Motion Perception and Prediction

A Subsymbolic Approach
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ISBN-13:
9783639440546
Einband:
Paperback
Seiten:
144
Autor:
Volker Baier
Gewicht:
231 g
Format:
220x150x9 mm
Sprache:
Englisch
Beschreibung:
Revision with unchanged content. The perception of dynamic spatio-temporal patterns is a fundamental part of visual cognition. Psychophysical experiments have shown that a spatiotemporal memory for early vision is evident and that the processing is realized in different representational layers of abstraction. The properties of this memory structure are reflected in a multi-layered neural network model which was developed in this work. Major architectural features of the model are recurrent derivatives of Kohonen's self-organizing maps. The model has the advantage of a self-teaching learning algorithm and stores temporal information by local feedback in each computational layer. Prediction capability was integrated by adding neural associative memories to each processing layer.

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