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Reference-Based Scheme Combined With K-SVD for Scene Image Categorization

Published on Jan 1, 2013in IEEE Signal Processing Letters3.27
· DOI :10.1109/LSP.2012.2228852
Qun Li2
Estimated H-index: 2
(Beijing University of Posts and Telecommunications),
Honggang Zhang14
Estimated H-index: 14
(Beijing University of Posts and Telecommunications)
+ 2 AuthorsLe An18
Estimated H-index: 18
(UCR: University of California, Riverside)
Abstract
A reference-based algorithm for scene image categorization is presented in this letter. In addition to using a reference-set for images representation, we also associate the reference-set with training data in sparse codes during the dictionary learning process. The reference-set is combined with the reconstruction error to form a unified objective function. The optimal solution is efficiently obtained using the K-SVD algorithm. After dictionaries are constructed, Locality-constrained Linear Coding (LLC) features of images are extracted. Then, we represent each image feature vector using the similarities between the image and the reference-set, leading to a significant reduction of the dimensionality in the feature space. Experimental results demonstrate that our method achieves outstanding performance.
  • References (14)
  • Citations (22)
References14
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