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Metamers of the ventral stream revisited

机译:再次观察腹侧的美术家

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摘要

Peripheral vision has been characterised as a lossy representation: information present in the periphery is discarded to a greater degree than in the fovea. What information is lost and what is retained? Freeman and Simoncelli (2011) recently revived the concept of metamers (physically different stimuli that look the same) as a way to test this question. Metamerism is a useful criterion, but several details must be refined. First, their paper assessed metamerism using a task with a significant working memory component (ABX). We use a purely spatial discrimination task to probe perceptual encoding. Second, a strong test of any hypothesised representation is to what extent it is metameric for a real scene. Several subsequent studies have misunderstood this to be the result of the paper. Freeman and Simoncelli instead only compared synthetic stimuli to each other. Pairs of stimuli were synthesised from natural images such that they were physically different but equal under the model representation. The experiment then assessed the scaling factor (spatial pooling region as a function of retinal eccentricity) required to make these two synthesised images indiscriminable from one another, finding that these scaling factors approximated V2 receptive field sizes. We find that a smaller scale factor than V2 neurons is required to make the synthesised images metameric for natural scenes (which are also equal under the model). We further show that this varies over images and is modified by including the spatial context of the target patches. While this particular model therefore fails to capture some perceptually relevant information, we believe that testing specific models against the criteria that they should discard as much information as possible while remaining metameric is a useful way to understand perceptual representations psychophysically.
机译:周围视觉已被表征为有损表示:与中央凹相比,存在于周围的信息被丢弃的程度更大。什么信息丢失,什么保留? Freeman和Simoncelli(2011)最近重新提出了同质异构体(看起来相同的物理上不同的刺激)的概念,以此来检验该问题。同色异谱是有用的标准,但是必须细化一些细节。首先,他们的论文使用具有重要工作记忆成分(ABX)的任务评估了同色异谱。我们使用纯粹的空间判别任务来探测感知编码。其次,对任何假设表示的一个强有力的检验是它在多大程度上是真实场景的同分异构体。随后的一些研究误解了这是本文的结果。弗里曼和西蒙切利相反只比较了合成刺激。从自然图像合成了成对的刺激,因此在模型表示下它们在物理上是不同的,但相等。然后,实验评估了使这两个合成图像彼此不可区分所需的缩放因子(空间集合区域是视网膜偏心率的函数),发现这些缩放因子近似于V2接收场大小。我们发现,要使合成图像对于自然场景(在模型中也相等)而言,需要比V2神经元小的比例因子。我们进一步表明,这在图像上有所不同,并且通过包含目标补丁的空间上下文进行了修改。因此,尽管此特定模型无法捕获某些在感知上相关的信息,但我们认为,根据在保留剩余的同分异构体时应丢弃尽可能多信息的标准来测试特定模型,是从心理上理解感知表示的有用方法。

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