Fuzzy sets and Fuzzy techniques Project Fuzzy color image segmentation Amin Allalou Amalka...
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Transcript of Fuzzy sets and Fuzzy techniques Project Fuzzy color image segmentation Amin Allalou Amalka...
Fuzzy sets and Fuzzy techniquesProject
Fuzzy color image segmentation
Amin Allalou
Amalka Pinidiyaarachchi
Method
• A region growing processing to segment color images
• A region – Fuzzy subset of connected pixels – Constructed using color information
• To guide the region growing process – Distance defined in color space is used
• The color distance is used both– To select the pixels which will be linked in each step
– To calculate membership degree at each point to each region
Distance between pixels
A fuzzy Colour Image Segmentation Applied to Robot Vision – J. Chamorro-Martinez, D. Sánchez and B. Prados-Suárez
• Cost for a given path
• Minimum cost
• Optimum path
Membership function for fuzzy regions
• Membership degree of a pixel to a fuzzy region
Results
Original in RGB Membership (Object) Membership (Background)
• Test image
Grayscale image
Results
Original in RGB Membership (Object) Membership (Background)
• Cell nuclei
Grayscale image Membership (Object) HSI Membership (Background) HSI
Results
Original in RGB Membership (Nuclei) Membership (Red signal)
• Test image
Membership (Background)Membership (Green signal)