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Improving object recognition by transforming Gabor filter responses.通过变换伽柏滤波器响应来提高目标识别能力。
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Cortical processing of a brightness illusion.亮度错觉的皮层处理
Proc Natl Acad Sci U S A. 2005 Mar 8;102(10):3869-74. doi: 10.1073/pnas.0500097102. Epub 2005 Feb 28.
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Peaked encoding of relative luminance in macaque areas V1 and V2.猕猴V1和V2区域中相对亮度的峰值编码。
J Neurophysiol. 2005 Mar;93(3):1620-32. doi: 10.1152/jn.00793.2004. Epub 2004 Nov 3.
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Representation of color stimuli in awake macaque primary visual cortex.清醒猕猴初级视觉皮层中颜色刺激的表征。
Neuron. 2003 Feb 20;37(4):681-91. doi: 10.1016/s0896-6273(03)00035-7.
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Spatial structure and symmetry of simple-cell receptive fields in macaque primary visual cortex.猕猴初级视觉皮层中简单细胞感受野的空间结构与对称性
J Neurophysiol. 2002 Jul;88(1):455-63. doi: 10.1152/jn.2002.88.1.455.
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Contextual influences on visual processing.视觉处理的情境影响。
Annu Rev Neurosci. 2002;25:339-79. doi: 10.1146/annurev.neuro.25.112701.142900. Epub 2002 Mar 27.
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Linear models of simple cells: correspondence to real cell responses and space spanning properties.简单细胞的线性模型:与真实细胞反应及空间跨度特性的对应关系。
Spat Vis. 2001;14(3-4):237-60. doi: 10.1163/156856801753253573.
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Neural representation of the luminance and brightness of a uniform surface in the macaque primary visual cortex.猕猴初级视觉皮层中均匀表面亮度和明度的神经表征。
J Neurophysiol. 2001 Nov;86(5):2559-70. doi: 10.1152/jn.2001.86.5.2559.
10
Neural correlates of perceived brightness in the retina, lateral geniculate nucleus, and striate cortex.视网膜、外侧膝状体核及纹状皮质中感知亮度的神经关联。
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简单细胞的反应特性暗示了感受野结构:平衡的伽柏函数和/或带限场函数。

Simple cell response properties imply receptive field structure: balanced Gabor and/or bandlimited field functions.

作者信息

Cope Davis, Blakeslee Barbara, McCourt Mark E

机构信息

Department of Mathematics, NDSU Dept. #2750, P.O. Box 6050, North Dakota State University, Fargo, North Dakota 58108-6050, USA.

出版信息

J Opt Soc Am A Opt Image Sci Vis. 2009 Sep;26(9):2067-92. doi: 10.1364/josaa.26.002067.

DOI:10.1364/josaa.26.002067
PMID:19721693
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3128805/
Abstract

The classical receptive fields of simple cells in mammalian primary visual cortex demonstrate three cardinal response properties: (1) they do not respond to stimuli that are spatially homogeneous; (2) they respond best to stimuli in a preferred orientation (direction); and (3) they do not respond to stimuli in other, nonpreferred orientations (directions). We refer to these as the balanced field property, the maximum response direction property, and the zero response direction property, respectively. These empirically determined response properties are used to derive a complete characterization of elementary receptive field functions defined as products of a circularly symmetric weight function and a simple periodic carrier. Two disjoint classes of elementary receptive field functions result: the balanced Gabor class, a generalization of the traditional Gabor filter, and a bandlimited class whose Fourier transforms have compact support (i.e., are zero valued outside of a bounded range). The detailed specification of these two classes of receptive field functions from empirically based postulates may prove useful to neurophysiologists seeking to test alternative theories of simple cell receptive field structure and to computational neuroscientists seeking basis functions with which to model human vision.

摘要

哺乳动物初级视觉皮层中简单细胞的经典感受野表现出三种主要反应特性

(1)它们对空间均匀的刺激不产生反应;(2)它们对处于偏好方向(取向)的刺激反应最佳;(3)它们对其他非偏好方向(取向)的刺激不产生反应。我们分别将这些特性称为平衡场特性、最大反应方向特性和零反应方向特性。这些通过实验确定的反应特性被用于推导基本感受野函数的完整特征描述,这些函数被定义为圆对称权重函数与简单周期载波的乘积。由此产生了两类不相交的基本感受野函数:平衡伽柏类,它是传统伽柏滤波器的推广;以及一类傅里叶变换具有紧致支集(即在有界范围之外取值为零)的带限类。从基于实验的假设出发对这两类感受野函数进行详细说明,可能会对试图检验简单细胞感受野结构替代理论的神经生理学家以及寻求用于模拟人类视觉的基函数的计算神经科学家有所帮助。