Principal component analysis for surface reflection components and structure in the facial image and synthesis of the facial image in various ages

Misa Hirose; Saori Toyota; Nobutoshi Ojima; Keiko Ogawa-Ochiai; Norimichi Tsumura

doi:10.1117/12.2076694

13 March 2015 Principal component analysis for surface reflection components and structure in the facial image and synthesis of the facial image in various ages

Misa Hirose, Saori Toyota, Nobutoshi Ojima, Keiko Ogawa-Ochiai, Norimichi Tsumura

Author Affiliations +

Proceedings Volume 9398, Measuring, Modeling, and Reproducing Material Appearance 2015; 939809 (2015) https://doi.org/10.1117/12.2076694
Event: SPIE/IS&T Electronic Imaging, 2015, San Francisco, California, United States

Abstract

In this paper, principal component analysis is applied to pigmentation distributions, surface reflectance components and facial landmarks in the whole facial images to obtain feature values. Furthermore, the relationship between the obtained feature vectors and age is estimated by multiple regression analysis to modulate facial images in woman of ages 10 to 70. In our previous work, we analyzed only pigmentation distributions and the reproduced images looked younger than the reproduced age by the subjective evaluation. We considered that this happened because we did not modulate the facial structures and detailed surfaces such as wrinkles. By analyzing landmarks represented facial structures and surface reflectance components, we analyzed the variation of facial structures and fine asperity distributions as well as pigmentation distributions in the whole face. As a result, our method modulate the appearance of a face by changing age more appropriately.

Citation Download Citation

Misa Hirose, Saori Toyota, Nobutoshi Ojima, Keiko Ogawa-Ochiai, and Norimichi Tsumura "Principal component analysis for surface reflection components and structure in the facial image and synthesis of the facial image in various ages", Proc. SPIE 9398, Measuring, Modeling, and Reproducing Material Appearance 2015, 939809 (13 March 2015); https://doi.org/10.1117/12.2076694

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