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Linear and non-linear properties of feature selectivity in V4 neurons

机译:V4神经元中特征选择性的线性和非线性性质

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Extrastriate area V4 is a critical component of visual form processing in both humans and non-human primates. Previous studies have shown that the tuning properties of V4 neurons demonstrate an intermediate level of complexity that lies between the narrow band orientation and spatial frequency tuning of neurons in primary visual cortex and the highly complex object selectivity seen in inferotemporal neurons. However, the nature of feature selectivity within this cortical area is not well understood, especially in the context of natural stimuli. Specifically, little is known about how the tuning properties of V4 neurons, measured in isolation, translate to feature selectivity within natural scenes. In this study, we assessed the degree to which preferences for natural image components can readily be inferred from classical orientation and spatial frequency tuning functions. Using a psychophysically-inspired method we isolated and identified the specific visual “driving features” occurring in natural scene photographs that reliably elicited spiking activity from single V4 neurons. We then compared the measured driving features to those predicted based on the spectral receptive field (SRF), estimated from responses to narrowband sinusoidal grating stimuli. This approach provided a quantitative framework for assessing the degree to which linear feature selectivity was preserved during natural vision. First, we found evidence of both spectrally and spatially tuned suppression within the receptive field, neither of which were present in the linear SRF. Second, we found driving features that were stable during translation of the image across the receptive field (due to small fixational eye movements). The degree of translation invariance fell along a continuum, with some cells showing nearly complete invariance across the receptive field and others exhibiting little to no position invariance. This form of limited translation invariance could indicate that a subset of V4 neurons are insensitive to small fixational eye movements, supporting perceptual stability during natural vision.
机译:在人类和非人类灵长类动物中,超生物区V4是视觉形式处理的关键组成部分。先前的研究表明,V4神经元的调节特性显示出中等复杂程度,介于初级视觉皮层中神经元的窄带方向和空间频率调节与下颞神经元中高度复杂的对象选择性之间。然而,对该皮质区域内的特征选择性的性质还没有很好地理解,特别是在自然刺激的情况下。具体而言,对于孤立测量的V4神经元的调节特性如何转化为自然场景中的特征选择性知之甚少。在这项研究中,我们评估了可以从经典方向和空间频率调整功能轻松推断出自然图像成分偏好的程度。我们使用了一种受心理学启发的方法,分离并确定了自然场景照片中出现的特定视觉“驾驶特征”,这些特征可靠地引发了单个V4神经元的突跳活动。然后,我们将测得的驱动功能与根据光谱接收场(SRF)预测的驱动功能进行了比较,该光谱是根据对窄带正弦光栅刺激的响应进行估算的。这种方法提供了一个定量框架,用于评估自然视觉过程中线性特征选择性保留的程度。首先,我们发现了在接收场内频谱和空间调谐抑制的证据,线性SRF中都没有。其次,我们发现驱动特征在整个接受视场的图像平移过程中是稳定的(由于小的固定眼动)。翻译不变性的程度沿连续性下降,一些细胞在受体区域内显示几乎完全不变,而其他细胞则几乎没有或没有位置不变。这种形式的有限翻译不变性可能表明,V4神经元的一个子集对小的固定眼动不敏感,支持自然视觉过程中的感知稳定性。

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