Novel methods of image description and ensemble of classifiers in application to mammogram analysis

作者:

Highlights:

• We developed system for automatic recognition of mammograms using ensemble of classifiers.

• We defined novel descriptors representing mammographic images in more class discriminating way.

• The results of experiments on large DDSM database confirmed high efficiency of system.

摘要

•We developed system for automatic recognition of mammograms using ensemble of classifiers.•We defined novel descriptors representing mammographic images in more class discriminating way.•The results of experiments on large DDSM database confirmed high efficiency of system.

论文关键词:Mammograms,Numerical descriptors,Non-negative matrix factorization,Image analysis,Class recognition

论文评审过程:Received 24 November 2016, Revised 13 March 2017, Accepted 14 March 2017, Available online 16 March 2017, Version of Record 30 March 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.03.031