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I assume you are using a Kinect, so then my question is why you would want to convert this? Originally the images received from the Kinect are depth images and RGB images already, the two are just combined to form a pointcloud with RGB data in one matrix. Splitting combined images seems a bit redundant then

In other words, I would advice you to retrieve RGB and depth images instead, from their own respective frames.