Koelling Melinda, Shapley Robert, Shelley Michael
Department of Mathematics, Western Michigan University, 1903 Western Michigan Avenue, Kalamazoo, MI 49008, USA.
J Comput Neurosci. 2008 Oct;25(2):390-400. doi: 10.1007/s10827-008-0086-6. Epub 2008 Jun 24.
The visual response of a cell in the primary visual cortex (V1) to a drifting grating stimulus at the cell's preferred orientation decreases when a second, perpendicular, grating is superimposed. This effect is called masking. To understand the nonlinear masking effect, we model the response of Macaque V1 simple cells in layer 4Calpha to input from magnocellular Lateral Geniculate Nucleus (LGN) cells. The cortical model network is a coarse-grained reduction of an integrate-and-fire network with excitation from LGN input and inhibition from other cortical neurons. The input is modeled as a sum of LGN cell responses. Each LGN cell is modeled as the convolution of a spatio-temporal filter with the visual stimulus, normalized by a retinal contrast gain control, and followed by rectification representing the LGN spike threshold. In our model, the experimentally observed masking arises at the level of LGN input to the cortex. The cortical network effectively induces a dynamic threshold that forces the test grating to have high contrast before it can overcome the masking provided by the perpendicular grating. The subcortical nonlinearities and the cortical network together account for the masking effect.
当在初级视觉皮层(V1)中的一个细胞的偏好方向上叠加第二个垂直光栅时,该细胞对漂移光栅刺激的视觉反应会降低。这种效应被称为掩蔽。为了理解非线性掩蔽效应,我们对猕猴V1第4Cα层中的简单细胞对大细胞外侧膝状体核(LGN)细胞输入的反应进行建模。皮层模型网络是一个积分发放网络的粗粒度简化,具有来自LGN输入的兴奋和来自其他皮层神经元的抑制。输入被建模为LGN细胞反应的总和。每个LGN细胞被建模为时空滤波器与视觉刺激的卷积,通过视网膜对比度增益控制进行归一化,然后进行整流以表示LGN的尖峰阈值。在我们的模型中,实验观察到的掩蔽出现在LGN向皮层输入的层面。皮层网络有效地诱导了一个动态阈值,该阈值迫使测试光栅在能够克服垂直光栅提供的掩蔽之前具有高对比度。皮层下的非线性和皮层网络共同导致了掩蔽效应。