DocumentCode :
3401751
Title :
Simultaneous surveillance camera calibration and foot-head homology estimation from human detections
Author :
Micusik, Branislav ; Pajdla, Tomas
Author_Institution :
Safety & Security Dept., Austrian Inst. of Technol., Vienna, Austria
fYear :
2010
fDate :
13-18 June 2010
Firstpage :
1562
Lastpage :
1569
Abstract :
We propose a novel method for automatic camera calibration and foot-head homology estimation by observing persons standing at several positions in the camera field of view. We demonstrate that human body can be considered as a calibration target thus avoiding special calibration objects or manually established fiducial points. First, by assuming roughly parallel human poses we derive a new constraint which allows to formulate the calibration of internal and external camera parameters as a Quadratic Eigenvalue Problem. Secondly, we couple the calibration with an improved effective integral contour based human detector and use 3D projected models to capture a large variety of person and camera mutual positions. The resulting camera auto-calibration method is very robust and efficient, and thus well suited for surveillance applications where the camera calibration process cannot use special calibration targets and must be simple.
Keywords :
calibration; cameras; eigenvalues and eigenfunctions; object detection; pose estimation; video surveillance; foot head homology estimation; human detections; integral contour based human detector; parallel human poses; quadratic eigenvalue problem; simultaneous surveillance camera calibration; Calibration; Cameras; Humans; Surveillance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
Conference_Location :
San Francisco, CA
ISSN :
1063-6919
Print_ISBN :
978-1-4244-6984-0
Type :
conf
DOI :
10.1109/CVPR.2010.5539786
Filename :
5539786
Link To Document :
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