic Resonance Spectroscopy
evaluation
Support vector machines
White Matter

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Biomaterials
  • Atomic and Molecular Physics, and Optics
  • Radiology Nuclear Medicine and imaging

Cite this

Arimura, H., Kawata, Y., Yamashita, Y., Magome, T., Ohki, M., Toyofuku, F., ... Tsuchiya, K. (2010). Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images. In R. M. Summers, & N. Karssemeijer (Eds.), Medical Imaging 2010: Computer-Aided Diagnosis [762424] (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; Vol. 7624). SPIE. https://doi.org/10.1117/12.845229

Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images. / Arimura, Hidetaka; Kawata, Yasuo; Yamashita, Yasuo; Magome, Taiki; Ohki, Masafumi; Toyofuku, Fukai; Higashida, Yoshiharu; Tsuchiya, Kazuhiro.

Medical Imaging 2010: Computer-Aided Diagnosis. ed. / Ronald M. Summers; Nico Karssemeijer. SPIE, 2010. 762424 (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; Vol. 7624).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Arimura, H, Kawata, Y, Yamashita, Y, Magome, T, Ohki, M, Toyofuku, F, Higashida, Y & Tsuchiya, K 2010, Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images. in RM Summers & N Karssemeijer (eds), Medical Imaging 2010: Computer-Aided Diagnosis., 762424, Progress in Biomedical Optics and Imaging - Proceedings of SPIE, vol. 7624, SPIE, Medical Imaging 2010: Computer-Aided Diagnosis, San Diego, United States, 2/16/10. https://doi.org/10.1117/12.845229
Arimura H, Kawata Y, Yamashita Y, Magome T, Ohki M, Toyofuku F et al. Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images. In Summers RM, Karssemeijer N, editors, Medical Imaging 2010: Computer-Aided Diagnosis. SPIE. 2010. 762424. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE). https://doi.org/10.1117/12.845229
Arimura, Hidetaka ; Kawata, Yasuo ; Yamashita, Yasuo ; Magome, Taiki ; Ohki, Masafumi ; Toyofuku, Fukai ; Higashida, Yoshiharu ; Tsuchiya, Kazuhiro. / Computerized evaluation method of white matter hyperintensities related to subcortical vascular dementia in brain MR images. Medical Imaging 2010: Computer-Aided Diagnosis. editor / Ronald M. Summers ; Nico Karssemeijer. SPIE, 2010. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE).
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