Figure 1. In our dataset of photos taken from front-facing cameras of smartphones used in the wild, the face is visible in only 29% of the cases. However, the eyes, and not the whole face, are visible 48% of the time. We derive multiple implications for face and eye detection on mobile devices. For example, our analysis suggests that gaze estimation on mobile devices should rely less on full-face images but estimate gaze based on the eyes only instead.