An Introduction to Image Classification: From Designed Models to End-to-End Learning

Author:   Klaus D. Toennies
Publisher:   Springer Verlag, Singapore
Edition:   1st ed. 2024
ISBN:  

9789819978816


Pages:   290
Publication Date:   25 January 2024
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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An Introduction to Image Classification: From Designed Models to End-to-End Learning


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Author:   Klaus D. Toennies
Publisher:   Springer Verlag, Singapore
Imprint:   Springer Verlag, Singapore
Edition:   1st ed. 2024
Weight:   0.629kg
ISBN:  

9789819978816


ISBN 10:   9819978815
Pages:   290
Publication Date:   25 January 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Chapter 1. Image Classification – A Computer Vision Task.- Chapter 2. Image Features – Extraction and Categories.- Chapter 3. Feature Reduction.- Chapter 4. Bayesian Image Classification in Feature Space.- Chapter 5. Distance-based Classifiers.- Chapter 6. Decision Boundaries in Feature Space.- Chapter 7. Multi-layer Perceptron for Image Classification.- Chapter 8. Feature Extraction by Convolutional Neural Network.- Chapter 9. Network Set-up for Image Classification.- Chapter 10. Basic Network Training for Image Classification.- Chapter 11. Dealing with Training Deficiencies.- Chapter 12. Learning Effects and Network Decisions.

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Author Information

Klaus D. Toennies is a retired professor of Computer Science at the Otto-von-Guericke-Universitaet (OvGU) Magdeburg in Germany. From 1998 to 2022, he led the Computer Vision Group at OvGU. Since 2022, he has served as a visiting professor at the German Faculty of Engineering at the Technical University Sofia, collaborating on the development of an Artificial Intelligence syllabus for the faculty’s Computer Science programs. Prof. Toennies has authored several books and numerous journal papers on topics in image processing, computer vision, and image analysis for Medical Images, including the Springer book Guide to Medical Image Analysis. 

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