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基于数据的面部热响应分析和受试者多模态生理一致性。

Data-driven analysis of facial thermal responses and multimodal physiological consistency among subjects.

机构信息

QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia.

School of Medicine, The University of Queensland, Brisbane, Australia.

出版信息

Sci Rep. 2021 Jun 8;11(1):12059. doi: 10.1038/s41598-021-91578-5.

Abstract

Facial infra-red imaging (IRI) is a contact-free technique complimenting the traditional psychophysiological measures to characterize physiological profile. However, its full potential in affective research is arguably unmet due to the analytical challenges it poses. Here we acquired facial IRI data, facial expressions and traditional physiological recordings (heart rate and skin conductance) from healthy human subjects whilst they viewed a 20-min-long unedited emotional movie. We present a novel application of motion correction and the results of spatial independent component analysis of the thermal data. Three distinct spatial components are recovered associated with the nose, the cheeks and respiration. We first benchmark this methodology against a traditional nose-tip region-of-interest based technique showing an expected similarity of signals extracted by these methods. We then show significant correlation of all the physiological responses across subjects, including the thermal signals, suggesting common dynamic shifts in emotional state induced by the movie. In sum, this study introduces an innovative approach to analyse facial IRI data and highlights the potential of thermal imaging to robustly capture emotion-related changes induced by ecological stimuli.

摘要

面部近红外成像(IRI)是一种非接触式技术,可补充传统的心理生理学测量方法,以描绘生理特征。然而,由于它带来的分析挑战,它在情感研究中的全部潜力可以说是尚未得到充分发挥。在这里,我们从健康的人类受试者那里获得了面部 IRI 数据、面部表情和传统的生理记录(心率和皮肤电导率),同时他们观看了一部 20 分钟长的未经编辑的情感电影。我们提出了一种新的运动校正方法的应用,以及对热数据的空间独立成分分析的结果。恢复了三个与鼻子、脸颊和呼吸相关的不同的空间成分。我们首先将该方法与基于传统鼻尖感兴趣区域的技术进行基准测试,显示出这些方法提取的信号具有预期的相似性。然后,我们显示了所有生理反应在受试者之间的显著相关性,包括热信号,这表明电影引起的情绪状态的共同动态变化。总之,这项研究介绍了一种分析面部 IRI 数据的创新方法,并强调了热成像技术在稳健地捕捉由生态刺激引起的与情绪相关的变化方面的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fbd8/8187483/577deb6e8b64/41598_2021_91578_Fig1_HTML.jpg

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