视觉注意力的综合概念和感知控制在寻找现实世界的对象
Brett Bahle1, Kurt Winsler2, John E Kiat2
1Department of Psychology and Center for Mind & Brain, University of California, Davis, 267 Cousteau Place, Davis, CA, 95618, USA. brettbahle@gmail.com.
Attention, perception & psychophysics
|September 25, 2025
概括
视觉搜索依赖于概念知识,当特定对象的细节未知时. 随着经验的增长,搜索转向使用感知特征进行对象识别.
科学领域:
- 认知心理学 认知心理学
- 神经科学是一个神经科学.
- 计算机视觉 计算机视觉
背景情况:
- 在自然环境中的视觉搜索可以根据特定的对象特征或一般类别信息进行指导.
- 概念与感知信息在对象搜索过程中指导眼睛运动中的作用尚未完全理解.
研究的目的:
- 调查概念和感知信息如何影响视觉对象搜索期间的眼动模式.
- 确定概念知识或感知特征预测搜索行为的条件.
主要方法:
- 眼睛跟踪被用来记录视觉搜索任务期间的眼睛运动.
- 感知维度是从众包图像数据 (THINGS) 中得出的.
- 使用自然语言处理模型 (ConceptNet) 提取概念维度.
主要成果:
- 当特定的目标物体之前被看到时,眼睛运动是由感知特征预测的.
- 当只知道对象类别时,概念特征预测了眼睛的运动,取代了感知信息.
- 搜索经验导致对感知特征的依赖增加,对概念特征的依赖减少.
结论:
- 概念信息显著影响视觉搜索,特别是当感知细节模糊或未知时.
- 视觉搜索中的概念和感知信息之间的相互作用是动态的,并与经验相适应.
- 结果表明在对象搜索中处理概念与感知指导的不同神经或认知机制.
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