Eyeglasses fisherfaces based glasses-face recognition
In this paper, a novel glasses-face recognition approach eyeglasses fisherfaces, is proposed to recognize glasses-face, which treats eyeglasses as a feature of facial image, and applies fisherfaces into glasses-face images. It overcomes the choke point of removing eyeglasses which be used in previou...
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| creator | Cai-Fang Song Bao-Cai Yin Yan-Feng Sun Li Liu |
| description | In this paper, a novel glasses-face recognition approach eyeglasses fisherfaces, is proposed to recognize glasses-face, which treats eyeglasses as a feature of facial image, and applies fisherfaces into glasses-face images. It overcomes the choke point of removing eyeglasses which be used in previous glasses-face recognition methods. Considering the instability of eyeglasses as a facial feature, here we make use of 3D face synthesis method based on genetic algorithm to reconstruct virtual samples, to enrich the sample library. It not only can be used in different pose, illumination and expression, but also provide a new thought-way for occlusion problem in face recognition. On CASPEAL face databases, our experimental results demonstrate that eyeglasses fisherfaces performs well. |
| doi_str_mv | 10.1109/ICMLC.2009.5212281 |
| format | Conference Proceeding |
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| identifier | ISSN: 2160-133X |
| ispartof | 2009 International Conference on Machine Learning and Cybernetics, 2009, Vol.3, p.1743-1748 |
| issn | 2160-133X |
| language | eng |
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| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | Cybernetics eyeglasses fisherfacesgenetic algorithm3D face synthesis Machine learning |
| title | Eyeglasses fisherfaces based glasses-face recognition |
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