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Hands-On Image Processing with Python

You're reading from   Hands-On Image Processing with Python Expert techniques for advanced image analysis and effective interpretation of image data

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781789343731
Length 492 pages
Edition 1st Edition
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Author (1):
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Sandipan Dey Sandipan Dey
Author Profile Icon Sandipan Dey
Sandipan Dey
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Table of Contents (20) Chapters Close

Title Page
Copyright and Credits
Dedication
About Packt
Contributors
Preface
1. Getting Started with Image Processing FREE CHAPTER 2. Sampling, Fourier Transform, and Convolution 3. Convolution and Frequency Domain Filtering 4. Image Enhancement 5. Image Enhancement Using Derivatives 6. Morphological Image Processing 7. Extracting Image Features and Descriptors 8. Image Segmentation 9. Classical Machine Learning Methods in Image Processing 10. Deep Learning in Image Processing - Image Classification 11. Deep Learning in Image Processing - Object Detection, and more 12. Additional Problems in Image Processing 1. Other Books You May Enjoy Index

Chapter 12. Additional Problems in Image Processing

In this chapter, we will discuss a few more advanced problems in image processing. We'll start with the seam carving problem and demonstrate a couple of applications, the first onebeing the content-aware image resizing, and the second one being object removal from images. Next, we'll discuss seamless cloning, which can be used to seamlessly copy one object from an image to another image. Then we'll discuss an inpainting algorithm that can be used to restore damaged pixels in an image. After that, we'll look at variational methods in image processing with an application in image denoising. Next, we'll discuss the image quilting algorithm and its applications in texture synthesis and the transfer of images. We shall end our discussion with a sophisticated face morphing algorithm.

 The topics to be covered in this chapter are as follows:

  • Seam carving
  • Seamless cloning and Poisson image editing
  • Image inpainting
  • Variational image processing
  • Image quilting...
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