.I initially thought that image orientation might have been an issue for models that aren't CNN based. Reason being that the first feature for instance which is the pixel at the top left corner of the image may not be communicating anything reasonable to the model because the next image might the flipped 90 degrees or more. Wouldn't this have made using the pixels directly as features impractical?