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Visual Perceptual Learning and its Specificity and Transfer: A New Perspective

机译:视觉感知学习及其特殊性和转移:一个新的视角

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摘要

Visual perceptual learning is known to be location and orientation specific, and is thus assumed to reflect the neuronal plasticity in the early visual cortex. However, in recent studies we created “Double training” and “TPE” procedures to demonstrate that these “fundamental” specificities of perceptual learning are in some sense artifacts and that learning can completely transfer to a new location or orientation. We proposed a rule-based learning theory to reinterpret perceptual learning and its specificity and transfer: A high-level decision unit learns the rules of performing a visual task through training. However, the learned rules cannot be applied to a new location or orientation automatically because the decision unit cannot functionally connect to new visual inputs with sufficient strength because these inputs are unattended or even suppressed during training. It is double training and TPE training that reactivate these new inputs, so that the functional connections can be strengthened to enable rule application and learning transfer. Currently we are investigating the properties of perceptual learning free from the bogus specificities, and the results provide some preliminary but very interesting insights into how training reshapes the functional connections between the high-level decision units and sensory inputs in the brain.
机译:已知视觉感知学习是特定于位置和方向的,因此被认为可反映早期视觉皮层中的神经元可塑性。但是,在最近的研究中,我们创建了“双重训练”和“ TPE”程序,以证明感知学习的这些“基本”特性在某种意义上是人工制品,并且学习可以完全转移到新的位置或方向。我们提出了一种基于规则的学习理论,以重新解释感性学习及其特殊性和转移:一个高级决策单元通过培训来学习执行视觉任务的规则。但是,学习的规则无法自动应用于新的位置或方向,因为决策单元无法在功能上连接到具有足够强度的新视觉输入,因为这些输入在训练过程中无人看管甚至被抑制。双重培训和TPE培训重新激活了这些新输入,因此可以增强功能连接以启用规则应用程序和学习转移。目前,我们正在研究不受伪造的特异性影响的知觉学习的属性,其结果为培训如何重塑高级决策单元与大脑中的感觉输入之间的功能联系提供了一些初步但非常有趣的见解。

著录项

  • 期刊名称 i-Perception
  • 作者

    Cong Yu;

  • 作者单位
  • 年(卷),期 2011(2),4
  • 年度 2011
  • 页码 406
  • 总页数 18
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 12:01:59

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