Conscious Seeing and Invariant Recognition

S. Grossberg
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Abstract

This chapter explains fundamental differences between seeing and recognition, notably how and why our brains use conscious seeing to control actions like looking and reaching, while we learn both view-, size-, and view-specific object recognition categories, and view-, size-, and position-invariant object recognition categories, as our eyes search a scene during active vision. The dorsal Where cortical stream and the ventral What cortical stream interact to regulate invariant category learning by solving the View-to-Object Binding problem whereby inferotemporal, or IT, cortex associates only views of a single object with its learned invariant category. Feature-category resonances between V2/V4 and IT support category recognition. Symptoms of visual agnosia emerge when IT is lesioned. V2 and V4 interact to enable amodal completion of partially occluded objects behind their occluders, without requiring that all occluders look transparent. V4 represents the unoccluded surfaces of opaque objects and triggers a surface-shroud resonance with posterial parietal cortex, or PPC, that renders surfaces consciously visible, and enables them to control actions. Clinical symptoms of visual neglect emerge when PPC is lesioned. A unified explanation is given of data about visual crowding, situational awareness, change blindness, motion-induced blindness, visual search, perceptual stability, and target swapping. Although visual boundaries and surfaces obey computationally complementary laws, feedback between boundaries and surfaces ensure their consistency and initiate figure-ground separation, while commanding our eyes to foveate sequences of salient features on object surfaces, and thereby triggering invariant category learning. What-to-Where stream interactions enable Where’s Waldo searches for desired objects in cluttered scenes.
有意识的观察和不变的识别
本章解释了视觉和识别之间的根本区别,特别是我们的大脑如何以及为什么使用有意识的视觉来控制像看和触摸这样的行为,而我们学习了特定于视图、大小和视图的物体识别类别,以及特定于视图、大小和位置的物体识别类别,因为我们的眼睛在主动视觉过程中搜索一个场景。背侧Where皮质流和腹侧What皮质流相互作用,通过解决视图到对象绑定问题来调节不变类别学习,即颞下皮层仅将单个对象的视图与其学习到的不变类别联系起来。V2/V4和IT之间的特征类别共振支持类别识别。视觉失认症的症状出现时,它的损害。V2和V4相互作用,使部分遮挡的物体在其遮挡器后面的模态完成,而不要求所有遮挡器看起来透明。V4代表不透明物体的未封闭表面,并触发与后顶叶皮层(PPC)的表面覆盖共振,使表面有意识地可见,并使其能够控制动作。当PPC受损时,出现视觉忽视的临床症状。对视觉拥挤、情境感知、变化盲视、运动致盲视、视觉搜索、感知稳定性和目标交换等数据进行了统一的解释。尽管视觉边界和表面在计算上遵循互补定律,但边界和表面之间的反馈确保了它们的一致性,并启动了图地分离,同时命令我们的眼睛对物体表面上的显著特征序列进行注视,从而触发不变的类别学习。What-to-Where流交互使Where 's Waldo能够在混乱的场景中搜索所需的对象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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