School of Psychology, University of Wollongong, Wollongong, New South Wales, Australia.
PLoS One. 2018 Dec 28;13(12):e0209927. doi: 10.1371/journal.pone.0209927. eCollection 2018.
It can be difficult to recognise new instances of an unfamiliar face. Recognition errors in this particular situation appear to be viewpoint dependent with error rates increasing with the angular distance between the face views. Studies using front views for comparison have shown that recognising faces rotated in yaw can be difficult and that recognition of faces rotated in pitch is more challenging still. Here we investigate the extent to which viewpoint dependent face recognition depends on the comparison view. Participants were assigned to one of four different comparison view groups: front, ¾ yaw (right), ¾ pitch-up (above) or ¾ pitch-down (below). On each trial, participants matched their particular comparison view to a range of yaw or pitch rotated test views. Results showed that groups with a front or ¾ yaw comparison view had superior overall performance and more successful generalisation to a broader range of both pitch and yaw test views compared to groups with pitch-up or pitch-down comparison views, both of which had a very restricted generalisation range. Regression analyses revealed the importance of image similarity between views for generalisation, with a lesser role for 3D face depth. These findings are consistent with a view interpolation solution to view generalisation of face recognition, with front and ¾ yaw views being most informative.
识别不熟悉的人脸新实例可能会很困难。在这种特殊情况下的识别错误似乎依赖于视角,错误率随着人脸视图之间的角度距离增加而增加。使用正面视图进行比较的研究表明,识别在偏航中旋转的人脸可能很困难,而识别在俯仰中旋转的人脸则更加具有挑战性。在这里,我们研究了视角依赖的人脸识别在多大程度上取决于比较视图。参与者被分配到四个不同的比较视图组之一:正面、3/4 偏航(右侧)、3/4 俯仰向上(上方)或 3/4 俯仰向下(下方)。在每次试验中,参与者将他们特定的比较视图与一系列偏航或俯仰旋转的测试视图进行匹配。结果表明,与俯仰向上或俯仰向下的比较视图组相比,具有正面或 3/4 偏航比较视图的组整体表现更好,并且对更广泛的俯仰和偏航测试视图的泛化更成功,而后者的泛化范围非常有限。回归分析揭示了视图间图像相似性对泛化的重要性,而 3D 人脸深度的作用较小。这些发现与人脸识别的视图泛化的视图插值解决方案一致,正面和 3/4 偏航视图是最有信息量的。