Coleman, SA, Scotney, BW and Kerr, D (2008) Processing Sparse Panoramic Images via Space Variant Operators. International Journal of Mathematical Imaging and Vision, 32 (2). pp. 349-361. [Journal article]
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DOI: 10.1007/s10851-008-0107-0
Abstract
The use of omni-directional cameras has become increasingly popular in vision systems for video surveillance and autonomous robot navigation. However, to date most of the research relating to omni-directional cameras has focussed on the design of the camera or the way in which to project the omni-directional image to a panoramic view rather than the processing of such images after capture. Typically images obtained from omni-directional cameras are transformed to sparse panoramic images that are interpolated to obtain a complete panoramic view prior to low level image processing. This interpolation presents a significant computational overhead with respect to real-time vision. We present an efficient design procedure for space variant feature extraction operators that can be applied to a sparse panoramic image and directly processes this sparse image. This paper highlights the reduction of the computational overheads of directly processing images arising from omni-directional cameras through efficient coding and storage, whilst retaining accuracy sufficient for application to real-time robot vision.
| Item Type: | Journal article |
|---|---|
| Keywords: | Sparse images; Space variant operators; Omni-directional images |
| Faculties and Schools: | Faculty of Computing & Engineering Faculty of Computing & Engineering > School of Computing and Information Engineering Faculty of Computing & Engineering > School of Computing and Intelligent Systems |
| Research Institutes and Groups: | Computer Science Research Institute Computer Science Research Institute > Information and Communication Engineering Computer Science Research Institute > Intelligent Systems Research Centre |
| ID Code: | 6858 |
| Deposited By: | Professor Bryan Scotney |
| Deposited On: | 20 Jan 2010 15:58 |
| Last Modified: | 15 Jun 2011 11:08 |
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