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Kniha Biologically Inspired Hexagonal Deep Learning for Hexagonal Image Processing Tobias Schlosser

Biologically Inspired Hexagonal Deep Learning for Hexagonal Image Processing

Autor: Tobias Schlosser
Jazyk: Angličtina
Väzba: Brožovaná
Vydavateľ: Technische Universität Chemnitz
Dostupnosť: U vydavateľa na objednávku
Odosielame za 17-27 dní
32.90 €
While current approaches to digital image processing in the context of deep learning are motivated b...

Informácie o knihe

Autor
Tobias Schlosser
Jazyk
Angličtina
Väzba
Kniha - Brožovaná
Vydalo
2024
Stránok
300
EAN
9783961002139
ISBN
3961002134
Enbook ID
46067565
Vydavateľ
Technische Universität Chemnitz
Hmotnosť
438
Rozmery
148 x 210 x 19

Kompletný popis

While current approaches to digital image processing in the context of deep learning are motivated by biological processes in the human brain, they are, however, also limited due to the current state of the art of input and output devices. To generate images from real-world scenes, the underlying lattice formats are predominantly based on rectangular or square structures. Yet, the human visual perception system suggests an alternative approach that manifests itself in the sensory cells of the human eye in the form of hexagonal arrangements.This contribution is therefore concerned with the design, implementation, and evaluation of hexagonal solutions in the form of hexagonal deep neural networks (H-DNN). The realized hexagonal functionality had to be built from the ground up as hexagonal counterparts to otherwise conventional square image processing systems, for which hexagonal equivalents for artificial neural network operations, layers, and models had to be implemented.To enable their evaluation, a set of different application areas within astronomical, medical, and industrial image processing are provided that allow an assessment of H-DNNs in terms of their general performance. The presented results demonstrate the possible benefits of H-DNNs for image processing systems. It is shown that H-DNNs can result in increased classification capabilities given different basic geometric shapes and contours, which in turn partially translate into their real-world applications.

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