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We've had a very strange behaviour where even computational intensive processing like HoG Descriptor Detector were slower than openCV gpu (cuda) functionality, even if overhead was removed from time measurement.

It turned out that OpenCV was using IPP and IPP itself can use GPU nowadays.

just in case someone else googles for "opencv gpu slower" and didnt know about the IPP GPU support ;)