Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies

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.

Cite

Text

Bilaniuk et al. "Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2014. doi:10.1109/CVPRW.2014.23

Markdown

[Bilaniuk et al. "Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2014.](https://mlanthology.org/cvprw/2014/bilaniuk2014cvprw-fast/) doi:10.1109/CVPRW.2014.23

BibTeX

@inproceedings{bilaniuk2014cvprw-fast,
  title     = {{Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies}},
  author    = {Bilaniuk, Olexa and Bazargani, Hamid and Laganière, Robert},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year      = {2014},
  pages     = {119-125},
  doi       = {10.1109/CVPRW.2014.23},
  url       = {https://mlanthology.org/cvprw/2014/bilaniuk2014cvprw-fast/}
}