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Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection Export

IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 19, No. 7. (1997), pp. 711-720.

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pca recognition

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We develop a face recognition algorithm which is insensitive to gross variation in lighting direction and facial expression. Taking a pattern classification approach, we consider each pixel in an image as a coordinate in a high-dimensional space. We takeadvantage of the observation that the images of a particular face, under varying illumination but fixed pose, lie in a 3-D linear subspace of the high dimensional image space -- if the face is a Lambertian surface without shadowing....


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