Scale-selective and noise-robust extended local binary pattern for texture classification

Qiwu Luo, Jiaojiao Su, Chunhua Yang, Olli Silvén, Li Liu

Abstract: A novel texture descriptor to address both scale transformation and noise interference.•An extended LBP with lightweight feature dimension.•Maintains both macro and micro descriptive information in the spatial and spectral domains.•Outperforms thirty classical LPB variants as well as eight typical deep learning methods.•Experiments on five public databases and one fresh texture database.