摘要
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.
| 源语言 | 英语 |
|---|---|
| 页(从-至) | 3880-3892 |
| 页数 | 13 |
| 期刊 | Human Brain Mapping |
| 卷 | 35 |
| 期 | 8 |
| DOI | |
| 出版状态 | 已出版 - 8月 2014 |
| 已对外发布 | 是 |
指纹
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