High-level vision : object recognition and visual cognition

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Tác giả: Shimon Ullman

Ngôn ngữ:

ISBN-10: 0262210134

ISBN-10: 0262285355

ISBN-10: 0262710072

ISBN-10: 0585360278

ISBN-13: 978-0262210133

ISBN-13: 978-0262285353

ISBN-13: 978-0262710077

ISBN-13: 978-0585360270

Ký hiệu phân loại: 152.14 Visual perception

Thông tin xuất bản: Cambridge, Mass. : MIT Press, 1996.

Mô tả vật lý: 1 online resource (xviii, 412 pages) : , illustrations

Bộ sưu tập: NCBI

ID: 251577

In this book, Shimon Ullman focuses on the processes of high-level vision that deal with the interpretation and use of what is seen in the image. In particular, he examines two major problems. The first, object recognition and classification, involves recognizing objects despite large variations in appearance caused by changes in viewing position, illumination, occlusion, and object shape. The second, visual cognition, involves the extraction of shape properties and spatial relations in the course of performing visual tasks such as object manipulation, planning movements in the environment, or interpreting graphical material such as diagrams, graphs and maps. The book first takes up object recognition and develops a novel approach to the recognition of three-dimensional objects. It then studies a number of related issues in high-level vision, including object classification, scene segmentation, and visual cognition. Using computational considerations discussed throughout the book, along with psychophysical and biological data, the final chapter proposes a model for the general flow of information in the visual cortex. Understanding vision is a key problem in the brain sciences, human cognition, and artificial intelligence. Because of the interdisciplinary nature of the theories developed in this work, High-Level Vision will be of interest to readers in all three of these fields.
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