Robust face recognition by combining projection-based image correction and decomposed eigenface

Takeshi Shakunaga; Fumihiko Sakaue; Kazuma Shigenari

doi:10.1109/AFGR.2004.1301538

Robust face recognition by combining projection-based image correction and decomposed eigenface

Takeshi Shakunaga, Fumihiko Sakaue, Kazuma Shigenari

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

5 Citations (Scopus)

Abstract

This paper presents a robust face recognition method which can work even when an insufficient number of images are registered for each person. The method is composed of image correction and image decomposition, both of which are specified in the normalized image space (NIS). The image correction[1, 2] is realized by iterative projections of an image to an eigenspace in NIS. It works well for natural images having various kinds of noise, including shadows, reflections, and occlusions. We have proposed decomposition of an eigenface into two orthogonal eigenspaces[3], and have shown that the decomposition is effective for realizing robust face recognition under various lighting conditions. This paper shows that the decomposed eigenface method can be refined by projection-based image correction.

Original language	English
Title of host publication	Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004
Pages	241-247
Number of pages	7
DOIs	https://doi.org/10.1109/AFGR.2004.1301538
Publication status	Published - 2004
Externally published	Yes
Event	Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004 - Seoul, Korea, Republic of Duration: May 17 2004 → May 19 2004

Publication series

Name	Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition

Other

Other	Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004
Country/Territory	Korea, Republic of
City	Seoul
Period	5/17/04 → 5/19/04

ASJC Scopus subject areas

Engineering(all)

Access to Document

10.1109/AFGR.2004.1301538

Cite this

Shakunaga, T., Sakaue, F., & Shigenari, K. (2004). Robust face recognition by combining projection-based image correction and decomposed eigenface. In Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004 (pp. 241-247). (Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition). https://doi.org/10.1109/AFGR.2004.1301538

Robust face recognition by combining projection-based image correction and decomposed eigenface. / Shakunaga, Takeshi; Sakaue, Fumihiko; Shigenari, Kazuma.
Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004. 2004. p. 241-247 (Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition).

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

Shakunaga, T, Sakaue, F & Shigenari, K 2004, Robust face recognition by combining projection-based image correction and decomposed eigenface. in Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004. Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition, pp. 241-247, Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004, Seoul, Korea, Republic of, 5/17/04. https://doi.org/10.1109/AFGR.2004.1301538

Shakunaga T, Sakaue F, Shigenari K. Robust face recognition by combining projection-based image correction and decomposed eigenface. In Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004. 2004. p. 241-247. (Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition). doi: 10.1109/AFGR.2004.1301538

Shakunaga, Takeshi ; Sakaue, Fumihiko ; Shigenari, Kazuma. / Robust face recognition by combining projection-based image correction and decomposed eigenface. Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition FGR 2004. 2004. pp. 241-247 (Proceedings - Sixth IEEE International Conference on Automatic Face and Gesture Recognition).

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Robust face recognition by combining projection-based image correction and decomposed eigenface

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