ML Anthology

Repeated Measures GLMM Estimation of Subject-Related and False Positive Threshold Effects on Human Face Verification Performance

Geof H. Givens, J. Ross Beveridge, Bruce A. Draper, P. Jonathon Phillips
CVPRW 2005 pp. 40
doi:10.1109/CVPR.2005.520 /cvprw/2005/givens2005cvprw-repeated/

Abstract

Subject covariate data were collected on 1, 072 pairs of FERET images for analysis in a human face verification experiment. The subject data included information about facial hair, bangs, eyes, gender, and age. The verification experiment was replicated at seven different false alarm rates ranging from 1/10, 000 to 1/100. A generalized linear mixed model (GLMM) was fit to the binary outcomes indicating correct verification. Statistically significant main effects for bangs, eyes, gender, and age were found. The effect of the log false positive rate on verification success was found to interact significantly with bangs, gender, and age. These results have important implications for future evaluation of biometrics, and the GLMM methodology used here is shown to be effective and informative for this sort of data.

CVPRW Semantic Scholar

Cite

Text

Givens et al. "Repeated Measures GLMM Estimation of Subject-Related and False Positive Threshold Effects on Human Face Verification Performance." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2005. doi:10.1109/CVPR.2005.520

Markdown

[Givens et al. "Repeated Measures GLMM Estimation of Subject-Related and False Positive Threshold Effects on Human Face Verification Performance." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2005.](https://mlanthology.org/cvprw/2005/givens2005cvprw-repeated/) doi:10.1109/CVPR.2005.520

BibTeX

@inproceedings{givens2005cvprw-repeated,
  title     = {{Repeated Measures GLMM Estimation of Subject-Related and False Positive Threshold Effects on Human Face Verification Performance}},
  author    = {Givens, Geof H. and Beveridge, J. Ross and Draper, Bruce A. and Phillips, P. Jonathon},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year      = {2005},
  pages     = {40},
  doi       = {10.1109/CVPR.2005.520},
  url       = {https://mlanthology.org/cvprw/2005/givens2005cvprw-repeated/}
}