Abstract:
In this work we consider face recognition from face motion manifolds. An information-theoretic approach with Resistor-Average Distance (RAD) as a dissimilarity measure between distributions of face images is proposed. We introduce a kernel-based algorithm that retains the simplicity of the closed-form expression for the RAD between two normal distributions, while allowing for modelling of complex, nonlinear manifolds. Additionally, it is shown how errors in the face registration process can be modelled to significantly improve recognition. Recognition performance of our method is experimentally demonstrated and shown to outperform state-of-the-art algorithms. Recognition rates of 97–100 % are consistently achieved on databases of 35– 90 people. 1.
Citations
|
4364
|
Elements of Information Theory
– Cover, Thomas
- 1991
|
|
953
|
Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography
– Fischler, Bolles
- 1981
|
|
402
|
Human and Machine Recognition of faces: A survey
– Chellappa, Sirohey
- 1995
|
|
313
|
Face Recognition: A Literature Survey
– Zhao, Chellappa, et al.
- 2000
|
|
145
|
Face recognition based on fitting a 3D morphable model
– Blanz, Vetter
- 2003
|
|
85
|
Beyond eigenfaces: Probabilistic matching for face recognition
– Moghaddam, Pentland
- 1998
|
|
85
|
Kernel principal component analysis
– SCHÖLKOPF, SMOLA, et al.
- 1999
|
|
45
|
D.: Video-based face recognition using probabilistic appearance manifolds
– Lee, Ho, et al.
- 2003
|
|
45
|
Face recognition from long-term observations
– Shakhnarovich, Fisher, et al.
- 2002
|
|
44
|
Quo vadis face recognition
– Gross, Shi
|
|
39
|
Learning over sets using kernel principal angles
– Wolf, Shashua
- 2003
|
|
39
|
R.: Probabilistic recognition of human faces from video. Computer Vision and Image Understanding 91
– Zhou, Krueger, et al.
- 2003
|
|
37
|
Face identification by fitting a 3D morphable model using linear shape and texture error functions
– Romdhani, Blanz, et al.
- 2002
|
|
34
|
Face recognition using temporal image sequence
– Yamaguchi, Fukui, et al.
- 1998
|
|
21
|
A survey of face recognition
– Fromherz, Stucki, et al.
- 1997
|
|
19
|
Face recognition using multi-viewpoint patterns for robot vision
– Fukui, Yamaguchi
- 2003
|
|
18
|
Facial feature point extraction method based on combination of shape extraction and pattern matching
– Fukui, Yamaguchi
- 1998
|
|
17
|
A survey of face recognition algorithms and testing results
– Barrett
- 1998
|
|
14
|
Analysis of pca-based and fisher discriminant-based image recognition algorithms
– Yambor
- 2000
|
|
12
|
Symmetrizing the kullbackleibler distance
– Johnson, Sinanovic
- 2001
|
|
11
|
Face Recognition Using Gabor Wavelet Transform
– Kepenekci
- 2001
|
|
7
|
Elastic bunch graph matching
– Bolme
- 2003
|
|
4
|
Dual differential geometry associated with Kullback-Leibler information on the gaussian distributions and its 2-parameter deformations
– Yoshizawa, Tanabe
- 1999
|
