How to do K means clustering of anistropic diffused image(by Pereona and Malik) in CIE L*a*b ?

Hi,

I am trying to detect edges and i have done a anistropic diffusion of the image to get the diffused image.

How do i do the K means clustering now of this diffused image in CIE labspace ? (Not orignal RGB image)