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

  • Temple University

Research output: Contribution to journalArticlepeer-review

1 Scopus citations

Abstract

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.

Original languageEnglish
Pages (from-to)31-39
Number of pages9
JournalPattern Analysis and Applications
Volume16
Issue number1
DOIs
StatePublished - Feb 2013

Keywords

  • Chromosome
  • Chromosome image classification
  • Homolog pairing
  • Information fusion
  • Multi-spectral imaging

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