In this paper we present a descriptor for texture classification based on the histogram of a local measure of the color contrast. The descriptor has been concatenated to several other color and intensity texture descriptors in the state of the art and has been experimented on three datasets. Results show, in nearly every case, a performance improvement with respect to results achieved by baseline methods thus demonstrating the effectiveness of the proposed texture features. The descriptor has also demonstrated to be robust with respect to global changes in lighting conditions. © 2013 SPIE-IS&T.

Cusano, C., Napoletano, P., Schettini, R. (2013). Intensity and color descriptors for texture classification. In Proceedings of SPIE - The International Society for Optical Engineering [10.1117/12.2006070].

Intensity and color descriptors for texture classification

NAPOLETANO, PAOLO
Secondo
;
SCHETTINI, RAIMONDO
Ultimo
2013

Abstract

In this paper we present a descriptor for texture classification based on the histogram of a local measure of the color contrast. The descriptor has been concatenated to several other color and intensity texture descriptors in the state of the art and has been experimented on three datasets. Results show, in nearly every case, a performance improvement with respect to results achieved by baseline methods thus demonstrating the effectiveness of the proposed texture features. The descriptor has also demonstrated to be robust with respect to global changes in lighting conditions. © 2013 SPIE-IS&T.
paper
Color contrast map; Color texture classification; Illuminant invariant descriptors; Applied Mathematics; Computer Science Applications1707 Computer Vision and Pattern Recognition; Electrical and Electronic Engineering; Electronic, Optical and Magnetic Materials; Condensed Matter Physics
English
Image Processing: Machine Vision Applications VI
2013
Bingham, PR
Proceedings of SPIE - The International Society for Optical Engineering
978-081949434-4
2013
8661
866113
none
Cusano, C., Napoletano, P., Schettini, R. (2013). Intensity and color descriptors for texture classification. In Proceedings of SPIE - The International Society for Optical Engineering [10.1117/12.2006070].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/56739
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