Abstract:Optimal component analysis (OCA) uses a stochastic gradient optimization process to find optimal representations for general criteria and shows good performance in object recognition applications. However, OCA often requires extensive computation for gradient estimation and linear representation updating. To significantly reduce the required computation, in this paper, a multi-stage learning process is proposed which decomposes the original optimization problem into several levels. As the learning process at e… Show more
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