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通过系统清理以去除和整合错误图像来追踪和分析整个小鼠脑血管系统。

Tracing and analysis of the whole mouse brain vasculature with systematic cleaning to remove and consolidate erroneous images.

作者信息

Lee Junseok, Yoo Jaewook, Choe Yoonsuck

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:143-146. doi: 10.1109/EMBC.2018.8512215.

Abstract

Whole mouse brain microvascular images at submicrometer scale can be obtained by Knife-Edge Scanning Microscopy (KESM). However, due to the large size of the image dataset and the noise from the serial sectioning process of the KESM, whole mouse brain vascular reconstruction and analysis with submicrometer resolution have not been achieved yet, while several previous studies demonstrated manually selected small noise-free portion of the KESM dataset. In addition to the KESM dataset, there have been studies for vessel reconstruction and analysis of the whole mouse brain at lower resolution or of partial brain regions at submicrometer resolution. However, to the best of our knowledge, there has been no study for vessel reconstruction and analysis of the whole mouse brain at submicrometer resolution. In this paper, we propose a framework for the 3D reconstruction and analysis of the whole KESM mouse brain vasculature dataset with rich vasculature information extracted at submicrometer resolution. The framework consists of two methods. The propose methods provide the systematic cleaning to remove and consolidate erroneous images automatically, which enables the full tracing and analysis of the whole KESM mouse brain dataset with richer vasculature information.

摘要

通过刀口扫描显微镜(KESM)可以获得亚微米级的全小鼠脑微血管图像。然而,由于图像数据集规模庞大以及KESM连续切片过程中产生的噪声,尚未实现具有亚微米分辨率的全小鼠脑血管重建与分析,而之前的一些研究展示了手动选择的KESM数据集中无噪声的小部分。除了KESM数据集外,已有针对全小鼠脑在较低分辨率下或部分脑区在亚微米分辨率下的血管重建与分析的研究。然而,据我们所知,尚无针对全小鼠脑在亚微米分辨率下的血管重建与分析的研究。在本文中,我们提出了一个用于对具有在亚微米分辨率下提取的丰富血管信息的全KESM小鼠脑血管数据集进行三维重建与分析的框架。该框架由两种方法组成。所提出的方法提供了系统的清理,以自动去除并合并错误图像,从而能够对具有更丰富血管信息的全KESM小鼠脑数据集进行完整追踪和分析。

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