TY - JOUR
T1 - Preprocessing of Face Images
T2 - Detection of Features and Pose Normalization
AU - Reisfeld, Daniel
AU - Yeshurun, Yehezkel
N1 - Funding Information:
⁄ Supported by Grant 4478293 by the French-Israeli MOST R&D. y E-mail: reisfeld@math.tau.ac.il.
PY - 1998/9
Y1 - 1998/9
N2 - The reliability, speed, and complexity of virtually any face recognition system are substantially improved if the location and the scale of the faces are known. We propose a method for automatic and robust detection of the eyes and mouth using the context free generalized symmetry transform and knowledge of faces. The features are extracted from the image of the intensities gradients and are then used to normalize the face images. We show that a normalization procedure based on affine transformations whose anchor points are the locations of the eyes and mouth substantially increases the effectiveness of general purpose classification techniques in face recognition. Other normalization procedures for avoiding the effect of background and varying light conditions are proved to be instrumental as well.
AB - The reliability, speed, and complexity of virtually any face recognition system are substantially improved if the location and the scale of the faces are known. We propose a method for automatic and robust detection of the eyes and mouth using the context free generalized symmetry transform and knowledge of faces. The features are extracted from the image of the intensities gradients and are then used to normalize the face images. We show that a normalization procedure based on affine transformations whose anchor points are the locations of the eyes and mouth substantially increases the effectiveness of general purpose classification techniques in face recognition. Other normalization procedures for avoiding the effect of background and varying light conditions are proved to be instrumental as well.
UR - http://www.scopus.com/inward/record.url?scp=0032166598&partnerID=8YFLogxK
U2 - 10.1006/cviu.1997.0640
DO - 10.1006/cviu.1997.0640
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AN - SCOPUS:0032166598
VL - 71
SP - 413
EP - 430
JO - Computer Vision and Image Understanding
JF - Computer Vision and Image Understanding
SN - 1077-3142
IS - 3
ER -