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No, you cannot use another method for kmeans without OpenCV library modification. kmeans function calls normL2Sqr_ function from stat.cpp for distance calculation. You can change this call on your function with the same signature.

PS: Willowgarage pages with OpenCV documentation is outdated. Use official OpenCV documentation at