Deep neural system for supporting tumor recognition of mammograms using modified GAN

作者:

Highlights:

• We presented deep CNN system supported by modified GAN for recognition of mammogram images.

• We developed special deep architecture for AGAN responsible for enhancing the differences among mammograms.

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

摘要

•We presented deep CNN system supported by modified GAN for recognition of mammogram images.•We developed special deep architecture for AGAN responsible for enhancing the differences among mammograms.•The results of experiments on large DDSM database have confirmed very high efficiency of system.

论文关键词:Deep learning,GAN,CNN,Mammogram recognition

论文评审过程:Received 15 November 2019, Revised 10 August 2020, Accepted 2 September 2020, Available online 17 September 2020, Version of Record 23 September 2020.

论文官网地址:https://doi.org/10.1016/j.eswa.2020.113968