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Hands-On Image Processing and Computer Vision with Python

You're reading from   Hands-On Image Processing and Computer Vision with Python From image processing fundamentals to modern computer vision and generative AI

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Product type Paperback
Published in Jun 2026
Publisher Packt
ISBN-13 9781837636235
Length 770 pages
Edition 2nd 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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Toc

Table of Contents (20) Chapters Close

Preface 1. Part 1: Foundations of Digital Image Processing
2. Getting Started with Digital Image Processing FREE CHAPTER 3. Image Manipulation 4. More Image Manipulation 5. Sampling and Fourier Transform 6. Convolution and Spatial/Frequency Domain Filtering 7. Frequency Domain Filtering 8. Part 2: Image Enhancement and Restoration Techniques
9. Image Enhancement 10. Image Enhancements Using Derivatives 11. Image Restoration: Inverse Problems in Imaging 12. Part 3: Computer Vision and Generative AI
13. Image Segmentation: From Classical Methods to Deep Learning 14. More Deep Learning Methods for Image Segmentation 15. Image Classification and Object Detection 16. Generative AI in Image Processing and Computer Vision 17. Unlock Your Exclusive Benefits 18. Other Books You May Enjoy
19. Index

Problem-oriented learning approach

This book adopts a problem-oriented, hands-on approach to learning image processing and computer vision with Python. Since most problems can be solved using multiple techniques, the book presents one or more representative approaches while encouraging readers to explore alternative and more efficient solutions. Emphasis is placed on improving key performance metrics, including code length (Kolmogorov complexity), execution time (time complexity), and memory usage (space complexity). Beyond implementation, the book promotes experimentation, critical thinking, and an appreciation of learning process itself.

What is an image? Mathematical and digital representation

An image can be modeled as a two-dimensional function , where each coordinate pair

maps to an intensity value (or ) representing visual information. In the single-channel case (e.g., binary or grayscale images), each pixel stores one intensity value, while in multi-channel...

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Hands-On Image Processing and Computer Vision with Python
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Hands-On Image Processing and Computer Vision with Python - Second Edition
Published in: Jun 2026
Publisher: Packt
ISBN-13: 9781837636235
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