REFLACX (Reports and eye-tracking data for localization of abnormalities in chest x-rays)

REFLACX 数据集包含五位放射科医生对 3,032 次胸部 X 射线读数的眼动追踪数据。口述报告被转录并具有与眼动追踪数据同步的时间戳。异常定位标签的成本非常高，而眼动追踪数据的收集和隐式定位标签的报告可能是扩大数据收集的替代方案。这些数据的潜在用途之一是对训练计算机视觉模型进行额外监督。有关更多详细信息，请查看 Physionet 页面和数据集描述文件（“REFLACX，用于定位胸部 X 射线异常的报告和眼动追踪数据数据集”）。

The REFLACX dataset contains eye-tracking data from 3,032 chest X-ray readings conducted by five radiologists. Dictated reports have been transcribed and paired with timestamps synchronized to the eye-tracking data. Acquiring anomaly localization labels incurs extremely high costs, whereas collecting eye-tracking data alongside reports with implicitly localized labels may serve as an alternative to scaling up data collection. One potential application of this dataset is to provide additional supervision for training computer vision models. For more details, please refer to the PhysioNet page and the dataset description document titled "REFLACX: A Dataset of Reports and Eye-Tracking Data for Localizing Chest X-ray Abnormalities".

搜集汇总

背景与挑战

背景概述

REFLACX数据集提供了五位放射科医生对3,032次胸部X射线读数的眼动追踪数据和口述报告，这些数据具有同步时间戳，可用于异常定位。该数据集旨在通过收集眼动追踪和报告数据来扩大数据规模，为训练计算机视觉模型提供额外监督。