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Roles of visual working memory, global perception and eye-movement in visual complex problem solving.

机译:视觉工作记忆,全局感知和眼动在解决视觉复杂问题中的作用。

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摘要

In this dissertation, I explore roles of visual working memory, global perception and eye-movement in complex visual problem solving. Four experiments were conducted and two models were built and tested. Experiment one and model one showed that global information plays an important role and there is an interaction between external representation and internal VWM on global information representation. Experiment two and model two showed that this interaction is achieved by encoding global information with eye-movements throughout the duration of solving a problem. A very regular eye-movement pattern is observed in experiment two. Experiment three further tested the hypothesis that this eye-movement pattern is a result of the individual's VWM limitation by measuring the correlation between individual differences in the quantitative features of the eye-movement pattern and VWM size. The second model assumes that global and local information share a unified VWM capacity limitation. In the fourth experiment, I tested this hypothesis along with several alternative hypotheses. Results of the fourth experiment support the unified capacity hypothesis best and thus make a complete story for the interaction between VWM, global information processing and eye-movements in complex visual problem solving.;Even with such a limited amount of VWM capacity, human visual cognition is able to solve complex visual problems by keeping a balanced amount of global and local information in VWM. This balance is achieved by eye-movements that encode both types of information into a unified VWM. Thus, although VWM has such a limited capacity, through frequent eye-movements, visual cognition is able to encode complex visual information in a temporal manner. At each instance, the amount of information encoded is limited by the capacity limitation of VWM but the global information encoded can further guide eye-movements to acquire information that is needed to make the next decision.
机译:本文探讨了视觉工作记忆,全局感知和眼动在复杂视觉问题解决中的作用。进行了四个实验,并建立和测试了两个模型。实验一和模型一表明,全局信息起着重要作用,外部表示与内部VWM在全局信息表示上存在相互作用。实验二和模型二表明,这种交互作用是通过在解决问题的整个过程中用眼动来编码全局信息来实现的。在实验二中观察到非常规则的眼睛运动模式。实验三通过测量眼动图样定量特征中个体差异与VWM大小之间的相关性,进一步检验了这种眼动图样是个人VWM局限性的结果的假设。第二个模型假定全局和本地信息共享统一的VWM容量限制。在第四个实验中,我测试了这个假设以及其他一些假设。第四个实验的结果最好地支持了统一的能力假设,从而为复杂视觉问题中VWM,全局信息处理和眼动之间的交互作用提供了一个完整的故事;即使VWM能力如此有限,人类的视觉认知通过在VWM中保持均衡的全局和本地信息量,能够解决复杂的视觉问题。通过将两种类型的信息编码为统一的VWM的眼球运动可以实现这种平衡。因此,尽管VWM具有如此有限的能力,但是通过频繁的眼球运动,视觉认知能够以时间方式对复杂的视觉信息进行编码。在每种情况下,编码的信息量都受VWM的容量限制所限制,但是编码的全局信息可以进一步引导眼球运动以获得做出下一个决策所需的信息。

著录项

  • 作者

    Kong, Xiaohui.;

  • 作者单位

    University of Pittsburgh.;

  • 授予单位 University of Pittsburgh.;
  • 学科 Psychology Cognitive.;Computer Science.;Artificial Intelligence.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 112 p.
  • 总页数 112
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:37:50

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