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Image Classification Using Python and Techniques of Computer Vision and Machine Learning

Image Classification Using Python and Techniques of Computer Vision and Machine Learning

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Product Details
Author:
Mark Magic, John Magic
Publisher:
Independently published
Publication Date:
Jan 29, 2019
Number of pages:
114 pages
Language:
English
Binding:
Paperback
ISBN-10:
1796607266
ISBN-13:
9781796607260

Overview

This book implemented six different algorithms to classify images with prediction accuracy as the primary criterion and time consumption as the secondary one. The accuracies varied between about 30% and 90%, while the time consumptions varied from several seconds to more than one hour. Considering both criteria, the Pre-Trained AlexNet Features Representation plus a Classifier, such as the k-Nearest Neighbors (KNN) and the Support Vector Machines (SVM), was concluded as the best algorithm.


  • | Author: Mark Magic, John Magic
  • | Publisher: Independently published
  • | Publication Date: Jan 29, 2019
  • | Number of Pages: 114 pages
  • | Language: English
  • | Binding: Paperback
  • | ISBN-10: 1796607266
  • | ISBN-13: 9781796607260

Categories

Paperback/Computers

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