DocumentCode
2965746
Title
Background change detection using wavelet transform
Author
Ambata, Leonard U. ; Caluyo, Felicito S.
Author_Institution
De La Salle Univ., Manila, Philippines
fYear
2012
fDate
19-22 Nov. 2012
Firstpage
1
Lastpage
6
Abstract
Detecting stationary objects in a scene has become a significant factor in image processing for the past few years due to its many applications in the field of safety and security. In most image surveillance systems, subtraction of images is the key to perform detection of objects in a scene. In this paper, the subtraction process will be utilizing the capabilities of Haar wavelet family. The wavelet transform will be employed in separating the foreground from the background as well as other operations and processes in order to come up with only the stationary objects in the scene. The study has three main processes namely: background modeling, subtraction and detection. The median function was used to model the background, Haar wavelet family for the subtraction process, and AND operation and Canny method for the edge detection process. The methods used resulted to satisfactory outputs giving the system a success rate of 95.11% with a confidence level of 100% in detecting 70% of the stationary objects added to or removed from the scene.
Keywords
Haar transforms; edge detection; object detection; wavelet transforms; AND operation; Canny method; Haar wavelet family; background change detection; background modeling; edge detection process; image processing; image surveillance systems; median function; safety field; security field; stationary object detection; subtraction process; wavelet transform; Continuous wavelet transforms; Discrete wavelet transforms; Image edge detection; Lighting; Wavelet coefficients;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON 2012 - 2012 IEEE Region 10 Conference
Conference_Location
Cebu
ISSN
2159-3442
Print_ISBN
978-1-4673-4823-2
Electronic_ISBN
2159-3442
Type
conf
DOI
10.1109/TENCON.2012.6412298
Filename
6412298
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