Analysis of tissue abnormality and breast density in mammographic images using a uniform local directional pattern

作者:

Highlights:

• We propose a simple and robust local descriptor of breast tissues in mammograms called ULDP.

• ULDP is evaluated in the task of mass/normal breast tissue classification.

• ULDP is evaluated in the task of breast tissue density classification.

• The results are comparable to the state-of-the-art methods on two databases.

摘要

•We propose a simple and robust local descriptor of breast tissues in mammograms called ULDP.•ULDP is evaluated in the task of mass/normal breast tissue classification.•ULDP is evaluated in the task of breast tissue density classification.•The results are comparable to the state-of-the-art methods on two databases.

论文关键词:Breast cancer,Breast density,Mammogram,Classification,Feature extraction

论文评审过程:Received 22 December 2014, Revised 27 July 2015, Accepted 28 July 2015, Available online 7 August 2015, Version of Record 27 September 2015.

论文官网地址:https://doi.org/10.1016/j.eswa.2015.07.072