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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

Seam carving


Seam carving is a content-aware image resizing technique where the image is reduced in size by one pixel in height (or width) at a time. A vertical seam in an image is a path of pixels connected from the top to the bottom with one pixel in each row. A horizontal seam is a path of pixels connected from the left to the right with one pixel in each column. Although the underlying algorithm is simple and elegant, it was not discovered until 2007.

 

Now it is now a core feature in Adobe Photoshop and other computer graphics applications. Unlike standard content-agnostic resizing techniques, such as cropping and scaling, seam carving preserves the most interesting features of the image, such as aspect ratio, set of objects present, and so on. Finding and removing a seam involves three parts:

  1. Energy calculation: The first step is to calculate the energy of a pixel, which is a measure of its importance—the higher the energy, the less likely that the pixel will be included as part of a...
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