Paper
19 January 2009 Locating and tracking objects by efficient comparison of real and predicted synthetic video imagery
Author Affiliations +
Proceedings Volume 7252, Intelligent Robots and Computer Vision XXVI: Algorithms and Techniques; 72520L (2009) https://doi.org/10.1117/12.806055
Event: IS&T/SPIE Electronic Imaging, 2009, San Jose, California, United States
Abstract
A mobile robot moving in an environment in which there are other moving objects and active agents, some of which may represent threats and some of which may represent collaborators, needs to be able to reason about the potential future behaviors of those objects and agents. In this paper we present an approach to tracking targets with complex behavior, leveraging a 3D simulation engine to generate predicted imagery and comparing that against real imagery. We introduce an approach to compare real and simulated imagery and present results using this approach to locate and track objects with complex behaviors. In this approach, the salient points in real and imaged images are identified and an affine image transformation that maps the real scene to the synthetic scene is generated. An image difference operation is developed that ensures that the matched points in both images produce a zero difference. In this way, synchronization differences are reduced and content differences enhanced. A number of image pairs are processed and presented to illustrate the approach.
© (2009) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Damian M. Lyons and D. Paul Benjamin "Locating and tracking objects by efficient comparison of real and predicted synthetic video imagery", Proc. SPIE 7252, Intelligent Robots and Computer Vision XXVI: Algorithms and Techniques, 72520L (19 January 2009); https://doi.org/10.1117/12.806055
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Cited by 5 scholarly publications.
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KEYWORDS
Video

3D modeling

Cameras

Device simulation

Visualization

3D image processing

Image processing

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