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Implementing the Expert Object Recognition Pathway

机译:实施专家对象识别路径

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Brain imaging studies suggest that expert object recognition is a distinct visual skill, implemented by a dedicated anatomic pathway. Like all visual pathways, the expert recognition pathway begins with the early visual system (retina, LGN/SC, striate cortex). It is defined, however, by subsequent diffuse activation in the lateral occipital cortex (LOC), and sharp foci of activation in the fusiform gyrus and right inferior frontal gyrus. This pathway recognizes familiar objects from familiar viewpoints under familiar illumination. Significantly, it identifies objects at both the categorical and instance (subcategorical) levels, and these processes cannot be disassociated. This paper presents a four-stage functional model of the expert object recognition pathway, where each stage models one area of anatomic activation. It implements this model in an end-to-end computer vision system, and tests it on real images to provide feedback for the cognitive science and computer vision communities.
机译:脑成像研究表明,专家识别是一种独特的视觉技能,由专用解剖途径实现。与所有视觉途径一样,专家识别途径从早期的视觉系统(视网膜,LGN / SC,条纹皮层)开始。然而,通过随后的侧面枕骨皮层(LOC)中的漫反射活化,以及在FUSIFISESIFIS转象和右下额相回到的激活的尖锐焦点。该途径识别熟悉的照明下熟悉的视点熟悉的对象。值得注意的是,它识别了分类和实例(子类别)级别的对象,并且这些进程无法解除。本文介绍了专家对象识别途径的四阶段功能模型,其中每个阶段模拟一个解剖激活的一个区域。它在端到端的计算机视觉系统中实现了该模型,并在真实图像上测试它,为认知科学和计算机视觉社区提供反馈。

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