Title :
Partial Face Biometry Using Shape Decomposition on 2D Conformal Maps of Faces
Author :
Szeptycki, Przemyslaw ; Ardabilian, Mohsen ; Chen, Liming ; Zeng, Wei ; Gu, David ; Samaras, Dimitris
Author_Institution :
MI Dept., Ecole Centrale de Lyon, Lyon, France
Abstract :
In this paper, we introduce a new approach for partial 3D face recognition, which makes use of shape decomposition over the rigid part of a face. To explore the descriptiveness of shape dissimilarity over an isometric part of a face, which has lower probability to be influenced by expression, we transform a 3D shape to a 2D domain using conformal mapping and use shape decomposition as a similarity measurement. In our work we investigate several classifiers as well as several shape descriptors for recognition purposes. Recognition tests on a subset of the FRGC data set show approximately 80% rank-one recognition rate using only the eyes and nose part of the face.
Keywords :
biometrics (access control); conformal mapping; face recognition; shape recognition; 2D conformal maps; 3D shape; FRGC data set; conformal mapping; partial 3D face recognition; partial face biometry; rank-one recognition rate; recognition purposes; recognition tests; shape decomposition; shape descriptors; shape dissimilarity; similarity measurement; Conformal mapping; Face; Face recognition; Indexes; Shape; Solid modeling; Three dimensional displays; Face recognition; conformal mapping; shape index;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.372