Visual frequency humary face tracking identification method based on appearance model
A recognition method and model technology, applied in the field of video face tracking and recognition based on appearance model, can solve the problems of poor robustness of appearance manifold and cannot improve the robustness, so as to improve the classification performance, improve the recognition performance, The effect of good tracking accuracy
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[0020] The following provides embodiments in conjunction with the content of the present invention, as shown in FIG. 1, and the specific implementation steps are as follows:
[0021] 1. Clustering of face images
[0022] First, a simple tracker and manual processing are used to extract the face image in the training video. Since the local linear mosaic technology can find the internal structure in high-dimensional data, this embodiment uses local linear mapping to map the face image to a low-dimensional feature space, and then uses mean clustering in the low-dimensional space to divide the face The images are clustered, and the human images in each category have similar expressions or poses. Suppose a certain face image set in the training video is X={x 1 , X 2 ,..., x N }, where x i Corresponding to an image, regard it as a node, and N is the number of images. The local linear mosaic technique first finds out each node x i , And then calculate the weight of the adjacent point W i...
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