The auxiliary material contains Supplemental Material, a single pdf file. It contains relevant analysis and experimental results that we did not report in the main manuscript. They are: Analysis of network complexity and input resolution on gaze estimation performance, an evaluation study of our dataset against one existing dataset (UnityEye), a detailed information on the pupil localization experiment.