Adversarial Training for Face Recognition Systems using Contrastive Adversarial Learning and Triplet Loss Fine-tuning

no code implementations • 9 Oct 2021 • Nazmul Karim, Umar Khalid, Nick Meeker, Sarinda Samarasinghe

Through comparing adversarial robustness achieved without adversarial training, with triplet loss adversarial training, and our contrastive pre-training combined with triplet loss adversarial fine-tuning, we find that our method achieves comparable results with far fewer epochs re-quired during fine-tuning.

Adversarial Robustness Face Recognition