Pain expression as a biometric: Why patients' self-reported pain doesn't match with the objectively measured pain?

M. A. Haque, Kamal Nasrollahi, T. Moeslund
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引用次数: 1

Abstract

Developing a vision-based efficient and automatic pain intensity measurement system requires the understanding of the relationship between self-reported pain intensity and pain expression in the facial videos. In this paper, we first demonstrate how pain expression in facial video frames may not match with the self-reported score. This is because the pain and non-pain frames are not always visually distinctive; though the self-report tells different story of having pain and non-pain status. On the other hand previous studies reported that general facial expressions can be used as biometrics. Thus, in this paper we investigated the relevance of pain expression from facial video to be used as a biometric or soft-biometric trait. In order to do that, we employed a biometric person recognition scenario by using features obtained from the pain expression pattern found in the temporal axis of subjects' videos. The results confirmed that the pain expression patterns have distinctive features between the subjects of the UNBC McMaster shoulder pain database. We concluded that as the pain expression patterns have subjective features as a biometric, this can also cause the difference between self-reported pain level and the visually observed pain intensity level.
疼痛表达作为一种生物特征:为什么患者自我报告的疼痛与客观测量的疼痛不匹配?
开发一种基于视觉的高效、自动的疼痛强度测量系统需要了解面部视频中自我报告的疼痛强度与疼痛表达之间的关系。在本文中,我们首先证明了面部视频帧中的疼痛表达可能与自我报告得分不匹配。这是因为疼痛和非疼痛框架在视觉上并不总是不同的;尽管自我报告讲述了疼痛和非疼痛状态的不同故事。另一方面,以前的研究报道,一般的面部表情可以用作生物识别。因此,在本文中,我们研究了面部视频中疼痛表情作为生物特征或软生物特征的相关性。为了做到这一点,我们采用了一个生物特征的人识别场景,通过使用从受试者视频的时间轴中发现的疼痛表达模式获得的特征。结果证实,疼痛表达模式在UNBC麦克马斯特肩部疼痛数据库的受试者之间具有独特的特征。我们得出结论,由于疼痛表达模式具有主观特征作为生物特征,这也可能导致自我报告的疼痛水平和视觉观察到的疼痛强度水平之间的差异。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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