Biologically Plausible Visual Homing Methods Based On Optical Flow Techniques (2005)
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| Venue: | Connection Science, Special Issue: Navigation |
| Citations: | 17 - 8 self |
BibTeX
@ARTICLE{Vardy05biologicallyplausible,
author = {Andrew Vardy and Ralf Möller},
title = {Biologically Plausible Visual Homing Methods Based On Optical Flow Techniques},
journal = {Connection Science, Special Issue: Navigation},
year = {2005},
volume = {17},
pages = {47--90}
}
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Abstract
This paper explores the application of optical flow techniques for visual homing. The performance of five different flow techniques and a reference method is analysed based on image collections from three different indoor environments. We show that block matching, two simple variants of block matching and two even simpler differential techniques produce robust homing behaviour, despite the simplicity of the matched features. Our analysis reveals that visual homing can succeed even in the presence of many incorrect feature correspondences, and that low-frequency features are sufficient for homing. In particular, the successful application of differential methods opens new vistas on the visual homing problem, both as plausible and parsimonious models of visual insect navigation, and as a starting point for novel robot navigation methods







