Title :
AWEAR 2.0 system: Omni-directional audio-visual data acquisition and processing
Author :
Havlena, Michal ; Ess, Andreas ; Moreau, Wim ; Torii, Akihiro ; Jancosek, Michal ; Pajdla, Tomas ; Van Gool, Luc
Author_Institution :
Dept. of Cybern. Fac. of Elec. Eng., Czech Tech. Univ. in Prague, Prague, Czech Republic
Abstract :
We present a wearable audio-visual capturing system, termed AWEAR 2.0, along with its underlying vision components that allow robust self-localization, multi-body pedestrian tracking, and dense scene reconstruction. Designed as a backpack, the system is aimed at supporting the cognitive abilities of the wearer. In this paper, we focus on the design issues for the hardware platform and on the performance of the current state-of-the-art computer vision methods on the acquired sequences. We describe the calibration procedure of the two omni-directional cameras present in the system as well as a structure-from-motion pipeline that allows for stable multi-body tracking even from rather shaky video sequences thanks to ground plane stabilization. Furthermore, we show how a dense scene reconstruction can be obtained from the data acquired with the platform.
Keywords :
audio-visual systems; computer vision; data acquisition; image reconstruction; image sequences; portable computers; video cameras; AWEAR 2.0 system; backpack; calibration procedure; computer vision method; dense scene reconstruction; ground plane stabilization; hardware platform; multibody pedestrian tracking; omnidirectional audio-visual data acquisition; omnidirectional camera; self-localization; shaky video sequence; stable multibody tracking; structure-from-motion pipeline; wearable audio-visual capturing system; Batteries; Biomedical monitoring; Calibration; Cameras; Computer vision; Data acquisition; Firewire; Hardware; Layout; Robustness;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops, 2009. CVPR Workshops 2009. IEEE Computer Society Conference on
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-3994-2
DOI :
10.1109/CVPRW.2009.5204361