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Image Processing in Python

中级技能水平
更新时间 2024年5月
Learn to process, transform, and manipulate images at your will.
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PythonMachine Learning4 小时16 视频54 练习4,450 经验值55,316成就声明

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课程描述

Images are everywhere! We live in a time where images contain lots of information, which is sometimes difficult to obtain. This is why image pre-processing has become a highly valuable skill, applicable in many use cases. In this course, you will learn to process, transform, and manipulate images at your will, even when they come in thousands. You will also learn to restore damaged images, perform noise reduction, smart-resize images, count the number of dots on a dice, apply facial detection, and much more, using scikit-image. After completing this course, you will be able to apply your knowledge to different domains such as machine learning and artificial intelligence, machine and robotic vision, space and medical image analysis, retailing, and many more. Take the step and dive into the wonderful world that is computer vision!

先决条件

Python Toolbox
1

Introducing Image Processing and scikit-image

Jump into digital image structures and learn to process them! Extract data, transform and analyze images using NumPy and Scikit-image. With just a few lines of code, you will convert RGB images to grayscale, get data from them, obtain histograms containing very useful information, and separate objects from the background!
开始章节
2

Filters, Contrast, Transformation and Morphology

3

Image restoration, Noise, Segmentation and Contours

4

Advanced Operations, Detecting Faces and Features

After completing this chapter, you will have a deeper knowledge of image processing as you will be able to detect edges, corners, and even faces! You will learn how to detect not just front faces but also face profiles, cat, or dogs. You will apply your skills to more complex real-world applications. Learn to master several widely used image processing techniques with very few lines of code!
开始章节
Image Processing in Python
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