DocumentCode
3108886
Title
A New Method of Correspondence for Multiple Cameras Based on Texture Energy
Author
Qiangqiang, Liu ; Xiling, Luo ; Jun, Zhang
Author_Institution
Sch. of Electron. Inf. Eng., Beihang Univ., Beijing, China
fYear
2009
fDate
28-30 Dec. 2009
Firstpage
264
Lastpage
269
Abstract
This paper proposes a new target matching method for multiple cameras based on texture energy. The target region is represented by texture energy instead of traditional color features. In our method, the frame-difference is used in multi-target detecting, and the kalman filter is utilized in multi-target tracking. None camera calibrations are required in the new method, neither the constraint that all objects stand in the same plane. The main features of the method are highlighted as follows: (1) Non geometry constraints are required, i.e. none the posture and the position of the target is required, and neither the position of camera is required. (2) Many types of objects including cars and persons are supported. (3) It is robust to changes of the light intensity. Experimental results show that the method is more efficient than the region-sift descriptor based method of correspondence, because the dimension is far less than the region-sift based method. However, the method in this paper is less accurate than the region-sift descriptor based method.
Keywords
Kalman filters; geometry; image colour analysis; image matching; image texture; object detection; target tracking; Kalman filter; color features; frame-difference; multi-target detection; multi-target tracking; multiple cameras; nongeometry constraints; target matching; texture energy; Calibration; Cameras; Computer vision; Geometry; Image sequences; Machine vision; Power engineering and energy; Robustness; Surveillance; Target tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Vision, 2009. ICMV '09. Second International Conference on
Conference_Location
Dubai
Print_ISBN
978-0-7695-3944-7
Electronic_ISBN
978-1-4244-5645-1
Type
conf
DOI
10.1109/ICMV.2009.34
Filename
5381126
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