TY - GEN
T1 - A terrain classi cation method for planetary rover utilizing dynamic texture
AU - Fujita, Koki
AU - Ichimura, Naoyuki
PY - 2011
Y1 - 2011
N2 - A novel terrain classification technique utilizing motion image sequence taken from planetary rover on-board camera is proposed. The proposed method has an advantage in that it can remotely estimate types of surrounding tarrains, and also has possibility to distinguish properties with dynamic interaction between rover body (wheels) and terrain surface. The characteristics of terrain image sequence is recognized based on a linear dynamical system model called Dynamic Texture. The Dynamic Texture is estimated as a set of parameter matrices, which construct a parameter space such as an observability space. In this paper, experimental results are shown to validate the proposed scheme based on real terrain image sequences obtained from a testbed. And the recognition rates for several distance measures computed from the estimated Dynamic Texture models are evaluated.
AB - A novel terrain classification technique utilizing motion image sequence taken from planetary rover on-board camera is proposed. The proposed method has an advantage in that it can remotely estimate types of surrounding tarrains, and also has possibility to distinguish properties with dynamic interaction between rover body (wheels) and terrain surface. The characteristics of terrain image sequence is recognized based on a linear dynamical system model called Dynamic Texture. The Dynamic Texture is estimated as a set of parameter matrices, which construct a parameter space such as an observability space. In this paper, experimental results are shown to validate the proposed scheme based on real terrain image sequences obtained from a testbed. And the recognition rates for several distance measures computed from the estimated Dynamic Texture models are evaluated.
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M3 - Conference contribution
AN - SCOPUS:84880624994
SN - 9781600869525
T3 - AIAA Guidance, Navigation, and Control Conference 2011
BT - AIAA Guidance, Navigation, and Control Conference 2011
T2 - AIAA Guidance, Navigation and Control Conference 2011
Y2 - 8 August 2011 through 11 August 2011
ER -