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几何失真对人脸识别性能的影响。

Effects of geometric distortions on face-recognition performance.

作者信息

Hole Graham J, George Patricia A, Eaves Karen, Rasek Ayman

机构信息

School of Cognitive and Computing Sciences, University of Sussex, Falmer, Brighton, UK.

出版信息

Perception. 2002;31(10):1221-40. doi: 10.1068/p3252.

Abstract

The importance of 'configural' processing for face recognition is now well established, but it remains unclear precisely what it entails. Through four experiments we attempted to clarify the nature of configural processing by investigating the effects of various affine transformations on the recognition of familiar faces. Experiment 1 showed that recognition was markedly impaired by inversion of faces, somewhat impaired by shearing or horizontally stretching them, but unaffected by vertical stretching of faces to twice their normal height. In experiment 2 we investigated vertical and horizontal stretching in more detail, and found no effects of either transformation. Two further experiments were performed to determine whether participants were recognising stretched faces by using configural information. Experiment 3 showed that nonglobal vertical stretching of faces (stretching either the top or the bottom half while leaving the remainder undistorted) impaired recognition, implying that configural information from the stretched part of the face was influencing the process of recognition--ie that configural processing involves global facial properties. In experiment 4 we examined the effects of Gaussian blurring on recognition of undistorted and vertically stretched faces. Faces remained recognisable even when they were both stretched and blurred, implying that participants were basing their judgments on configural information from these stimuli, rather than resorting to some strategy based on local featural details. The tolerance of spatial distortions in human face recognition suggests that the configural information used as a basis for face recognition is unlikely to involve information about the absolute position of facial features relative to each other, at least not in any simple way.

摘要

“构型”加工对面部识别的重要性现已得到充分证实,但具体涉及哪些方面仍不清楚。通过四项实验,我们试图通过研究各种仿射变换对熟悉面孔识别的影响来阐明构型加工的本质。实验1表明,面孔倒置会显著损害识别,面孔剪切或水平拉伸会造成一定损害,但面孔垂直拉伸至正常高度的两倍则不会影响识别。在实验2中,我们更详细地研究了垂直和水平拉伸,并未发现这两种变换有任何影响。我们又进行了两项实验,以确定参与者是否通过使用构型信息来识别拉伸后的面孔。实验3表明,面孔的非全局垂直拉伸(拉伸上半部分或下半部分,而其余部分不变形)会损害识别,这意味着来自面孔拉伸部分的构型信息正在影响识别过程——即构型加工涉及面部整体属性。在实验4中,我们研究了高斯模糊对未变形和垂直拉伸面孔识别的影响。即使面孔既被拉伸又被模糊处理,仍可被识别,这表明参与者是基于这些刺激的构型信息进行判断的,而不是采用基于局部特征细节的某种策略。人类面部识别对空间扭曲的耐受性表明,用作面部识别基础的构型信息不太可能涉及面部特征彼此之间的绝对位置信息,至少不是以任何简单的方式涉及。

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