image segmentation of RGB image by K means clustering in python

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I want to segment RGB images for land cover using k means clustering in such a fashion that the different regions of the image are marked by different colors and if possible boundaries are created separating different regions. I want something like :



from this :



Is it possible to achieve this by K-means clustering?I have been searching all over internet and many tutorials do it by k means clustering but only after converting the image to grey scale. I want to do it with an RGB image only. Is there any source that could help me begin with with?Please suggest something.



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