TY - GEN
T1 - Computing local binary patterns on discrete manifolds
AU - Werghi, Naoufel
AU - Berretti, Stefano
AU - Bimbo, Alberto Del
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014/12/4
Y1 - 2014/12/4
N2 - In this paper, we present a novel and original framework for computing Local Binary Pattern (LBP)-like patterns on a triangular mesh manifold. This framework, that we called mesh-LBP, can be adapted to all the LBP variants employed in 2D image analysis. As such, it allows extending the related techniques to mesh surfaces. First, we describe the foundations, the construction and the features of the mesh-LBP. In the experiments, we first show evidence of the presence of the 'uniformity' aspect in the mesh-LBP patterns. Then, we report about the application of mesh-LBP to the problem of 3D texture-classification in comparison to standard 3D surface descriptors and show the mesh-LBP robustness to mesh irregularities.
AB - In this paper, we present a novel and original framework for computing Local Binary Pattern (LBP)-like patterns on a triangular mesh manifold. This framework, that we called mesh-LBP, can be adapted to all the LBP variants employed in 2D image analysis. As such, it allows extending the related techniques to mesh surfaces. First, we describe the foundations, the construction and the features of the mesh-LBP. In the experiments, we first show evidence of the presence of the 'uniformity' aspect in the mesh-LBP patterns. Then, we report about the application of mesh-LBP to the problem of 3D texture-classification in comparison to standard 3D surface descriptors and show the mesh-LBP robustness to mesh irregularities.
UR - http://www.scopus.com/inward/record.url?scp=84919941226&partnerID=8YFLogxK
U2 - 10.1109/ICPR.2014.509
DO - 10.1109/ICPR.2014.509
M3 - Conference contribution
AN - SCOPUS:84919941226
T3 - Proceedings - International Conference on Pattern Recognition
SP - 2430
EP - 2435
BT - Proceedings - International Conference on Pattern Recognition
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 22nd International Conference on Pattern Recognition, ICPR 2014
Y2 - 24 August 2014 through 28 August 2014
ER -