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A boundary based feature extraction method for G-banded chromosome classification

机译:基于边界的G带染色体分类特征提取方法

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摘要

The most widely used cytogenetic method is G-banded karyotyping. A new feature extraction method is proposed for G-banded chromosome recognition. Chromosome features are mostly extracted on chromosome skeleton. The main innovation of the proposed method is extracting features around chromosome boundary contours, not the skeleton. The circular boundary contour signatures are extracted and applied to Discrete Fourier Transformation to get contour descriptor vector. Some chromoseme geometric features are added to this descriptor vector to form the main feature vector. These feature vectors are applied to different classfiers as input and the performances are compared with skeleton based techniques. Experiments show that the proposed method outperforms skeleton based methods dramatically.
机译:最广泛使用的细胞遗传学方法是G带核型分析。提出了一种新的特征提取方法,用于G带染色体识别。染色体特征大部分提取在染色体骨架上。该方法的主要创新在于提取染色体边界轮廓周围的特征,而不是骨骼。提取圆形边界轮廓特征并将其应用于离散傅立叶变换以获得轮廓描述符向量。一些染色体几何特征被添加到该描述符向量,以形成主要特征向量。这些特征向量作为输入应用于不同的分类器,并将性能与基于骨架的技术进行比较。实验表明,该方法明显优于基于骨架的方法。

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