Department of Clinical Medicine, Center of Functionally Integrative Neuroscience, Aarhus University Hospital, Aarhus University, Nørrebrogade 44, Building 1A, 8000, Aarhus C, Denmark.
Sci Rep. 2021 Nov 17;11(1):22423. doi: 10.1038/s41598-021-01891-2.
The response to visual stimulation of population receptive fields (pRF) in the human visual cortex has been modelled with a Difference of Gaussians model, yet many aspects of their organisation remain poorly understood. Here, we examined the mathematical basis and signal-processing properties of this model and argue that the DC-balanced Difference of Gaussians (DoG) holds a number of advantages over a DC-biased DoG. Through functional magnetic resonance imaging (fMRI) pRF mapping, we compared performance of DC-balanced and DC-biased models in human primary visual cortex and found that when model complexity is taken into account, the DC-balanced model is preferred. Finally, we present evidence indicating that the BOLD signal DC offset contains information related to the processing of visual stimuli. Taken together, the results indicate that V1 pRFs are at least frequently organised in the exact constellation that allows them to function as bandpass filters, which makes the separation of stimulus contrast and luminance possible. We further speculate that if the DoG models stimulus contrast, the DC offset may reflect stimulus luminance. These findings suggest that it may be possible to separate contrast and luminance processing in fMRI experiments and this could lead to new insights on the haemodynamic response.
人群感受野(pRF)在人类视觉皮层对视觉刺激的反应已被双高斯模型建模,但它们的许多组织方面仍未被很好地理解。在这里,我们研究了该模型的数学基础和信号处理特性,并认为 DC 平衡的双高斯模型(DoG)相对于 DC 偏置的 DoG 具有许多优势。通过功能磁共振成像(fMRI)pRF 映射,我们比较了 DC 平衡和 DC 偏置模型在人类初级视觉皮层中的性能,发现当考虑到模型复杂度时,DC 平衡模型更受青睐。最后,我们提供了证据表明,BOLD 信号的 DC 偏移包含与视觉刺激处理相关的信息。总之,这些结果表明,V1 pRF 至少经常以允许它们作为带通滤波器起作用的精确配置组织,这使得刺激对比度和亮度的分离成为可能。我们进一步推测,如果 DoG 模型刺激对比度,则 DC 偏移可能反映刺激亮度。这些发现表明,在 fMRI 实验中可能有可能分离对比度和亮度处理,这可能会为血液动力学反应带来新的见解。