Atari-HEAD

Atari-HEAD代表Atari人类眼睛跟踪和演示数据集，它是玩Atari视频游戏的对象的身体运动和眼睛运动的集合。从4个受试者收集数据，175 16个游戏的15分钟试用视频，以及总共297万帧/演示。注视数据由眼线1000眼动仪在1000Hz下收集。对于每个游戏帧，记录相应的图像帧，按键动作，做出该动作的反应时间，注视位置以及环境返回的立即奖励。受试者是熟悉游戏的业余选手，只能玩15分钟，并要求在下一次审判之前休息至少15分钟。Atari-HEAD stands for Atari Human Eye Tracking and Demonstration Dataset, which is a collection of bodily and eye movement data from subjects playing Atari video games. Data was collected from 4 subjects, including 15-minute trial videos for 16 games (totaling 175 segments), as well as a total of 2.97 million frames/demonstrations. Gaze data was collected using the EyeLink 1000 eye tracker at a sampling rate of 1000 Hz. For each game frame, the corresponding image frame, key press actions, reaction time of the action, gaze position, and the immediate reward returned by the environment are recorded. The subjects were familiar amateur players of the games, each only played for 15 minutes, and were required to rest for at least 15 minutes before the next trial.

搜集汇总

背景与挑战

背景概述

Atari-HEAD是一个记录Atari游戏玩家身体和眼睛运动的高精度数据集，包含4名受试者在16个游戏中的297万帧数据，涵盖游戏帧、按键动作、注视位置等多维度信息。数据集由Google、北京大学等机构联合发布，具有科研和应用价值。