Gradient local binary patterns for age group estimation

Jae Ho Jeon, Jae Young Lee, Ji Sang Bae, Jong-Ok Kim

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

In this paper, we propose a new texture descriptor GLBP (Gradient LBP) for age group estimation. LBP exploits the only signs of the gradients between a center pixel and its surrounding pixels in a local patch and it does not reflect their magnitudes. This fails LBP to describe local signal structure in detail. Motivated by this observation, we propose so called GLBP, which considers the magnitude as well as the sign of the gradient. Experimental results show that when the proposed method is applied to age group estimation, it can achieve higher classification rate than existing well-known texture descriptors.

Original languageEnglish
Title of host publicationProceedings of the International Symposium on Consumer Electronics, ISCE
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Print)9781479945924
DOIs
Publication statusPublished - 2014 Jan 1
Event18th IEEE International Symposium on Consumer Electronics, ISCE 2014 - Jeju, Korea, Republic of
Duration: 2014 Jun 222014 Jun 25

Other

Other18th IEEE International Symposium on Consumer Electronics, ISCE 2014
CountryKorea, Republic of
CityJeju
Period14/6/2214/6/25

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Textures
Pixels

ASJC Scopus subject areas

  • Engineering(all)

Cite this

Jeon, J. H., Lee, J. Y., Bae, J. S., & Kim, J-O. (2014). Gradient local binary patterns for age group estimation. In Proceedings of the International Symposium on Consumer Electronics, ISCE [6884445] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISCE.2014.6884445

Gradient local binary patterns for age group estimation. / Jeon, Jae Ho; Lee, Jae Young; Bae, Ji Sang; Kim, Jong-Ok.

Proceedings of the International Symposium on Consumer Electronics, ISCE. Institute of Electrical and Electronics Engineers Inc., 2014. 6884445.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Jeon, JH, Lee, JY, Bae, JS & Kim, J-O 2014, Gradient local binary patterns for age group estimation. in Proceedings of the International Symposium on Consumer Electronics, ISCE., 6884445, Institute of Electrical and Electronics Engineers Inc., 18th IEEE International Symposium on Consumer Electronics, ISCE 2014, Jeju, Korea, Republic of, 14/6/22. https://doi.org/10.1109/ISCE.2014.6884445
Jeon JH, Lee JY, Bae JS, Kim J-O. Gradient local binary patterns for age group estimation. In Proceedings of the International Symposium on Consumer Electronics, ISCE. Institute of Electrical and Electronics Engineers Inc. 2014. 6884445 https://doi.org/10.1109/ISCE.2014.6884445
Jeon, Jae Ho ; Lee, Jae Young ; Bae, Ji Sang ; Kim, Jong-Ok. / Gradient local binary patterns for age group estimation. Proceedings of the International Symposium on Consumer Electronics, ISCE. Institute of Electrical and Electronics Engineers Inc., 2014.
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