Image Processing and Machine Learning, Volume 1
eBook - ePub

Image Processing and Machine Learning, Volume 1

Foundations of Image Processing

  1. 210 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Image Processing and Machine Learning, Volume 1

Foundations of Image Processing

About this book

Image processing and machine learning are used in conjunction to analyze and understand images. Where image processing is used to pre-process images using techniques such as filtering, segmentation, and feature extraction, machine learning algorithms are used to interpret the processed data through classification, clustering, and object detection. This book serves as a textbook for students and instructors of image processing, covering the theoretical foundations and practical applications of some of the most prevalent image processing methods and approaches.

Divided into two volumes, this first installment explores the fundamental concepts and techniques in image processing, starting with pixel operations and their properties and exploring spatial filtering, edge detection, image segmentation, corner detection, and geometric transformations. It provides a solid foundation for readers interested in understanding the core principles and practical applications of image processing, establishing the essential groundwork necessary for further explorations covered in Volume 2.

Written with instructors and students of image processing in mind, this book's intuitive organization also contains appeal for app developers and engineers.

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Yes, you can access Image Processing and Machine Learning, Volume 1 by Erik Cuevas,Alma Nayeli Rodríguez in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Graphics. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Table of Contents
  6. Preface Volume 1
  7. 1. Pixel Operations
  8. 2. Spatial Filtering
  9. 3. Edge Detection
  10. 4. Segmentation and Processing of Binary Images
  11. 5. Corner Detection
  12. 6. Line Detection
  13. Index