Bidirectional relighting for 3D-aided 2D face recognition

G. Toderici; G. Passalis; S. Zafeiriou; G. Tzimiropoulos; M. Petrou; T. Theoharis; I. A. Kakadiaris

doi:10.1109/CVPR.2010.5539995

Bidirectional relighting for 3D-aided 2D face recognition

G. Toderici, G. Passalis, S. Zafeiriou, G. Tzimiropoulos, M. Petrou, T. Theoharis, I. A. Kakadiaris

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

48 Scopus citations

Abstract

In this paper, we present a new method for bidirectional relighting for 3D-aided 2D face recognition under large pose and illumination changes. During subject enrollment, we build subject-specific 3D annotated models by using the subjects' raw 3D data and 2D texture. During authentication, the probe 2D images are projected onto a normalized image space using the subject-specific 3D model in the gallery. Then, a bidirectional relighting algorithm and two similarity metrics (a view-dependent complex wavelet structural similarity and a global similarity) are employed to compare the gallery and probe. We tested our algorithms on the UHDB11 and UHDB12 databases that contain 3D data with probe images under large lighting and pose variations. The experimental results show the robustness of our approach in recognizing faces in difficult situations.

Original language	English (US)
Title of host publication	2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010
Pages	2721-2728
Number of pages	8
DOIs	https://doi.org/10.1109/CVPR.2010.5539995
State	Published - 2010
Event	2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010 - San Francisco, CA, United States Duration: Jun 13 2010 → Jun 18 2010

Publication series

Name	Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
ISSN (Print)	1063-6919

Conference

Conference	2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010
Country/Territory	United States
City	San Francisco, CA
Period	6/13/10 → 6/18/10

ASJC Scopus subject areas

Software
Computer Vision and Pattern Recognition

Access to Document

10.1109/CVPR.2010.5539995

Cite this

Toderici, G., Passalis, G., Zafeiriou, S., Tzimiropoulos, G., Petrou, M., Theoharis, T., & Kakadiaris, I. A. (2010). Bidirectional relighting for 3D-aided 2D face recognition. In 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010 (pp. 2721-2728). [5539995] (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition). https://doi.org/10.1109/CVPR.2010.5539995

Bidirectional relighting for 3D-aided 2D face recognition. / Toderici, G.; Passalis, G.; Zafeiriou, S. et al.

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010. 2010. p. 2721-2728 5539995 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Toderici, G, Passalis, G, Zafeiriou, S, Tzimiropoulos, G, Petrou, M, Theoharis, T & Kakadiaris, IA 2010, Bidirectional relighting for 3D-aided 2D face recognition. in 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010., 5539995, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 2721-2728, 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010, San Francisco, CA, United States, 6/13/10. https://doi.org/10.1109/CVPR.2010.5539995

Toderici G, Passalis G, Zafeiriou S, Tzimiropoulos G, Petrou M, Theoharis T et al. Bidirectional relighting for 3D-aided 2D face recognition. In 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010. 2010. p. 2721-2728. 5539995. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition). https://doi.org/10.1109/CVPR.2010.5539995

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Bidirectional relighting for 3D-aided 2D face recognition

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