Title :
Capabilities and limitations of mono-camera pedestrian-based autocalibration
Author :
Mohedano, Raúl ; Garcia, Narciso
Author_Institution :
Grupo de Tratamiento de Imagenes, Univ. Politec. de Madrid, Madrid, Spain
Abstract :
Many environments lack enough architectural information to allow an autocalibration based on features extracted from the scene structure. Nevertheless, the observation over time of walking people can generally be used to estimate the vertical vanishing point and the horizon line in the acquired image. However, this information is not enough to allow the calibration of a general camera without presuming excessive simplifications. This paper presents a study on the capabilities and limitations of the mono-camera calibration methods based solely on the knowledge of the vertical vanishing point and the horizon line in the image. The mathematical analysis sets the conditions to assure the feasibility of the mono-camera pedestrian-based autocalibration. In addition, examples of applications are presented and discussed.
Keywords :
calibration; cameras; feature extraction; mathematical analysis; autocalibration; features extraction; horizon line; mathematical analysis; mono-camera pedestrian; scene structure; vertical vanishing point estimation; walking people; Bayesian methods; Calibration; Cameras; Data mining; Equations; Legged locomotion; Pixel; Camera calibration; horizon line; human tracking; vanishing point;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5653359