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The psychophysics of stereopsis can be explained without invoking independent ON and OFF channels

机译:无需调用独立的ON和OFF通道即可解释立体视觉的心理物理学

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摘要

Early vision proceeds through distinct ON and OFF channels, which encode luminance increments and decrements respectively. It has been argued that these channels also contribute separately to stereoscopic vision. This is based on the fact that observers perform better on a noisy disparity discrimination task when the stimulus is a random-dot pattern consisting of equal numbers of black and white dots (a “mixed-polarity stimulus,” argued to activate both ON and OFF stereo channels), than when it consists of all-white or all-black dots (“same-polarity,” argued to activate only one). However, it is not clear how this theory can be reconciled with our current understanding of disparity encoding. Recently, a binocular convolutional neural network was able to replicate the mixed-polarity advantage shown by human observers, even though it was based on linear filters and contained no mechanisms which would respond separately to black or white dots. Here, we show that a subtle feature of the way the stimuli were constructed in all these experiments can explain the results. The interocular correlation between left and right images is actually lower for the same-polarity stimuli than for mixed-polarity stimuli with the same amount of disparity noise applied to the dots. Because our current theories suggest stereopsis is based on a correlation-like computation in primary visual cortex, this postulate can explain why performance was better for the mixed-polarity stimuli. We conclude that there is currently no evidence supporting separate ON and OFF channels in stereopsis.
机译:早期视觉通过不同的ON和OFF通道进行,这些通道分别对亮度增量和减量进行编码。有人争辩说,这些通道也分别有助于立体视觉。这是基于这样一个事实,即当刺激是由相等数量的黑白点组成的随机点模式(“混合极性刺激”,可以同时激活“开”和“关”时,观察者在嘈杂的视差识别任务上会表现得更好)。立体声通道),而不是由全白或全黑点组成(“相同极性”仅激活一个)。但是,目前尚不清楚该理论如何与我们目前对视差编码的理解相一致。最近,双目卷积神经网络能够复制人类观察者显示的混合极性优势,即使它基于线性滤波器并且不包含会分别响应黑点或白点的机制。在这里,我们表明在所有这些实验中构造刺激的方式的一个细微特征可以解释结果。实际上,对于相同极性的刺激,左图像和右图像之间的眼内相关性实际上要比对点施加相同数量的视差噪声的混合极性刺激而言低。由于我们当前的理论表明,立体视是基于初级视觉皮层中的类似相关计算,因此该假设可以解释为什么混合极性刺激的性能更好。我们得出的结论是,目前没有证据支持在立体视中使用单独的ON和OFF通道。

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