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Dana H Ballard

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

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Mar 15, 2019
Ruohan Zhang, Zhuode Liu, Lin Guan, Luxin Zhang, Mary M Hayhoe, Dana H Ballard

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We introduce a large-scale dataset of human actions and eye movements while playing Atari videos games. The dataset currently has 44 hours of gameplay data from 16 games and a total of 2.97 million demonstrated actions. Human subjects played games in a frame-by-frame manner to allow enough decision time in order to obtain near-optimal decisions. This dataset could be potentially used for research in imitation learning, reinforcement learning, and visual saliency.

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