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A Generalized Probabilistic Framework for Compact Codebook Creation

Liu, Lingqiao; Wang, Lei; Shen, Chunhua


Compact and discriminative visual codebooks are preferred in many visual recognition tasks. In the literature, a few researchers have taken the approach of hierarchically merging visual words of a initial large-size code-book, but implemented this idea with different merging criteria. In this work, we show that by defining different class-conditional distribution function and parameter estimation method, these merging criteria can be unified under a single probabilistic framework. More...[Show more]

CollectionsANU Research Publications
Date published: 2011
Type: Conference paper
Source: Graph connectivity in sparse subspace clustering
DOI: 10.1109/CVPR.2011.5995628


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