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人类视觉中物体相似性的表征:心理物理学与计算模型。

Representation of object similarity in human vision: psychophysics and a computational model.

作者信息

Cutzu F, Edelman S

机构信息

Department of Applied Mathematics and Computer Science, Weizmann Institute of Science, Rehovot, Israel.

出版信息

Vision Res. 1998 Aug;38(15-16):2229-57. doi: 10.1016/s0042-6989(97)00186-7.

Abstract

We report results from perceptual judgment, delayed matching to sample and long-term memory recall experiments, which indicate that the human visual system can support metrically veridical representations of similarities among 3D objects. In all the experiments, animal-like computer-rendered stimuli formed regular planar configurations in a common 70-dimensional parameter space. These configurations were fully recovered by multidimensional scaling from proximity tables derived from the subject data. We show that such faithful representation of similarity is possible if shapes are encoded by their similarities to a number of reference (prototypical) shapes, as in the computational model that accompanies the psychophysical data.

摘要

我们报告了感知判断、延迟样本匹配和长期记忆回忆实验的结果,这些结果表明人类视觉系统能够支持对三维物体之间相似性的精确度量表示。在所有实验中,类似动物的计算机渲染刺激在一个共同的70维参数空间中形成规则的平面配置。这些配置通过多维缩放从源自受试者数据的邻近表中完全恢复。我们表明,如果形状通过它们与许多参考(原型)形状的相似性进行编码,就像心理物理学数据所伴随的计算模型那样,那么这种对相似性的忠实表示是可能的。

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