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Automated classification of touching or overlapping M-FISH chromosomes by region fusion and homolog pairing

机译:通过区域融合和同源配对自动分类接触或重叠的M-FISH染色体

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摘要

Automated separation and classification of touching or overlapping chromosomes in a metaphase image is a critical step in computer-aided chromosome analysis. The advent of the multiplex fluorescence in situ hybridization (M-FISH) technology enables multi-spectral chromosome image with rich spectral information and DAPI image with abundant texture information. This paper presents a fusion classification scheme to improve the segmentation of overlapping and touching chromosomes. First, the texture and spectral information is fused to partition the chromosome cluster into a series of homologous regions. Then a graph-theoretical classification and pairing method is proposed to resolve any remaining ambiguity of the aforementioned separation process. Experiment results demonstrate that the proposed method outperforms conventional multi-spectral classification methods in touching and overlapping chromosome separation.
机译:中期图像中接触或重叠染色体的自动分离和分类是计算机辅助染色体分析的关键步骤。多重荧光原位杂交(M-FISH)技术的出现使具有丰富光谱信息的多光谱染色体图像和具有丰富纹理信息的DAPI图像成为可能。本文提出了一种融合分类方案,以改善重叠和接触染色体的分割。首先,融合纹理和光谱信息,以将染色体簇划分为一系列同源区域。然后提出了一种图论分类和配对方法,以解决上述分离过程中任何残留的歧义。实验结果表明,该方法在接触和重叠染色体分离方面优于传统的多光谱分类方法。

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