Local binary circumferential and radial derivative pattern for texture classification

作者:

Highlights:

• Motivated by gradients polar coordinate representation and its discrete approximation.

• Investigating the theoretical scheme of local differential approximation to build feature.

• Circumferential and radial derivatives pattern to capture tangential and radial information of derivatives, respectively.

• New descriptor is built based on radial plus tangential components and derivative information.

• Our approach produces high classification performance on several texture databases.

摘要

•Motivated by gradients polar coordinate representation and its discrete approximation.•Investigating the theoretical scheme of local differential approximation to build feature.•Circumferential and radial derivatives pattern to capture tangential and radial information of derivatives, respectively.•New descriptor is built based on radial plus tangential components and derivative information.•Our approach produces high classification performance on several texture databases.

论文关键词:Texture classification,Local binary pattern,Circumferential derivative pattern,Radial derivative pattern,Local binary circumferential and radial Derivative pattern,Radial and tangential information

论文评审过程:Received 28 June 2016, Revised 12 December 2016, Accepted 28 January 2017, Available online 1 February 2017, Version of Record 25 March 2017.

论文官网地址:https://doi.org/10.1016/j.patcog.2017.01.034