Critical features for the recognition of biological motion

被引:107
作者
Casile, A [1 ]
Giese, MA [1 ]
机构
[1] Univ Clin, Lab Act Representat & Learning, Dept Cognit Neurol, Hertie Inst Clin Brain Res, D-72072 Tubingen, Germany
来源
JOURNAL OF VISION | 2005年 / 5卷 / 04期
关键词
biological motion; action recognition; motion features; form features; pathways; principal components analysis; neural model;
D O I
10.1167/5.4.6
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Humans can perceive the motion of living beings from very impoverished stimuli like point-light displays. How the visual system achieves the robust generalization from normal to point-light stimuli remains an unresolved question. We present evidence on multiple levels demonstrating that this generalization might be accomplished by an extraction of simple mid-level optic flow features within coarse spatial arrangement, potentially exploiting relatively simple neural circuits: ( 1) A statistical analysis of the most informative mid-level features reveals that normal and point-light walkers share very similar dominant local optic flow features. ( 2) We devise a novel point-light stimulus ( critical features stimulus) that contains these features, and which is perceived as a human walker even though it is inconsistent with the skeleton of the human body. ( 3) A neural model that extracts only these critical features accounts for substantial recognition rates for strongly degraded stimuli. We conclude that recognition of biological motion might be accomplished by detecting mid-level optic flow features with relatively coarse spatial localization. The computationally challenging reconstruction of precise position information from degraded stimuli might not be required.
引用
收藏
页码:348 / 360
页数:13
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