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A REAL-TIME DETECTION ALGORITHM FOR VISION-BASED PEDESTRIAN PROTECTION.
- Source :
- International Journal of Information Acquisition; Mar2008, Vol. 5 Issue 1, p11-30, 20p, 13 Color Photographs, 1 Black and White Photograph, 6 Diagrams
- Publication Year :
- 2008
-
Abstract
- This paper discusses the robust, real-time detection of stationary and moving pedestrians utilizing a single car-mounted monochrome camera. First, the system detects potential pedestrians above the ground plane by combining conventional Inverse Perspective Mapping (IPM)-based obstacle detection with the vertical 1D profile evaluation of the IPM detection result. Usage of the vertical profile increases the robustness of detection in low-contrast images as well as the detection of distant pedestrians significantly. A fast digital image stabilization algorithm is used to compensate for erroneous detections whenever the flat ground plane assumption is an inaccurate model of the road surface. Finally, a low-level pedestrian-oriented segmentation and fast symmetry search on the leg region of pedestrians is also presented. A novel approach termed Pedestrian Detection Strip (PDS) is used to improve the calculation time by a factor of six compared to conventional approaches. [ABSTRACT FROM AUTHOR]
- Subjects :
- CITY traffic
PEDESTRIANS
TRANSPORTATION
ALGORITHMS
OPTICS
Subjects
Details
- Language :
- English
- ISSN :
- 02198789
- Volume :
- 5
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- International Journal of Information Acquisition
- Publication Type :
- Academic Journal
- Accession number :
- 31828596
- Full Text :
- https://doi.org/10.1142/S0219878908001466