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Hierarchical Neural Networks for Image Interpretation

Hierarchical Neural Networks for Image Interpretation

Sven Behnke

66,53 €
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Disponible
Editorial:
Springer Nature B.V.
Año de edición:
2003
Materia
Ciencias de la computación
ISBN:
9783540407225
66,53 €
IVA incluido
Disponible

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Human performance in visual perception by far exceeds the performance of contemporary computer vision systems. While humans are able to perceive their environment almost instantly and reliably under a wide range of conditions, computer vision systems work well only under controlled conditions in limited domains. This book sets out to reproduce the robustness and speed of human perception by proposing a hierarchical neural network architecture for iterative image interpretation. The proposed architecture can be trained using unsupervised and supervised learning techniques. Applications of the proposed architecture are illustrated using small networks. Furthermore, several larger networks were trained to perform various nontrivial computer vision tasks.

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