Motasem Alfarra

Towards Assessing and Characterizing the Semantic Robustness of Face Recognition

2022 · arXiv (Cornell University)

Deep Neural Networks (DNNs) lack robustness against imperceptible perturbations to their input. Face Recognition Models (FRMs) based on DNNs inherit this vulnerability. We propose a methodology for assessing and characterizing the robustness of FRMs against …

Online Distillation with Continual Learning for Cyclic Domain Shifts

2023

In recent years, online distillation has emerged as a powerful technique for adapting real-time deep neural networks on the fly using a slow, but accurate teacher model. However, a major challenge in online distillation is …