高斯模糊
import mahotas as mh
import numpy as np
from matplotlib import pyplot as plt
image=mh.imread('image/building05.jpg')
image=mh.colors.rgb2gray(image)
im8=mh.gaussian_filter(image,8)
im16=mh.gaussian_filter(image,16)
im32=mh.gaussian_filter(image,32)
plt.gray(); plt.subplot(131)
plt.imshow(im8)
plt.subplot(132)
plt.imshow(im16)
plt.subplot(133)
plt.imshow(im32)
plt.show()
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" alt="" />
參考资料:
机器学习系统设计,p159