Feature extraction on local jet space for texture classification

Marcos William da Silva Oliveira, Núbia Rosa da Silva, Antoine Manzanera and Odemir Martinez Bruno

Physica A: Statistical Mechanics and its Applications, 2015, vol. 439, issue C, 160-170

Abstract: The proposal of this study is to analyze the texture pattern recognition over the local jet space looking forward to improve the texture characterization. Local jets decompose the image based on partial derivatives allowing the texture feature extraction be exploited in different levels of geometrical structures. Each local jet component evidences a different local pattern, such as, flat regions, directional variations and concavity or convexity. Subsequently, a texture descriptor is used to extract features from 0th, 1st and 2nd-derivative components. Four well-known databases (Brodatz, Vistex, Usptex and Outex) and four texture descriptors (Fourier descriptors, Gabor filters, Local Binary Pattern and Local Binary Pattern Variance) were used to validate the idea, showing in most cases an increase of the success rates.

Keywords: Local jet space; Pattern recognition; Texture; Image analysis (search for similar items in EconPapers)
Date: 2015
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Citations: View citations in EconPapers (1)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:439:y:2015:i:c:p:160-170

DOI: 10.1016/j.physa.2015.06.046

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