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猴 V4 中对填充和轮廓形状的多种反应的建模。

Modeling diverse responses to filled and outline shapes in macaque V4.

机构信息

Department of Biological Structure, Washington National Primate Research Center, University of Washington , Seattle, Washington.

出版信息

J Neurophysiol. 2019 Mar 1;121(3):1059-1077. doi: 10.1152/jn.00456.2018. Epub 2019 Jan 30.

Abstract

Visual area V4 is an important midlevel cortical processing stage that subserves object recognition in primates. Studies investigating shape coding in V4 have largely probed neuronal responses with filled shapes, i.e., shapes defined by both a boundary and an interior fill. As a result, we do not know whether form-selective V4 responses are dictated by boundary features alone or if interior fill is also important. We studied 43 V4 neurons in two male macaque monkeys ( Macaca mulatta) with a set of 362 filled shapes and their corresponding outlines to determine how interior fill modulates neuronal responses in shape-selective neurons. Only a minority of neurons exhibited similar response strength and shape preferences for filled and outline stimuli. A majority responded preferentially to one stimulus category (either filled or outline shapes) and poorly to the other. Our findings are inconsistent with predictions of the hierarchical-max (HMax) V4 model that builds form selectivity from oriented boundary features and takes little account of attributes related to object surface, such as the phase of the boundary edge. We modified the V4 HMax model to include sensitivity to interior fill by either removing phase-pooling or introducing unoriented units at the V1 level; both modifications better explained our data without increasing the number of free parameters. Overall, our results suggest that boundary orientation and interior surface information are both maintained until at least the midlevel visual representation, consistent with the idea that object fill is important for recognition and perception in natural vision. NEW & NOTEWORTHY The shape of an object's boundary is critical for identification; consistent with this idea, models of object recognition predict that filled and outline versions of a shape are encoded similarly. We report that many neurons in a midlevel visual cortical area respond differently to filled and outline shapes and modify a biologically plausible model to account for our data. Our results suggest that representations of boundary shape and surface fill are interrelated in visual cortex.

摘要

V4 视区是灵长类动物中进行物体识别的重要中级皮质处理阶段。研究 V4 中的形状编码的大部分研究都是用填充形状来探测神经元反应,即由边界和内部填充定义的形状。因此,我们不知道形式选择 V4 反应是否仅由边界特征决定,或者内部填充是否也很重要。我们用一组 362 个填充形状及其对应的轮廓,在两只雄性猕猴(Macaca mulatta)中研究了 43 个 V4 神经元,以确定内部填充如何调节形状选择神经元的反应。只有少数神经元对填充和轮廓刺激表现出相似的反应强度和形状偏好。大多数神经元对一个刺激类别(填充或轮廓形状)有优先反应,对另一个则反应较差。我们的发现与层次最大(HMax)V4 模型的预测不一致,该模型从有向边界特征构建形状选择性,而很少考虑与物体表面相关的属性,例如边界边缘的相位。我们通过去除相位池或在 V1 水平引入无向单元,修改了 V4 HMax 模型,使其对内部填充敏感;这两种修改都在不增加自由参数数量的情况下,更好地解释了我们的数据。总的来说,我们的结果表明,边界方向和内部表面信息都被保留到至少中级视觉表示,这与物体填充对自然视觉中的识别和感知很重要的观点一致。新的和值得注意的是,物体边界的形状对于识别至关重要;与这一观点一致,物体识别模型预测填充和轮廓形状的版本以类似的方式进行编码。我们报告说,中级视觉皮质区域的许多神经元对填充和轮廓形状的反应不同,并修改了一个具有生物学意义的模型来解释我们的数据。我们的结果表明,边界形状和表面填充的表示在视觉皮质中是相互关联的。

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