Record |
Author |
Naveen Onkarappa; Angel Sappa |
Title |
A Novel Space Variant Image Representation |
Type |
Journal Article |
Year |
2013 |
Publication |
Journal of Mathematical Imaging and Vision |
Abbreviated Journal |
JMIV |
Volume |
47 |
Issue |
1-2 |
Pages |
48-59 |
Keywords |
Space-variant representation; Log-polar mapping; Onboard vision applications |
Abstract |
Traditionally, in machine vision images are represented using cartesian coordinates with uniform sampling along the axes. On the contrary, biological vision systems represent images using polar coordinates with non-uniform sampling. For various advantages provided by space-variant representations many researchers are interested in space-variant computer vision. In this direction the current work proposes a novel and simple space variant representation of images. The proposed representation is compared with the classical log-polar mapping. The log-polar representation is motivated by biological vision having the characteristic of higher resolution at the fovea and reduced resolution at the periphery. On the contrary to the log-polar, the proposed new representation has higher resolution at the periphery and lower resolution at the fovea. Our proposal is proved to be a better representation in navigational scenarios such as driver assistance systems and robotics. The experimental results involve analysis of optical flow fields computed on both proposed and log-polar representations. Additionally, an egomotion estimation application is also shown as an illustrative example. The experimental analysis comprises results from synthetic as well as real sequences. |
Address |
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Corporate Author |
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Thesis |
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Publisher |
Springer US |
Place of Publication |
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Editor |
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Language |
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Summary Language |
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Original Title |
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Series Editor |
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Series Title ![sorted by Series Title field, ascending order (up)](img/sort_asc.gif) |
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Abbreviated Series Title |
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Series Volume |
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Series Issue |
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Edition |
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ISSN |
0924-9907 |
ISBN |
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Medium |
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Area |
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Expedition |
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Conference |
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Notes |
ADAS; 600.055; 605.203; 601.215 |
Approved |
no |
Call Number |
Admin @ si @ OnS2013a |
Serial |
2243 |
Permanent link to this record |