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Pyramidal Neural Networks by Horst Bischof - 9781041287834

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Product Description

Pyramidal Neural NetworksAuthor(s): Horst Bischof

Format: Hardback

Publisher: Taylor & Francis Ltd, United Kingdom

Imprint: Routledge

ISBN-13: 9781041287834, 978-1041287834

Synopsis

The application of neural networks to image processing and vision tasks was very popular. Originally published in 1995, this book dealt also with images and neural networks, but with a different goal. The primary focus was not on the application of neural networks to images but on the transfer of knowledge between image processing/computer vision and neural networks. In order to cope with the complexity inherent in most vision tasks, divide-and-conquer techniques had to be applied that naturally led to hierarchical structures. It is very important to exploit the capabilities of hierarchies in a systematic way. The approach taken in this book was by considering the similarity between hierarchical neural networks and image pyramids. Throughout this book, all aspects of this similarity are consider.

Pyramidal Neural Networks by Horst Bischof - 9781041287834

Pyramidal Neural NetworksAuthor(s): Horst Bischof

Format: Hardback

Publisher: Taylor & Francis Ltd, United Kingdom

Imprint: Routledge

ISBN-13: 9781041287834, 978-1041287834

Synopsis

The application of neural networks to image processing and vision tasks was very popular. Originally published in 1995, this book dealt also with images and neural networks, but with a different goal. The primary focus was not on the application of neural networks to images but on the transfer of knowledge between image processing/computer vision and neural networks. In order to cope with the complexity inherent in most vision tasks, divide-and-conquer techniques had to be applied that naturally led to hierarchical structures. It is very important to exploit the capabilities of hierarchies in a systematic way. The approach taken in this book was by considering the similarity between hierarchical neural networks and image pyramids. Throughout this book, all aspects of this similarity are consider.

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