I have an numpy array with dimensions (200, 200, 3). It is an RGB image.

I also have the (xmin,ymin,xmax,ymax) coordinates of a region of this image that I would like to set to zero. This region should be zero in all three channels.

I can of course solve this with a loop, but that would be wasteful.

Is there a simple way to mask the array using numpy?