Face identification across different poses and illuminations with a 3D morphable model

被引:126
作者
Blanz, V [1 ]
Romdhani, S [1 ]
Vetter, T [1 ]
机构
[1] Univ Freiburg, D-79110 Freiburg, Germany
来源
FIFTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS | 2002年
关键词
D O I
10.1109/AFGR.2002.1004155
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
We present a novel approach for recognizing faces in images taken from different directions and under different illumination. The method is based on a 3D morphable face model that encodes shape and texture in terms of model parameters, and an algorithm that recovers these parameters from a single image of a face. For face identification, we use the shape and texture parameters of the model that are separated from imaging parameters, such as pose and illumination. In addition to the identity, the system provides a measure of confidence. We report experimental results for more than 4000 images from the publicly available CMU-PIE database.
引用
收藏
页码:202 / 207
页数:6
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