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

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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)

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