Atari-HEAD 人类眼球追踪和演示数据集

Atari-HEAD 全称 Atari Human Eye-Tracking and Demonstration Dataset，是受试者玩 Atari 视频游戏时肢体动作和眼球运动的集合数据集。数据从 4 名受试者、 16 个游戏的 175 个 15 分钟的试验视频和总共 297 万帧/演示中收集。凝视数据由 EyeLink 1000 眼球追踪器以 1000Hz 的频率采集。对于每一个游戏帧，其对应的图像帧、按键动作、做出该动作的反应时间、凝视位置以及由环境返回的即时奖励都被记录下来。受试者是熟悉这些游戏的业余玩家，只被允许玩 15 分钟，并被要求在下一次试验前至少休息 15 分钟。

Atari-HEAD, officially termed the Atari Human Eye-Tracking and Demonstration Dataset, is a curated dataset collecting bodily motion and eye-tracking data from human participants while they play Atari video games. Data was gathered from 175 15-minute trial videos across 16 games involving 4 participants, amounting to a total of 2.97 million frames or demonstrations. Gaze data was sampled at 1000 Hz using an EyeLink 1000 eye tracker. For each game frame, the corresponding image frame, key press actions, reaction time for each action, gaze position, and the immediate reward provided by the in-game environment are all recorded. The participants were amateur players familiar with these games, who were only allowed to play for 15 minutes per session and required to rest for at least 15 minutes before starting the next trial.

搜集汇总

背景与挑战

背景概述

Atari-HEAD 是一个包含人类玩Atari视频游戏时的眼球追踪和演示动作的数据集，涵盖4名受试者在16个游戏中的175个试验，总数据量达297万帧。该数据集详细记录了游戏图像、按键动作、反应时间、凝视位置（以1000Hz频率采集）和即时奖励，适用于机器视觉、动作识别和目标检测等研究领域。