Orthogonal Image Moments for Human-Centric Visual Pattern Recognition

£89.50

Orthogonal Image Moments for Human-Centric Visual Pattern Recognition

Image processing

Authors: S. M. Mahbubur Rahman, Tamanna Howlader, Dimitrios Hatzinakos

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Collection: Cognitive Intelligence and Robotics

Language: English

Published by: Springer

Published on: 11th October 2019

Format: LCP-protected ePub

Size: 25 Mb

ISBN: 9789813299450


Introduction

Instead of focusing on the mathematical properties of moments, this book is a compendium of research that demonstrates the effectiveness of orthogonal moment-based features in face recognition, expression recognition, fingerprint recognition and iris recognition.

Significance and Focus

The usefulness of moments and their invariants in pattern recognition is well known. What is less well known is how orthogonal moments may be applied to specific problems in human-centric visual pattern recognition. Unlike previous books, this work highlights the fundamental issues involved in moment-based pattern recognition, from the selection of discriminative features in a high-dimensional setting, to addressing the question of how to classify a large number of patterns based on small training samples.

Content and Audience

In addition to offering new concepts that illustrate the use of statistical methods in addressing some of these issues, the book presents recent results and provides guidance on implementing the methods. Accordingly, it will be of interest to researchers and graduate students working in the broad areas of computer vision and visual pattern recognition.

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