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非贝叶斯轮廓合成。

Non-Bayesian contour synthesis.

机构信息

University of Sydney, Department of Psychology, Sydney, NSW 2006, Australia.

出版信息

Curr Biol. 2011 Mar 22;21(6):492-6. doi: 10.1016/j.cub.2011.02.011. Epub 2011 Mar 3.

Abstract

Recent research has witnessed an explosive increase in models that treat percepts as optimal probabilistic inference. The ubiquity of partial camouflage and occlusion in natural scenes, and the demonstrated capacity of the visual system to synthesize coherent contours and surfaces from fragmented image data, has inspired numerous attempts to model visual interpolation processes as rational inference. Here, we report striking new forms of visual interpolation that generate highly improbable percepts. We present motion displays depicting simple occlusion sequences that elicit vivid percepts of illusory contours (ICs) in displays for which they play no necessary explanatory role. These ICs define a second, redundant occluding surface, even though all of the image data can be fully explained by an occluding surface that is clearly visible. The formation of ICs in these images therefore entails an extraordinarily improbable co-occurrence of two occluding surfaces that arise from the same local occlusion events. The perceived strength of the ICs depends on simple low-level image properties, which suggests that they emerge as the outputs of mechanisms that automatically synthesize contours from the pattern of occlusion and disocclusion of local contour segments. These percepts challenge attempts to model visual interpolation as a form of rational inference and suggest the need to consider a broader space of computational problems and/or implementation level constraints to understand their genesis.

摘要

最近的研究见证了将感知视为最优概率推断的模型的爆炸式增长。自然场景中局部伪装和遮挡的普遍性,以及视觉系统从碎片化图像数据中综合连贯轮廓和表面的能力,激发了许多尝试将视觉插值过程建模为理性推断的尝试。在这里,我们报告了引人注目的新形式的视觉插值,这些插值会产生高度不可能的感知。我们呈现了运动显示,描绘了简单的遮挡序列,这些序列在显示中产生了生动的错觉轮廓(IC)的感知,而这些显示对于它们没有必要的解释作用。这些 IC 定义了第二个冗余遮挡表面,尽管所有图像数据都可以完全由一个清晰可见的遮挡表面来解释。因此,在这些图像中形成 IC 需要两个遮挡表面的极不可能的共同出现,这两个遮挡表面是由相同的局部遮挡事件产生的。IC 的感知强度取决于简单的低级图像属性,这表明它们是从局部轮廓段的遮挡和解遮挡模式自动合成轮廓的机制的输出。这些感知挑战了将视觉插值建模为理性推断的尝试,并表明需要考虑更广泛的计算问题空间和/或实施级别约束来理解它们的起源。

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