Atari-HEAD: Atari Human Eye-Tracking and Demonstration Dataset

Additionally, previous research has shown that and eye movements while playing Atari videos games. The given a task context, human visual attention is modulated dataset currently has 44 hours of gameplay data from 16 by reward [5, 9, 17]. In performing a familiar task, objects games and a total of 2.97 million demonstrated actions. Human with high potential reward or penalty attracts human attention subjects played games in a frame-by-frame manner to hence gaze indicates the momentary attentional priorities allow enough decision time in order to obtain near-optimal over multiple objects. Therefore the gaze could be a decisions. This dataset could be potentially used for research potentially useful intermediate learning signal for imitation in imitation learning, reinforcement learning, and learning.