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
[51]   Emergence of symmetry selectivity in the visual areas of the human brain: fMRI responses to symmetry presented in both frontoparallel and slanted planes [J].
Keefe, Bruce D. ;
Gouws, Andre D. ;
Sheldon, Aislin A. ;
Vernon, Richard J. W. ;
Lawrence, Samuel J. D. ;
McKeefry, Declan J. ;
Wade, Alex R. ;
Morland, Antony B. .
HUMAN BRAIN MAPPING, 2018, 39 (10) :3813-3826
[52]   On the role of medial geometry in human vision [J].
Kimia, BB .
JOURNAL OF PHYSIOLOGY-PARIS, 2003, 97 (2-3) :155-190
[53]   The Functional Neuroanatomy of Object Agnosia: A Case Study [J].
Konen, Christina S. ;
Behrmann, Marlene ;
Nishimura, Mayu ;
Kastner, Sabine .
NEURON, 2011, 71 (01) :49-60
[54]   Medial-point description of shape:: a representation for action coding and its psychophysical correlates [J].
Kovács, I ;
Fehér, A ;
Julesz, B .
VISION RESEARCH, 1998, 38 (15-16) :2323-2333
[55]   Information-based functional brain mapping [J].
Kriegeskorte, N ;
Goebel, R ;
Bandettini, P .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (10) :3863-3868
[56]   Representational similarity analysis - connecting the branches of systems neuroscience [J].
Kriegeskorte, Nikolaus ;
Mur, Marieke ;
Bandettini, Peter .
FRONTIERS IN SYSTEMS NEUROSCIENCE, 2008, 2
[57]   ImageNet Classification with Deep Convolutional Neural Networks [J].
Krizhevsky, Alex ;
Sutskever, Ilya ;
Hinton, Geoffrey E. .
COMMUNICATIONS OF THE ACM, 2017, 60 (06) :84-90
[58]   Fourier power, subjective distance, and object categories all provide plausible models of BOLD responses in scene-selective visual areas [J].
Lescroart, Mark D. ;
Stansbury, Dustin E. ;
Gallant, Jack L. .
FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2015, 9 :1-20
[59]   Cortical Representation of Medial Axis Structure [J].
Lescroart, Mark D. ;
Biederman, Irving .
CEREBRAL CORTEX, 2013, 23 (03) :629-637
[60]   Seeing structure: Shape skeletons modulate perceived similarity [J].
Lowet, Adam S. ;
Firestone, Chaz ;
Scholl, Brian J. .
ATTENTION PERCEPTION & PSYCHOPHYSICS, 2018, 80 (05) :1278-1289