Content-Based Image Classification: Efficient Machine Learning Using Robust Feature Extraction Techniques

ISBN-13: 9780367371609 / Angielski / Twarda / 2020 / 180 str.

Rik Das

Opis

This book is a comprehensive guide to initiate and excel in researching with invaluable image data.  This book has demonstrated several techniques of image processing to represent image data in desired format for information identification.

 

Spis treści

1. Introduction to Content Based Image Classification.  2. A Review of Hand-crafted Feature Extraction Techniques for Content Based Image Classification. 3. Content Based Feature Extraction: Color Averaging. 4. Content Based Feature Extraction: Image Binarization. 5. Content Based Feature Extraction: Image Transforms. 6. Content Based Feature Extraction: Morphological Operators. 7. Content Based Feature Extraction: Texture Components. 8. Fusion Based Classification: A Comparison of Early Fusion and Late Fusion Architecture for Content Based Features. 9. Future Directions: A Journey from Handcrafted Techniques to Representation Learning. 10. WEKA: Beginners' Tutorial