Measuring pupil diameter is vital for gaining insights into physiological and psychological states - traditionally captured by expensive, specialized equipment like Tobii eye-trackers and Pupillabs glasses. This paper presents a novel application that enables pupil diameter estimation using standard webcams, making the process accessible in everyday environments without specialized equipment. Our app estimates pupil diameters from videos and offers detailed analysis, including class activation maps, graphs of predicted left and right pupil diameters, and eye aspect ratios during blinks. This tool expands the accessibility of pupil diameter measurement, particularly in everyday settings, benefiting fields like human behavior research and healthcare. Additionally, we present a new open source dataset for pupil diameter estimation using webcam images containing cropped eye images and corresponding pupil diameter measurements.
翻译:瞳孔直径测量对于洞察生理和心理状态至关重要——传统上通过昂贵的专业设备(如Tobii眼动仪和Pupillabs眼镜)进行捕捉。本文提出了一种新型应用,能够利用标准网络摄像头实现瞳孔直径估计,使得该过程无需专业设备即可在日常环境中进行。我们的应用从视频中估计瞳孔直径,并提供详细分析,包括类别激活图、预测左右瞳孔直径图表以及眨眼时的眼睛纵横比。该工具拓展了瞳孔直径测量的可及性,特别是在日常环境中,有助于人类行为研究和医疗保健等领域。此外,我们提出了一个新的开源数据集,用于基于网络摄像头的瞳孔直径估计,包含裁剪后的眼部图像及相应的瞳孔直径测量值。