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专门用于检测周期性和非周期性定向视觉刺激的视觉神经元计算模型:条形和光栅细胞。

Computational models of visual neurons specialised in the detection of periodic and aperiodic oriented visual stimuli: bar and grating cells.

作者信息

Petkov N, Kruizinga P

机构信息

Centre for High Performance Computing, University of Groningen, The Netherlands.

出版信息

Biol Cybern. 1997 Feb;76(2):83-96. doi: 10.1007/s004220050323.

Abstract

Computational models of periodic- and aperiodic-pattern selective cells, also called grating and bar cells, respectively, are proposed. Grating cells are found in areas V1 and V2 of the visual cortex of monkeys and respond strongly to bar gratings of a given orientation and periodicity but very weakly or not at all to single bars. This non-linear behaviour, which is quite different from the spatial frequency filtering behaviour exhibited by the other types of orientation-selective neurons such as the simple cells, is incorporated in the proposed computational model by using an AND-type non-linearity to combine the responses of simple cells with symmetric receptive field profiles and opposite polarities. The functional behaviour of bar cells, which are found in the same areas of the visual cortex as grating cells, is less well explored and documented in the literature. In general, these cells respond to single bars and their responses decrease when further bars are added to form a periodic pattern. These properties of bar cells are implemented in a computational model in which the responses of bar cells are computed as thresholded differences of the responses of corresponding complex (or simple) cells and grating cells. Bar and grating cells seem to play complementary roles in resolving the ambiguity with which the responses of simple and complex cells represent oriented visual stimuli, in that bar cells are selective only for form information as present in contours and grating cells only respond to oriented texture information. The proposed model is capable of explaining the results of neurophysiological experiments as well as the psychophysical observation that the perception of texture and the perception of form are complementary processes.

摘要

分别提出了对周期性和非周期性模式具有选择性的细胞的计算模型,这两种细胞也分别被称为光栅细胞和条形细胞。光栅细胞存在于猴子视觉皮层的V1和V2区域,对给定方向和周期性的条形光栅有强烈反应,但对单个条形的反应非常微弱或完全没有反应。这种非线性行为与其他类型的方向选择性神经元(如简单细胞)所表现出的空间频率滤波行为有很大不同,在所提出的计算模型中,通过使用“与”型非线性将具有对称感受野轮廓和相反极性的简单细胞的反应进行组合,从而纳入这种非线性行为。条形细胞与光栅细胞存在于视觉皮层的相同区域,其功能行为在文献中的探索和记录较少。一般来说,这些细胞对单个条形有反应,当添加更多条形以形成周期性模式时,它们的反应会减弱。条形细胞的这些特性在一个计算模型中得以实现,在该模型中,条形细胞的反应被计算为相应复杂(或简单)细胞和光栅细胞反应的阈值化差异。条形细胞和光栅细胞似乎在解决简单细胞和复杂细胞的反应在表示有方向的视觉刺激时的模糊性方面发挥着互补作用,因为条形细胞仅对轮廓中存在的形状信息具有选择性,而光栅细胞仅对有方向的纹理信息有反应。所提出的模型能够解释神经生理学实验的结果以及心理物理学观察结果,即纹理感知和形状感知是互补过程。

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