| 书目名称 | The Making of a Neuromorphic Visual System | | 编辑 | Christoph Rasche | | 视频video | | | 概述 | Combines two methodologies, computer vision and neural networks as a means to find the ‘ideal’ visual representation.Makes a strong effort to develop networks that are suitable for neuromorphic hardwa | | 图书封面 |  | | 描述 | .The reader is presented an approach to the construction of a visual system, which is behaviorally, computationally and neurally motivated. The central goal is to characterize the process of visual categorization and to find a suitable representation format that can successfully deal with the structural variability existent within visual categories. It does not define such representations a priori but attempts to show directions on how to gradually work towards them. The book reviews past and existent theories of visual object and shape recognition in the fields of computer vision, neuroscience and psychology. The entire range of computations is discussed, as for example contour extraction in retinal circuits, orientation determination in cortical networks, position and scale independence of shape, as well as the issue of object and shape representation in a neural substrate. Region-based approaches are discussed and are modeled with wave-propagating networks. It is demonstrated how those networks operate on gray-scale images. A completely novel shape recognition architecture is proposed that can recognize simple shapes under various degraded conditions. It is discussed how such ne | | 出版日期 | Book 2005 | | 关键词 | Stent; artificial intelligence; behavior; cognition; computer vision; cortex; learning; memory; neural compu | | 版次 | 1 | | doi | https://doi.org/10.1007/b101575 | | isbn_softcover | 978-1-4614-9849-0 | | isbn_ebook | 978-0-387-23469-4 | | copyright | Springer-Verlag US 2005 |
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发表于 2025-3-21 17:10:57
