Reflection and Rotation Invariant Uniform Patterns for Texture Classification

Chao LIANG; Wenming YANG; Fei ZHOU; Qingmin LIAO

doi:10.1587/transinf.2015EDL8193

Reflection and Rotation Invariant Uniform Patterns for Texture Classification

Chao LIANG, Wenming YANG, Fei ZHOU, Qingmin LIAO

Full Text Views

0

Share
Cite this

Summary :

In this letter, we propose a novel texture descriptor that takes advantage of an anisotropic neighborhood. A brand new encoding scheme called Reflection and Rotation Invariant Uniform Patterns (rriu2) is proposed to explore local structures of textures. The proposed descriptor is called Oriented Local Binary Patterns (OLBP). OLBP may be incorporated into other varieties of Local Binary Patterns (LBP) to obtain more powerful texture descriptors. Experimental results on CUReT and Outex databases show that OLBP not only significantly outperforms LBP, but also demonstrates great robustness to rotation and illuminant changes.

Publication: IEICE TRANSACTIONS on Information Vol.E99-D No.5 pp.1400-1403

Publication Date: 2016/05/01

Publicized: 2016/02/05

Online ISSN: 1745-1361

DOI: 10.1587/transinf.2015EDL8193

Type of Manuscript: LETTER

Category: Image Recognition, Computer Vision

Authors

Chao LIANG
  Tsinghua University,Shenzhen Key Laboratory of Information Science and Technology,Tsinghua-PolyU Biometrics Joint Lab
Wenming YANG
  Tsinghua University,Shenzhen Key Laboratory of Information Science and Technology,Tsinghua-PolyU Biometrics Joint Lab
Fei ZHOU
  Tsinghua University,Shenzhen Key Laboratory of Information Science and Technology,Tsinghua-PolyU Biometrics Joint Lab
Qingmin LIAO
  Tsinghua University,Shenzhen Key Laboratory of Information Science and Technology,Tsinghua-PolyU Biometrics Joint Lab

Keyword

Oriented Local Binary Patterns (OLBP), LBP, Completed LBP, texture classification

Cite this

Copy

Chao LIANG, Wenming YANG, Fei ZHOU, Qingmin LIAO, "Reflection and Rotation Invariant Uniform Patterns for Texture Classification" in IEICE TRANSACTIONS on Information, vol. E99-D, no. 5, pp. 1400-1403, May 2016, doi: 10.1587/transinf.2015EDL8193.
Abstract: In this letter, we propose a novel texture descriptor that takes advantage of an anisotropic neighborhood. A brand new encoding scheme called Reflection and Rotation Invariant Uniform Patterns (rriu2) is proposed to explore local structures of textures. The proposed descriptor is called Oriented Local Binary Patterns (OLBP). OLBP may be incorporated into other varieties of Local Binary Patterns (LBP) to obtain more powerful texture descriptors. Experimental results on CUReT and Outex databases show that OLBP not only significantly outperforms LBP, but also demonstrates great robustness to rotation and illuminant changes.
URL: https://globals.ieice.org/en_transactions/information/10.1587/transinf.2015EDL8193/_p

Copy

@ARTICLE{e99-d_5_1400,
author={Chao LIANG, Wenming YANG, Fei ZHOU, Qingmin LIAO, },
journal={IEICE TRANSACTIONS on Information},
title={Reflection and Rotation Invariant Uniform Patterns for Texture Classification},
year={2016},
volume={E99-D},
number={5},
pages={1400-1403},
abstract={In this letter, we propose a novel texture descriptor that takes advantage of an anisotropic neighborhood. A brand new encoding scheme called Reflection and Rotation Invariant Uniform Patterns (rriu2) is proposed to explore local structures of textures. The proposed descriptor is called Oriented Local Binary Patterns (OLBP). OLBP may be incorporated into other varieties of Local Binary Patterns (LBP) to obtain more powerful texture descriptors. Experimental results on CUReT and Outex databases show that OLBP not only significantly outperforms LBP, but also demonstrates great robustness to rotation and illuminant changes.},
keywords={},
doi={10.1587/transinf.2015EDL8193},
ISSN={1745-1361},
month={May},}

Copy

TY - JOUR
TI - Reflection and Rotation Invariant Uniform Patterns for Texture Classification
T2 - IEICE TRANSACTIONS on Information
SP - 1400
EP - 1403
AU - Chao LIANG
AU - Wenming YANG
AU - Fei ZHOU
AU - Qingmin LIAO
PY - 2016
DO - 10.1587/transinf.2015EDL8193
JO - IEICE TRANSACTIONS on Information
SN - 1745-1361
VL - E99-D
IS - 5
JA - IEICE TRANSACTIONS on Information
Y1 - May 2016
AB - In this letter, we propose a novel texture descriptor that takes advantage of an anisotropic neighborhood. A brand new encoding scheme called Reflection and Rotation Invariant Uniform Patterns (rriu2) is proposed to explore local structures of textures. The proposed descriptor is called Oriented Local Binary Patterns (OLBP). OLBP may be incorporated into other varieties of Local Binary Patterns (LBP) to obtain more powerful texture descriptors. Experimental results on CUReT and Outex databases show that OLBP not only significantly outperforms LBP, but also demonstrates great robustness to rotation and illuminant changes.
ER -