code: def fixed_crop(src, x0, y0, w, h, size=None, interpolation=cv2.INTER_CUBIC):
      
      out = mx.nd.crop(src, begin=(y0, x0, 0), end=(y0+h, x0+w, int(src.shape[2])))
      if size is not None and (w, h) != size:
          out = resize(out, size, interpolation=interpolation)
      return out
docs: Crop src at fixed location, and (optionally) resize it to size