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May 7, 2019 12:24
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Resize and place an image in a square with padding.
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#PIL method | |
from PIL import Image | |
def letterbox(image, size=299, bg=(0,0,0)): | |
(w,h) = image.size | |
ratio = size / max([w,h]) | |
image = image.resize((int(ratio*w),int(ratio*h))) | |
background = Image.new('RGB', (size, size), bg) | |
background.paste(image, [int((size-s)/2) for s in image.size]) | |
return background | |
#numpy method cv2 method | |
import cv2 | |
import numpy as np | |
def letterbox_np(image, size=299., bg=0): | |
(w, h) = image.shape[:2] | |
ratio = size / max([w,h]) | |
resized = cv2.resize(image, (int(ratio*w),int(ratio*h))) | |
pad_x, pad_y = [int(size-s) for s in resized.shape[:2]] | |
return np.pad(resized, | |
((int(pad_x/2),int(pad_x/2)+pad_x%2),(int(pad_y/2),int(pad_y/2)+pad_y%2),(0,0)), | |
mode='constant', | |
constant_values=bg) |
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