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I got the answer here :
http://stackoverflow.com/questions/16653514/cv2-split-doesnt-work-beyond-512-channels
Open CV defines a maximum amount of channels with the variable CV_CN_MAX.
"The maximum possible number of channels is defined by the CV_CN_MAX constant, which is currently set to 512." You can read that here
