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opencv uses BGR pixel order, not rgb, as you assume.

so the correct conversion flag must be cv2.COLOR_BGR2GRAY

if you load an image as grayscale, using cv2.IMREAD_GRAYSCALE, the internal conversion from libpng or libjpg will be used, so again results might differ.