A FCM Based Image Segmentation Algorithm using Multi color Components[J]. Journal of Image and Graphics, 2008, 13(10): 1837. DOI: 10.11834/jig.20081005.
A FCM Based Image Segmentation Algorithm using Multi color Components
We propose a FCM based image segmentation algorithm using multi color components. Firstly
the image is converted from RGB color space to HSI color space
and initial clustering centers of H component and I component are selected according to the data distribution. Then
the FCM algorithm is performed on the H component and I component
and we can obtain the image pixel membership for H component and I component. Finally
two dimensional image features are constructed with the image pixel membership
and the FCM based image segmentation is performed using two dimensional image features. Experimental results show that the proposed method is simple and work well for most images
and has better segmentation effect than the existing FCM color image segmentation.