Local binary features for texture classification: Taxonomy and experimental study

• Published in: Pattern recognition Vol. 62; pp. 135 - 160
• Main Authors: Liu, Li, Fieguth, Paul, Guo, Yulan, Wang, Xiaogang, Pietikäinen, Matti
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2017
• Subjects: Deep learning; Local Binary Pattern; Noise robustness; Rotation invariance; Texture classification; Local Binary Pattern; Deep learning; Texture classification; Noise robustness; Rotation invariance

Local Binary Patterns (LBP) have emerged as one of the most prominent and widely studied local texture descriptors. Truly a large number of LBP variants has been proposed, to the point that it can become overwhelming to grasp their respective strengths and weaknesses, and there is a need for a compr...