Generating facial expression adversarial examples based on saliency map

作者：

Highlights：

• A novel method that facial expression saliency maps are proposed to generate facial expression adversarial examples.

• The OMIM is proposed to help facial expression saliency maps accelerate to generate facial expression adversarial examples.

• Our method is superior to other attack methods, such as FGSM, PGD, BIM, CW.

摘要

Highlights•A novel method that facial expression saliency maps are proposed to generate facial expression adversarial examples.•The OMIM is proposed to help facial expression saliency maps accelerate to generate facial expression adversarial examples.•Our method is superior to other attack methods, such as FGSM, PGD, BIM, CW.

论文关键词：Adversarial example,Facial expression adversarial example,Saliency map,Facial expression recognition

论文评审过程：Received 11 January 2021, Revised 30 August 2021, Accepted 5 October 2021, Available online 25 October 2021, Version of Record 2 November 2021.

论文官网地址：https://doi.org/10.1016/j.imavis.2021.104318