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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) |