DocumentCode
254569
Title
Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies
Author
Bilaniuk, Olexa ; Bazargani, Hamid ; Laganiere, Robert
Author_Institution
Sch. of EECS, Univ. of Ottawa, Ottawa, ON, Canada
fYear
2014
fDate
23-28 June 2014
Firstpage
119
Lastpage
125
Abstract
This work analyzes the problem of homography estimation for robust target matching in the context of real-time mobile vision. We present a device-friendly implementation of the Gaussian Elimination algorithm and show that our optimized approach can significantly improve the homography estimation step in a hypothesize-and-verify scheme. Experiments are performed on image sequences in which both speed and accuracy are evaluated and compared with conventional homography estimation schemes.
Keywords
Gaussian processes; image matching; image sequences; object detection; Gaussian elimination algorithm; fast target recognition; image sequences; mobile devices; planar homographies estimation; real-time mobile vision; robust target matching; Computational modeling; Context; Estimation; Feature extraction; Real-time systems; Robustness; Target recognition; feature matching; homography estimation; mobile vision; target recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops (CVPRW), 2014 IEEE Conference on
Conference_Location
Columbus, OH
Type
conf
DOI
10.1109/CVPRW.2014.23
Filename
6909968
Link To Document