Reconstruction of 3D face model from single shading image based on anatomical database

Kaori Yoshiki, Hideo Saito, Masaaki Mochimaru

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Citations (Scopus)

Abstract

We propose a method to reconstruct 3D face model from a single face-frontal shading image based on a database of the original 3D face shapes which are created according to anatomical basis of the human head. In the proposed method, we reconstruct the 3D shape of the face from the input shading image by estimating small number of eigen-values taken by Principal Component Analysis(PCA) of the anatomical database of the head, rather than directly recovering the shape from the input shading image. The eigen-values are estimated based on the optimization of the error value computed by comparing shading information of input image to that of model image created from the shape represented by the eigenvalues. For evaluating the effectiveness, we reconstruct various face shapes from single shading images of the objects based on the proposed method. The reconstructed shape for a statue of head with the average shape of the databases provides an error evaluation, which is 2.6mm in average. This is sufficiently accurate for the future applications, such as on-line order-made of face-wearing products.

Original languageEnglish
Title of host publicationProceedings - International Conference on Pattern Recognition
Pages350-353
Number of pages4
Volume4
DOIs
Publication statusPublished - 2006
Event18th International Conference on Pattern Recognition, ICPR 2006 - Hong Kong, China
Duration: 2006 Aug 202006 Aug 24

Other

Other18th International Conference on Pattern Recognition, ICPR 2006
CountryChina
CityHong Kong
Period06/8/2006/8/24

Fingerprint

Principal component analysis

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Computer Vision and Pattern Recognition
  • Hardware and Architecture

Cite this

Yoshiki, K., Saito, H., & Mochimaru, M. (2006). Reconstruction of 3D face model from single shading image based on anatomical database. In Proceedings - International Conference on Pattern Recognition (Vol. 4, pp. 350-353). [1699852] https://doi.org/10.1109/ICPR.2006.982

Reconstruction of 3D face model from single shading image based on anatomical database. / Yoshiki, Kaori; Saito, Hideo; Mochimaru, Masaaki.

Proceedings - International Conference on Pattern Recognition. Vol. 4 2006. p. 350-353 1699852.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Yoshiki, K, Saito, H & Mochimaru, M 2006, Reconstruction of 3D face model from single shading image based on anatomical database. in Proceedings - International Conference on Pattern Recognition. vol. 4, 1699852, pp. 350-353, 18th International Conference on Pattern Recognition, ICPR 2006, Hong Kong, China, 06/8/20. https://doi.org/10.1109/ICPR.2006.982
Yoshiki K, Saito H, Mochimaru M. Reconstruction of 3D face model from single shading image based on anatomical database. In Proceedings - International Conference on Pattern Recognition. Vol. 4. 2006. p. 350-353. 1699852 https://doi.org/10.1109/ICPR.2006.982
Yoshiki, Kaori ; Saito, Hideo ; Mochimaru, Masaaki. / Reconstruction of 3D face model from single shading image based on anatomical database. Proceedings - International Conference on Pattern Recognition. Vol. 4 2006. pp. 350-353
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