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Computing stereoscopic disparity with binocular cortical simple and complex cells

机译:用双眼皮层简单和复杂细胞计算立体视差

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The analysis of the depth coordinates of objects in a visual scene is of vital importance for animals and in technological applications. In 2D camera projections of a 3D visual scene depth information is initially lost but can be recovered when using two cameras in a stereoscopic setup. The projection of an object located at a finite distance from the camera is laterally displaced in the left camera image compared to the right camera image. This displacement, called disparity, can be used to retrieve the object's depth coordinate. Sanger (1988) proposed that the phase relation between two spatial band-pass filter responses (Gabor filters) could be used to measure local disparity. Simple cells in the visual cortex have receptive fields which can be described as Gabor filters. Most of them are driven binocularly and tuned to respond most strongly to stimuli at a certain preferred distance from the fixation plane. Cortical complex cells receive input from simple cells. As a consequence also complex cells implicitly encode visual depth. Here we formalize the computational procedure which could underlie the extraction of depth information from complex cell responses and solve it analytically for two different stimulus situations. The theory predicts that a strong discrepancy should exist between the actual and the perceived depth of sine-wave luminance modulated ("grating") stimuli. If the spatial frequency of the grating is increased it should appear to move closer to the observer.
机译:视觉场景中对象深度坐标的分析对于动物和技术应用至关重要。在3D视觉场景的2D摄像机投影中,最初会丢失深度信息,但是当在立体设置中使用两个摄像机时,可以恢复该信息。与右摄像机图像相比,左摄像机图像中位于距摄像机有限距离的对象的投影在侧面发生了位移。这种位移称为视差,可用于检索对象的深度坐标。 Sanger(1988)提出,可以使用两个空间带通滤波器响应(Gabor滤波器)之间的相位关系来测量局部视差。视觉皮层中的简单细胞具有感受野,可以称为Gabor滤镜。它们中的大多数是双目驱动的,并且在距固定平面一定的首选距离处进行了调整,以对刺激产生最强烈的反应。皮质复杂细胞接收来自简单细胞的输入。结果,复杂的单元格也隐式地编码视觉深度。在这里,我们对计算程序进行形式化,该程序可以作为从复杂细胞响应中提取深度信息的基础,并针对两种不同的刺激情况解析地解决该问题。该理论预测,在正弦波亮度调制(“光栅”)刺激的实际深度与感知深度之间应该存在很大的差异。如果增加光栅的空间频率,它应该看起来更靠近观察者。

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