JOURNAL ARTICLE

Real-time, 3-D multi object position estimation and tracking

J. KaszubiakMichael TornowR. W. KuhnB. Michaelis

Year: 2004 Journal:   Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. Pages: 785-788 Vol.1

Abstract

For autonomously acting robots and driver assistance systems, powerful optical stereo sensor systems are required. Object positions and environmental conditions have to be acquired in real-time. A hardware-software co-design is applied, acting within the presented stereophotogrammetric system. For calculation of the depth map, an optimized algorithm is implemented as a hierarchical parallel hardware solution. By adapting the image resolution to the distance, real-time processing is possible. The object clustering and the tracking is realized in a processor. The density distribution of the disparity in the depth map (disparity histogram) is used for object detection. A Kalman filter stabilizes the parameters of the results.

Keywords:
Computer vision Artificial intelligence Computer science Position (finance) Kalman filter Object (grammar) Histogram Video tracking Tracking (education) Object detection Software Computer stereo vision Cluster analysis Robot Stereo camera Image (mathematics) Pattern recognition (psychology)

Metrics

8
Cited By
1.01
FWCI (Field Weighted Citation Impact)
7
Refs
0.76
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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