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Eigen Light-Fields and Face Recognition Across Pose
R. Gross, I. Matthews, and S. Baker
Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition, May, 2002, pp. 1 - 7.
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In many face recognition tasks the pose of the probe and gallery images are different. In other cases multiple gallery or probe images may be available, each captured from a different pose. We propose a face recognition algorithm which can use any number of gallery images per subject captured at arbitrary poses, and any number of probe images, again captured at arbitrary poses. The algorithm operates by estimating the eigen light-field of the subject's head from the input gallery or probe images. Matching between the probe and gallery is then performed using the eigen light-fields. We present results on the CMU PIE and the FERET face databases.
Sponsor: Office of Naval Research
Grant ID: N00014-00-1-0915
Associated center: VASC
Associated labs/groups: Human Identification at a Distance, Face Group, and Human Sensing
Associated projects: Light-fields, Face Recognition Across Pose, and Face Recognition
Number of pages: 8
R. Gross, I. Matthews, and S. Baker, "Eigen Light-Fields and Face Recognition Across Pose," Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition, May, 2002, pp. 1 - 7.
@inproceedings{Gross_2002_3920,
author = "Ralph Gross and Iain Matthews and Simon Baker",
title = "Eigen Light-Fields and Face Recognition Across Pose",
booktitle = "Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition",
month = "May",
year = "2002",
pages = "1 - 7"
}