Title :
A real-time image-to-panorama registration approach for background subtraction using pan-tilt-cameras
Author :
Monari, Eduardo ; Pollok, Thomas
Author_Institution :
Fraunhofer Inst. of Optronics, Syst. Technol. & Image Exploitation (IOSB), Karlsruhe, Germany
fDate :
Aug. 30 2011-Sept. 2 2011
Abstract :
While for static cameras several background subtraction approaches have been developed in the past, for non-static pan/tilt cameras efficient and robust motion detection is still a challenging task. Known approaches use image-to-image registration methods to generate a panorama background model of the scene, which spans a joint pixel coordinate system for later background estimation and subtraction. However, for a real-time panorama-based background subtraction a highly efficient image-to-panorama registration is needed. For this purpose, in this paper a key-frame representation of the panorama image is proposed and a strategy for fast global homography estimation in large panorama images is presented.
Keywords :
cameras; image registration; background estimation; background subtraction; image-to-image registration methods; joint pixel coordinate system; pan tilt cameras; panorama background model; real time image-to-panorama registration; robust motion detection; Cameras; Estimation; Image resolution; Real time systems; Robustness; Streaming media; Surveillance;
Conference_Titel :
Advanced Video and Signal-Based Surveillance (AVSS), 2011 8th IEEE International Conference on
Conference_Location :
Klagenfurt
Print_ISBN :
978-1-4577-0844-2
Electronic_ISBN :
978-1-4577-0843-5
DOI :
10.1109/AVSS.2011.6027329