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目标识别中的坐标变换

Coordinate transformations in object recognition.

作者信息

Graf Markus

机构信息

Max Planck Institute for Biological Cybernetics, Cognitive and Computational Psychophysics, Tübingen, Germany.

出版信息

Psychol Bull. 2006 Nov;132(6):920-45. doi: 10.1037/0033-2909.132.6.920.

Abstract

A basic problem of visual perception is how human beings recognize objects after spatial transformations. Three central classes of findings have to be accounted for: (a) Recognition performance varies systematically with orientation, size, and position; (b) recognition latencies are sequentially additive, suggesting analogue transformation processes; and (c) orientation and size congruency effects indicate that recognition involves the adjustment of a reference frame. All 3 classes of findings can be explained by a transformational framework of recognition: Recognition is achieved by an analogue transformation of a perceptual coordinate system that aligns memory and input representations. Coordinate transformations can be implemented neurocomputationally by gain (amplitude) modulation and may be regarded as a general processing principle of the visual cortex.

摘要

视觉感知的一个基本问题是人类如何在空间变换后识别物体。必须解释三类核心研究结果:(a) 识别性能随方向、大小和位置系统地变化;(b) 识别潜伏期是顺序累加的,表明存在模拟变换过程;(c) 方向和大小一致性效应表明识别涉及参考框架的调整。所有这三类研究结果都可以用一种识别转换框架来解释:识别是通过感知坐标系的模拟变换来实现的,这种变换使记忆和输入表征对齐。坐标变换可以通过增益(幅度)调制在神经计算上实现,并且可以被视为视觉皮层的一种通用处理原则。

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