DocumentCode
785778
Title
3-D face structure extraction and recognition from images using 3-D morphing and distance mapping
Author
Zhang, Chongzhen ; Cohen, Fernand S.
Author_Institution
RVSI, Hauppauge, NY, USA
Volume
11
Issue
11
fYear
2002
fDate
11/1/2002 12:00:00 AM
Firstpage
1249
Lastpage
1259
Abstract
We describe a novel approach for creating a three-dimensional (3-D) face structure from multiple image views of a human face taken at a priori unknown poses by appropriately morphing a generic 3-D face. A cubic explicit polynomial in 3-D is used to morph a generic face into the specific face structure. The 3-D face structure allows for accurate pose estimation as well as the synthesis of virtual images to be matched with a test image for face identification. The estimation of a 3-D person´s face and pose estimation is achieved through the use of a distance map metric. This distance map residual error (geometric-based face classifier) and the image intensity residual error are fused in identifying a person in the database from one or more arbitrary image view(s). Experimental results are shown on simulated data in the presence of noise, as well as for images of real faces, and promising results are obtained.
Keywords
face recognition; feature extraction; image classification; image morphing; noise; parameter estimation; polynomials; transforms; 3D distance mapping; 3D face estimation; 3D face structure extraction; 3D face structure recognition; 3D morphing; Euclidean distance transform; cubic explicit polynomial; distance map metric; distance map residual error; face database; face identification; face image analysis; generic 3D face; geometric-based face classifier; human face; image intensity residual error; multiple image views; noise; pose estimation; real faces; simulated data; virtual image synthesis; Computer vision; Face detection; Face recognition; Humans; Image analysis; Image recognition; Motion estimation; Pattern analysis; Polynomials; Testing;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2002.804277
Filename
1097761
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