Dynamic adversarial domain adaptation based on multikernel maximum mean discrepancy for breast ultrasound image classification

作者:

Highlights:

• MK_DAAN is proposed for breast ultrasound image classification.

• An adaptive layer is added to MK_DAAN to further align the feature distribution.

• MK_DAAN adopts MK-MMD in the adaptive distance measurement.

摘要

•MK_DAAN is proposed for breast ultrasound image classification.•An adaptive layer is added to MK_DAAN to further align the feature distribution.•MK_DAAN adopts MK-MMD in the adaptive distance measurement.

论文关键词:Deep transfer learning,Breast ultrasound image,Adversarial domain adaptive,Unsupervised domain adaptation

论文评审过程:Received 15 February 2022, Revised 10 May 2022, Accepted 22 June 2022, Available online 28 June 2022, Version of Record 1 July 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.117978