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Intensity and sulci landmark combined brain atlas construction for Chinese pediatric population

  • Yishan Luo
  • , Lin Shi
  • , Jian Weng
  • , Hongjian He
  • , Winnie C.W. Chu
  • , Feiyan Chen*
  • , Defeng Wang
  • *Corresponding author for this work
  • Chinese University of Hong Kong
  • Shenzhen Institute of Advanced Technology
  • Zhejiang University

Research output: Contribution to journalArticlepeer-review

Abstract

Constructing an atlas from a population of brain images is of vital importance to medical image analysis. Especially in neuroscience study, creating a brain atlas is useful for intra- and inter-population comparison. Research on brain atlas construction has attracted great attention in recent years, but the research on pediatric population is still limited, mainly due to the limited availability and the relatively low quality of pediatric magnetic resonance brain images. This article is targeted at creating a high quality representative brain atlas for Chinese pediatric population. To achieve this goal, we have designed a set of preprocessing procedures to improve the image quality and developed an intensity and sulci landmark combined groupwise registration method to align the population of images for atlas construction. As demonstrated in experiments, the newly constructed atlas can better represent the size and shape of brains of Chinese pediatric population, and show better performance in Chinese pediatric brain image analysis compared with other standard atlases.

Original languageEnglish
Pages (from-to)3880-3892
Number of pages13
JournalHuman Brain Mapping
Volume35
Issue number8
DOIs
StatePublished - Aug 2014
Externally publishedYes

Keywords

  • Atlas construction
  • Image registration
  • Magnetic resonance image
  • Pediatric population

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