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Proceedings Paper

Image processing with genetic algorithm in a raisin sorting system based on machine vision
Author(s): Mahdi Abbasgholipour; Behzad Mohammadi Alasti; Vahdi Abbasgholipour; Ali Derakhshan; Mohammad Abbasgholipour; Sharmin Rahmatfam; Sheyda Rahmatfam; Rahim Habibifar
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Paper Abstract

This study was undertaken to develop machine vision-based raisin detection technology. Supervised color image segmentation using a Permutation-coded Genetic Algorithm (GA) identifying regions in Hue-Saturation-Intensity (HSI) color space (GAHSI) for desired and undesired raisin detection was successfully implemented. Images were captured to explore the possibility of using GAHSI to locate desired raisin and undesired raisin regions in color space simultaneously. In this research, images were processed separately using three segmentation method, K-Means clustering in L*a*b* color space and GAHSI for single image, GA for single image in Red-Green-Blue (RGB) color space (GARGB). The GAHSI results provided evidence for the existence and separability of such regions. When compared with cluster analysis-based segmentation results, the GAHSI method showed no significant difference.

Paper Details

Date Published: 8 June 2012
PDF: 6 pages
Proc. SPIE 8334, Fourth International Conference on Digital Image Processing (ICDIP 2012), 83342N (8 June 2012); doi: 10.1117/12.956436
Show Author Affiliations
Mahdi Abbasgholipour, Islamic Azad Univ. (Iran, Islamic Republic of)
Behzad Mohammadi Alasti, Islamic Azad Univ. (Iran, Islamic Republic of)
Vahdi Abbasgholipour, Islamic Azad Univ. (Iran, Islamic Republic of)
Ali Derakhshan, Islamic Azad Univ. (Iran, Islamic Republic of)
Mohammad Abbasgholipour, Islamic Azad Univ. (Iran, Islamic Republic of)
Sharmin Rahmatfam, Islamic Azad Univ. (Iran, Islamic Republic of)
Sheyda Rahmatfam, Islamic Azad Univ. (Iran, Islamic Republic of)
Rahim Habibifar, Islamic Azad Univ. (Iran, Islamic Republic of)


Published in SPIE Proceedings Vol. 8334:
Fourth International Conference on Digital Image Processing (ICDIP 2012)
Mohamed Othman; Sukumar Senthilkumar; Xie Yi, Editor(s)

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