VOCUS: A Visual Attention System for Object Detection and Goal-Directed Search

Author:   Simone Frintrop
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   2006 ed.
Volume:   3899
ISBN:  

9783540327592


Pages:   216
Publication Date:   06 April 2006
Format:   Paperback
Availability:   Out of stock   Availability explained
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VOCUS: A Visual Attention System for Object Detection and Goal-Directed Search


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Overview

Object detection and recognition is a topic of significant interest in computer and robot vision. It is required in most applications of computational vision, for example, biometric systems, medical imaging, intelligent cars, factory automation, and image databases. One of the major challenges in designing object recognition systems is to construct methods that are fast and capable of operating on standard computer platforms. The more developed such systems become, the more urgent becomes the need for a pre-selection system that enables subsequent processing to focus only on relevant data. One mechanism to achieve this is visual attention: it selects regions in a visual scene that are most likely to contain objects of interest. The field of visual attention is currently the focus of much research for both biological and artificial systems. This monograph presents a complete computational system for visual attention and object detection: VOCUS (Visual Object detection with a CompUtational attention System) is a system capable of automatically selecting regions of interest in images and detecting specific objects. It represents a major step forward on integrating data-driven and model-driven information into a single framework. Additionally, the volume contains an extensive review of the literature on visual attention, detailed evaluations of VOCUS in different settings, and applications of the system in the context of object recognition and robotics.

Full Product Details

Author:   Simone Frintrop
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   2006 ed.
Volume:   3899
Dimensions:   Width: 15.50cm , Height: 1.30cm , Length: 23.50cm
Weight:   0.408kg
ISBN:  

9783540327592


ISBN 10:   3540327592
Pages:   216
Publication Date:   06 April 2006
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Table of Contents

1 Introduction.- 2 Background on Visual Attention.- 3 State of the Art of Computational Attention Systems.- 4 The Visual Attention System VOCUS: Bottom-Up Part.- 5 The Visual Attention System VOCUS: Top-Down Extension.- 6 Sensor Fusion.- 7 Attentive Classification.- 8 Conclusion.- A Basics of Computer Vision.- B The Viola-Jones Classifier.- C Explanation of Color Figures.

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