Horst Bischof - Böcker

Nyhet

Pyramidal Neural Networks

Inbunden, Engelska, 2026

1 526 kr

Kommande

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 considered, and various results are presented that demonstrate the advantage of this approach. The neural networks resulting from this study have many similarities to image pyramids and are therefore called pyramidal neural networks.

Digital Image Analysis

Selected Techniques and Applications

AvWalter Kropatsch,Horst Bischof

Häftad, Engelska, 2013

552 kr

Skickas inom 10-15 vardagar

The human visual system as a functional unit including the eyes, the nervous system, and the corresponding parts of the brain certainly ranks among the most important means of human information processing. The e?ciency of the biological systems is beyond the capabilities of today’s technical systems, even with the fastest available computer systems. However, there are areas of application where digital image analysis systems produce acceptable results. Systems in these areas solve very specialized tasks, they operate in a limited environment, and high speed is often not necessary. Several factors determine the economical application of technical vision systems: cost, speed, ?exibility, robu- ness, functionality, and integration with other system components. Many of the recent developments in digital image processing and pattern recognition show some of the required achievements. Computer vision enhances the capabilities of computer systems • in autonomously collecting large amounts of data, • in extracting relevant information, • in perceiving its environment, and • in automatic or semiautomatic operation in this environment. The development of computer systems in general shows a steadily increasing need in computational power, which comes with decreasing hardware costs.

Del 12346 - Lecture Notes in Computer Science

Horst Bischof - Böcker

Pyramidal Neural Networks

Digital Image Analysis

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020

Computer Vision – ECCV 2020