Skeletal representations of shape in the human visual cortex

被引:20
作者
Ayzenberg, Vladislav [1 ]
Kamps, Frederik S. [2 ]
Dilks, Daniel D. [3 ]
Lourenco, Stella F. [3 ]
机构
[1] Carnegie Mellon Univ, Dept Psychol, Pittsburgh, PA 15213 USA
[2] MIT, Dept Brain & Cognit Sci, E25-618, Cambridge, MA 02139 USA
[3] Emory Univ, Dept Psychol, Atlanta, GA 30322 USA
基金
美国国家卫生研究院;
关键词
fMRI; Perceptual organization; Object recognition; Medial axis; V3; Lateral occipital cortex (LO); OBJECT; RECOGNITION; ORIENTATION; COMPLEX; MONKEY; SCENE; AREAS; SENSITIVITY; PERFORMANCE; SELECTIVITY;
D O I
10.1016/j.neuropsychologia.2021.108092
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
Shape perception is crucial for object recognition. However, it remains unknown exactly how shape information is represented and used by the visual system. Here, we tested the hypothesis that the visual system represents object shape via a skeletal structure. Using functional magnetic resonance imaging (fMRI) and representational similarity analysis (RSA), we found that a model of skeletal similarity explained significant unique variance in the response profiles of V3 and LO. Moreover, the skeletal model remained predictive in these regions even when controlling for other models of visual similarity that approximate low-to high-level visual features (i.e., Gaborjet, GIST, HMAX, and AlexNet), and across different surface forms, a manipulation that altered object contours while preserving the underlying skeleton. Together, these findings shed light on shape processing in human vision, as well as the computational properties of V3 and LO. We discuss how these regions may support two putative roles of shape skeletons: namely, perceptual organization and object recognition.
引用
收藏
页数:10
相关论文
共 100 条
[1]   de Bruijn cycles for neural decoding [J].
Aguirre, Geoffrey Karl ;
Mattar, Marcelo Gomes ;
Magis-Weinberg, Lucia .
NEUROIMAGE, 2011, 56 (03) :1293-1300
[2]   Sensitivity to nonaccidental properties across various shape dimensions [J].
Amir, Ori ;
Biederman, Irving ;
Hayworth, Kenneth J. .
VISION RESEARCH, 2012, 62 :35-43
[3]   Topographic organization of areas V3 and V4 and its relation to supra-areal organization of the primate visual system [J].
Arcaro, M. J. ;
Kastner, S. .
VISUAL NEUROSCIENCE, 2015, 32
[4]  
Ardila D., 2012, IEEE CISS-2012 46th Annual Conference on Information Sciences and Systems, P1
[5]   Skeletal descriptions of shape provide unique perceptual information for object recognition [J].
Ayzenberg, Vladislav ;
Lourenco, Stella F. .
SCIENTIFIC REPORTS, 2019, 9 (1)
[6]   Skeletal representations of shape in human vision: Evidence for a pruned medial axis model [J].
Ayzenberg, Vladislav ;
Chen, Yunxiao ;
Yousif, Sami R. ;
Lourenco, Stella F. .
JOURNAL OF VISION, 2019, 19 (06) :1-21
[7]   Deep convolutional networks do not classify based on global object shape [J].
Baker, Nicholas ;
Lu, Hongjing ;
Erlikhman, Gennady ;
Kellman, Philip J. .
PLOS COMPUTATIONAL BIOLOGY, 2018, 14 (12)
[8]   The human medial temporal lobe processes online representations of complex objects [J].
Barense, Morgan D. ;
Gaffan, David ;
Graham, Kim S. .
NEUROPSYCHOLOGIA, 2007, 45 (13) :2963-2974
[9]   Temporal lobe contribution to perceptual function: A tale of three patient groups [J].
Behrmann, M. ;
Lee, A. C. H. ;
Geskin, J. Z. ;
Graham, K. S. ;
Barense, M. D. .
NEUROPSYCHOLOGIA, 2016, 90 :33-45
[10]   Independent representation of parts and the relations between them: Evidence from integrative agnosia [J].
Behrmann, Marlene ;
Peterson, Mary A. ;
Moscovitch, Morris ;
Suzuki, Satoru .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 2006, 32 (05) :1169-1184