[Keyword: GLCM] AND [All Categories: Astronomy and Physics] : Search

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chapterNo Access
Research on Optimization of GLCM Parameter in Cell Classification
- Xi-kun ZHANG,
- Jie HOU, and
- Xin-hua HU
Advanced Material Science and Engineering (AMSE2016)19 May 2016
Preview Abstract
Real-time classification of biological cells according to their 3D morphology is highly desired in a flow cytometer setting. Gray level co-occurrence matrix (GLCM) algorithm has been developed to extract feature parameters from measured diffraction images ,which are too complicated to coordinate with the real-time system for a large amount of calculation. An optimization of GLCM algorithm is provided based on correlation analysis of GLCM parameters. The results of GLCM analysis and subsequent classification demonstrate optimized method can lower the time complexity significantly without loss of classification accuracy.

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