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Interphase Cells Removal from Metaphase Chromosome Images Based on Meta-Heuristic Grey Wolf Optimizer

机译:基于Meta-heuuristic灰狼优化器的中期染色体图像去除间细胞

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Interphase cells are undivided and the condensed mass of chromosomes. They can highly decrease the efficiency of automatic karyotype. karyotype is a test that is used to examine chromosomes. This test includes counting the number of chromosomes and finding the structural changes in chromosomes. Removal of these interphase cells is challenging task, because of color similarity between interphase cells, chromosomes and parts of the background. In this paper, a new fully automatic approach based on Fast Fuzzy C-Means (FFCM) and Grey Wolf Optimization (GWO) has been proposed. The proposed approach is used to remove interphase cells and extract chromosomes from metaphase chromosomes image. It comprised of three phases. These phases are preprocessing phase, chromosomes image clustering phase and post-processing phase. The obtained results show a good performance of the proposed approach. It obtains overall 94% accuracy.
机译:间间细胞是未分割的和染色体的浓缩质量。它们可以高度降低自动核型的效率。核型是一种用于检查染色体的测试。该测试包括计数染色体的数量并找到染色体的结构变化。除去这些间间细胞是具有挑战性的任务,因为相结细胞,染色体和背景部分之间的颜色相似性。本文采用了一种基于快速模糊C-MATION(FFCM)和灰狼优化(GWO)的新型全自动方法。所提出的方法用于去除与中期染色体图像中的间细胞和提取染色体。它由三个阶段组成。这些相是预处理相,染色体图像聚类相和后处理阶段。所获得的结果表明了所提出的方法的良好表现。它获得总体的94%的准确性。

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