The following paper was accepted to CVPR 2021 Workshop on Beyond Fairness. S. Kogure, K. Watabe, R. Yamada, Y. Aoki, A. Nakamura, H. Kataoka, “Robust Self-Trained Person Detection for Vulnerable Road Users”