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People detection using range and intensity data from multi-layered Laser Range Finders | IEEE Conference Publication | IEEE Xplore

People detection using range and intensity data from multi-layered Laser Range Finders


Abstract:

Effective detection of people is a basic requirement for robot coexistence in human environments. In our previous work [1] we proposed a method for people detection and p...Show More

Abstract:

Effective detection of people is a basic requirement for robot coexistence in human environments. In our previous work [1] we proposed a method for people detection and position estimation using multiple layers of Laser Range Finders (LRF) in a mobile robot. We extend our work by introducing laser reflection intensity as a novel feature for people detection, achieving significant improvement of detection rates. In concrete, we propose a method for calibration of laser intensity data, a method for segment separation using laser intensity, and introduce two new intensity-based features for people detection: the variance of laser intensity and the variance of intensity differences. We present experimental results that confirm the effectiveness of our multi-layered detection method including laser intensity.
Date of Conference: 18-22 October 2010
Date Added to IEEE Xplore: 03 December 2010
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Conference Location: Taipei, Taiwan

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