Title :
Moving object extraction in PTZ camera using the integration of background subtraction and local histogram processing
Author :
Solehah, S. ; Yaakob, S.N. ; Kadim, Z. ; Woon, H.H.
Author_Institution :
Sch. of Comput. & Commun. Eng., Univ. Malaysia Perlis, Arau, Malaysia
Abstract :
This paper proposes a technique of extracting moving object using a pan-tilt-zoom (PTZ) camera. The technique is based on the integration of background subtraction and local histogram processing. Background images are modeled as multiple images and their corresponding camera pose information (pan and tilt angles). To detect object in current image, first the system will determine the most matched background based on the acquired PTZ´s pose information. Then the matched background is compensated with respect to current image, whereby the background subtraction is done between the two aligned images. The resultant output is then cleaned up using morphological opening operator, before local histogram processing is done and finally followed by closing operation. The results show the moving object can be successfully extracted after go through these four steps.
Keywords :
cameras; feature extraction; image matching; image motion analysis; object detection; PTZ camera; background images; background matching; background subtraction; camera pose information; closing operation; local histogram processing; morphological opening operator; moving object extraction; object detection; pan angles; pan-tilt-zoom camera; tilt angles; Bismuth; Cameras; Computer applications; Histograms; Image edge detection; Industrial electronics; Noise; Motion detection; PTZ camera; background subtraction; local histogram; object extraction;
Conference_Titel :
Computer Applications and Industrial Electronics (ISCAIE), 2012 IEEE Symposium on
Conference_Location :
Kota Kinabalu
Print_ISBN :
978-1-4673-3032-9
DOI :
10.1109/ISCAIE.2012.6482090