TY - GEN
T1 - Incorporating two first order moments into LBP-based operator for texture categorization
AU - Nguyen, Thanh Phuong
AU - Manzanera, Antoine
N1 - Publisher Copyright:
© 2015, Springer International Publishing Switzerland.
PY - 2015/1/1
Y1 - 2015/1/1
N2 - Within different techniques for texture modelling and recognition, local binary patterns and its variants have received much interest in recent years thanks to their low computational cost and high discrimination power. We propose a new texture description approach, whose principle is to extend the LBP representation from the local gray level to the regional distribution level. The region is represented by pre-defined structuring element, while the distribution is approximated using the two first statistical moments. Experimental results on four large texture databases, including Outex, KTH-TIPS 2b, CUReT and UIUC show that our approach significantly improves the performance of texture representation and classification with respect to comparable methods.
AB - Within different techniques for texture modelling and recognition, local binary patterns and its variants have received much interest in recent years thanks to their low computational cost and high discrimination power. We propose a new texture description approach, whose principle is to extend the LBP representation from the local gray level to the regional distribution level. The region is represented by pre-defined structuring element, while the distribution is approximated using the two first statistical moments. Experimental results on four large texture databases, including Outex, KTH-TIPS 2b, CUReT and UIUC show that our approach significantly improves the performance of texture representation and classification with respect to comparable methods.
U2 - 10.1007/978-3-319-16628-5_38
DO - 10.1007/978-3-319-16628-5_38
M3 - Conference contribution
AN - SCOPUS:84941254067
SN - 9783319166278
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 527
EP - 540
BT - Computer Vision - ACCV 2014 Workshops - Revised Selected Papers
A2 - Jawahar, C.V.
A2 - Shan, Shiguang
PB - Springer Verlag
T2 - 12th Asian Conference on Computer Vision, ACCV 2014
Y2 - 1 November 2014 through 2 November 2014
ER -