Studies in Computational Intelligence
cover

Computer Vision Methods for Fast Image Classification and Retrieval

Authors: Scherer, Rafał

  • Highlights new research and techniques 
  • Presents methods for accelerating image retrieval and classification in large datasets 
  • Includes selected methods that are designed to work directly in relational database management systems
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eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-030-12195-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-030-12194-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

The book presents selected methods for accelerating image retrieval and classification in large collections of images using what are referred to as ‘hand-crafted features.’ It introduces readers to novel rapid image description methods based on local and global features, as well as several techniques for comparing images.
Developing content-based image comparison, retrieval and classification methods that simulate human visual perception is an arduous and complex process. The book’s main focus is on the application of these methods in a relational database context. The methods presented are suitable for both general-type and medical images. Offering a valuable textbook for upper-level undergraduate or graduate-level courses on computer science or engineering, as well as a guide for computer vision researchers, the book focuses on techniques that work under real-world large-dataset conditions.

Table of contents (6 chapters)

Table of contents (6 chapters)
  • Introduction

    Scherer, Rafał

    Pages 1-5

  • Feature Detection

    Scherer, Rafał

    Pages 7-32

  • Image Indexing Techniques

    Scherer, Rafał

    Pages 33-82

  • Novel Methods for Image Description

    Scherer, Rafał

    Pages 83-105

  • Image Retrieval and Classification in Relational Databases

    Scherer, Rafał

    Pages 107-136

Buy this book

eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-030-12195-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-030-12194-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Computer Vision Methods for Fast Image Classification and Retrieval
Authors
Series Title
Studies in Computational Intelligence
Series Volume
821
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-12195-2
DOI
10.1007/978-3-030-12195-2
Hardcover ISBN
978-3-030-12194-5
Series ISSN
1860-949X
Edition Number
1
Number of Pages
IX, 137
Number of Illustrations
30 b/w illustrations, 55 illustrations in colour
Topics