Modeling Visual Patterns by Integrating Descriptive and Generative Methods |
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AbstractThis paper presents a class of statistical models that integrate two statistical modeling paradigms in the literature: I). Descriptive methods, such as Markov random elds and minimax entropy learning [41], and II). Generative methods, such as principal component analysis, independent component analysis [2], transformed component analysis [11], wavelet coding [27, 5], and sparse coding [30, 24]. In this paper, we demonstrate the integrated framework by constructing a class of hierarchical...
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