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Modeling the Interactions of Bottom-Up and Top-Down Guidance in Visual Attention

机译:在视觉关注中建模自下而上和自上而下指导的相互作用

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We propose a framework of visual attention grounded on earlier attentional and perceptual models to serve as a basis for the development of computational vision systems. The framework is build on generally established knowledge about the neural basis of human attention, models developed by Briand [1][2], Itti and Koch [3][4], and Wolfe [5][6] and our own results that call for adaptations of the existing models [7] [8]. In this paper we concentrate on the interaction of bottom-up and top-down processes to understand the mechanisms underlying exogenous and endogenous attention. Two series of studies are reported to support the proposed adaptation of the earlier models. First, we claim that the visual feature binding is a common process for exogenous and endogenous attention [7]. Secondly, we demonstrate the ability to preset the bottom-up feature maps by demonstrating the phenomenon of Inhibition of Return (IOR) with endogenous cueing, suggesting that IOR affects processing before focusing attention [8].
机译:我们提出了一种在早期的注意力和感知模型的视觉关注框架,以作为计算视觉系统的发展的基础。框架是在普遍建立了关于人类注意的神经基础的知识,Briand [1] [2],ITTI和Koch [3] [4]和Wolfe [5] [6]以及我们自己的结果呼吁适用现有模型[7] [8]。在本文中,我们专注于自下而下的过程的相互作用,以了解外源性和内源性关注的机制。据报道,两组研究支持拟议的适应早期模型。首先,我们声称视觉特征结合是外源性和内源性关注的常见方法[7]。其次,我们通过证明具有内源性提示的返回(IOR)抑制现象来证明预设自下而上的特征图的能力,这表明IOR在聚焦注意之前影响加工[8]。

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