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maybe you can apply padding to your image using copyMakeBorder, like this:

 x_padding = windowsize_c - (test_image.shape[1] % windowsize_c)
 y_padding = windowsize_r - (test_image.shape[0] % windowsize_r)

 image_padded = cv2.copyMakeBorder(image, 0,y_padding, 0, x_padding, cv2.BORDER_REPLICATE)

maybe you can apply padding to your image using copyMakeBorder, like this:

 # how many pixels do we need to get an additional window ?
 x_padding = windowsize_c - (test_image.shape[1] % windowsize_c)
 y_padding = windowsize_r - (test_image.shape[0] % windowsize_r)

 image_padded = cv2.copyMakeBorder(image, 0,y_padding, 0, x_padding, cv2.BORDER_REPLICATE)