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import imutils | |
import cv2 | |
class AspectProcess: | |
def __init__(self, width, height, inter=cv2.INTER_AREA): | |
self.width= width | |
self.height= height | |
self.inter= inter | |
def preprocess(self, image): | |
h,w= image.shape[0:2] | |
dh=0 | |
dw=0 | |
# Resize the smaller dimension and calculate the offset of the other dim | |
# The offset is chosen such that a centre crop is formed | |
if w<h: | |
image= imutils.resize(image, width=self.width, inter=self.inter) | |
dh= int((image.shape[0]- self.height)/2.0) | |
else: | |
image= imutils.resize(image, height= self.height, inter= self.inter) | |
dw= int((image.shape[1]- self.width)/2.0) | |
h,w= image.shape[0:2] | |
# Center crop | |
image= image[dh:h-dh, dw:w-dw] | |
return cv2.resize(image, (self.width, self.height),interpolation=self.inter) |