This article presents an explorative study with a smart glasses application developed to help visually impaired individuals to identify faces and facial expressions of emotion. The paper discusses three experiments in which different patients, suffering from distinct pathologies impairing vision, tested our application. These preliminary studies demonstrate the feasibility and usefulness of visual prostheses for face and emotion identification, and offer novel and interesting directions for future wearable see-through devices.