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Python机器学习手册:从数据预处理到深度学习
book

Python机器学习手册:从数据预处理到深度学习

by Chris Albon
July 2019
Intermediate to advanced
365 pages
8h 13m
Chinese
Publishing House of Electronics Industry
Content preview from Python机器学习手册:从数据预处理到深度学习
8.5
 平滑处理图像
133
#
以灰度图格式加载图像
image = cv2.imread("images/plane_256x256.jpg", cv2.IMREAD_GRAYSCALE)
#
选择所有的行和前
128
image_cropped = image[:,:128]
#
显示图像
plt.imshow(image_cropped, cmap="gray"), plt.axis("off")
plt.show()
讨论
由于
OpenCV
将图像表示为矩阵,所以选择想要保留的行和列,就可以轻松裁剪图像。
如果要保留每张图像的某个部分,这种裁剪方法会特别有用。例如,如果图像来自某个
固定的安保摄像头,我们就可以裁剪所有图像,只保留感兴趣的区域。
延伸阅读
y
NumPy Arrays
切片》(
http://bit.ly/2FrVNBV
8.5
 平滑处理图像
问题描述
要对图像进行平滑处理。
134
8
图像处理
解决方案
平滑处理图像就是将每个像素的值变换为其相邻像素的平均值。相邻像素和所执行的操
作在数学上被表示为一个核(如果你不知道核是什么,不用担心)。这个核的大小决定
了平滑的程度,核越大,产生的图像就越平滑。这里用一个
5
×
5
的核对每个像素周围
的值取平均值,以此来平滑处理图像 ...
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Publisher Resources

ISBN: 9787121369629