The US Department of Homeland Security has carried out trials to test whether facial recognition algorithms could correctly identify masked individuals.

Mask detector running on a Jetson Nano 2GB using AlwaysAI toolkit for transfer learning on a face detection network -- showing a correctly detected un-masked face.