对象刚性和非刚性之间的感知过渡:运动能量,特征跟踪和基于形状的先验之间的竞争和合作
Akihito Maruya1,2, Qasim Zaidi1,3
1Graduate Center for Vision Research, State University of New York, New York, NY, USA.
Journal of vision
|February 2, 2024
概括
对象刚性的视觉感知取决于速度和形状. 突出的特征在较慢的速度上增强了刚性感知,而高速度导致不严的感知,无论形状如何. 这突显了神经在视觉处理中的合作.
科学领域:
- 视觉感知 视觉感知 视觉感知
- 计算神经科学是一种神经科学.
- 认知心理学 认知心理学
背景情况:
- 移动的物体往往看起来刚硬,尽管非刚硬的视网膜图像变形.
- 对象形状和视觉处理速度在刚性感知中的作用尚未完全理解.
研究的目的:
- 调查形状特征和速度如何影响旋转物体对刚性的感知.
- 通过使用计算模型,探索基于刚性感知的神经机制.
主要方法:
- 用不同速度的旋转物体 (圆环) 进行不同特征 (间隙,涂料,顶点) 的实验.
- 使用运动能量细胞和卷积神经网络 (CNN) 分析运动流模式的模拟.
- 整合CNN输出与基于形状的先验来建模感知结果.
主要成果:
- 物体的形状显著影响刚性的感知,特别是在缓慢到中等的速度;突出的特征增强感知到的刚性.
- 在高速时,所有配置都看起来不刚硬,不管形状如何.
- 综合运动能量和特征跟踪的CNN模型,结合形状先验,准确地预测感知刚度 (R2 = 0.95).
结论:
- 对象刚性的感知是一种动态过程,受视觉速度,物体形状和神经处理之间的相互作用的影响.
- 不同的神经元通路 (运动能量与特征跟踪) 之间的合作和竞争解释了视觉感知状态的过渡.
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