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 language | English |
|---|---|
| Title of host publication | Proceedings - International Conference on Pattern Recognition |
| Pages | 350-353 |
| Number of pages | 4 |
| Volume | 4 |
| DOIs | |
| Publication status | Published - 2006 |
| Event | 18th International Conference on Pattern Recognition, ICPR 2006 - Hong Kong, China Duration: 2006 Aug 20 → 2006 Aug 24 |
Other
| Other | 18th International Conference on Pattern Recognition, ICPR 2006 |
|---|---|
| Country | China |
| City | Hong Kong |
| Period | 06/8/20 → 06/8/24 |
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ASJC Scopus subject areas
- Electrical and Electronic Engineering
- Computer Vision and Pattern Recognition
- Hardware and Architecture
Cite this
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 proceeding › Conference contribution
}
TY - GEN
T1 - Reconstruction of 3D face model from single shading image based on anatomical database
AU - Yoshiki, Kaori
AU - Saito, Hideo
AU - Mochimaru, Masaaki
PY - 2006
Y1 - 2006
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=34147178088&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=34147178088&partnerID=8YFLogxK
U2 - 10.1109/ICPR.2006.982
DO - 10.1109/ICPR.2006.982
M3 - Conference contribution
AN - SCOPUS:34147178088
VL - 4
SP - 350
EP - 353
BT - Proceedings - International Conference on Pattern Recognition
ER -