ML Anthology

A Nonlinear Approach for Face Sketch Synthesis and Recognition

Qingshan Liu, Xiaoou Tang, Hongliang Jin, Hanqing Lu, Songde Ma
CVPR 2005 pp. 1005-1010
doi:10.1109/CVPR.2005.39 /cvpr/2005/liu2005cvpr-nonlinear/

Abstract

Most face recognition systems focus on photo-based face recognition. In this paper, we present a face recognition system based on face sketches. The proposed system contains two elements: pseudo-sketch synthesis and sketch recognition. The pseudo-sketch generation method is based on local linear preserving of geometry between photo and sketch images, which is inspired by the idea of locally linear embedding. The nonlinear discriminate analysis is used to recognize the probe sketch from the synthesized pseudo-sketches. Experimental results on over 600 photo-sketch pairs show that the performance of the proposed method is encouraging.

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Cite

Text

Liu et al. "A Nonlinear Approach for Face Sketch Synthesis and Recognition." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2005. doi:10.1109/CVPR.2005.39

Markdown

[Liu et al. "A Nonlinear Approach for Face Sketch Synthesis and Recognition." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2005.](https://mlanthology.org/cvpr/2005/liu2005cvpr-nonlinear/) doi:10.1109/CVPR.2005.39

BibTeX

@inproceedings{liu2005cvpr-nonlinear,
  title     = {{A Nonlinear Approach for Face Sketch Synthesis and Recognition}},
  author    = {Liu, Qingshan and Tang, Xiaoou and Jin, Hongliang and Lu, Hanqing and Ma, Songde},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year      = {2005},
  pages     = {1005-1010},
  doi       = {10.1109/CVPR.2005.39},
  url       = {https://mlanthology.org/cvpr/2005/liu2005cvpr-nonlinear/}
}