Robust face registration via multi-face prototypes synthesis
一种面部、原型的技术,应用在计算机零部件、图像数据处理、仪器等方向
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[0023] Since accurate face recognition is difficult to achieve due to eg changing lighting conditions, the present invention proposes a method or system relying on a stronger registration process.
[0024] Most existing systems capture an image of a person and store the image for later comparison. In the present invention, during the process of registering a person's face, the system automatically synthesizes multiple (multiple) facial prototypes. These facial prototypes represent the likely appearance of the initial face under various lighting conditions, various expressions, and various facial orientations, as well as various errors of the facial localization system. The system obtains for each face a set of faces that can cover the possible appearances that face can have.
[0025] After generating the plurality of facial prototypes, data analysis can be applied, such as dimension reduction (principal component analysis), feature extraction, automatic clustering, self-orga...
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