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图像分割中颜色与运动之间的相互作用。

Interactions between colour and motion in image segmentation.

作者信息

Moller P, Hurlbert A

机构信息

Physiological Sciences Medical School, University of Newcastle-upon-Tyne, UK.

出版信息

Curr Biol. 1997 Feb 1;7(2):105-11. doi: 10.1016/s0960-9822(06)00054-6.

Abstract

BACKGROUND

. An important early stage in visual processing is image segmentation, in which similar regions are grouped together and segregated from dissimilar regions, so that distinct objects ultimately may be located and recognized. In the natural world, objects are simultaneously characterized by colour, motion, texture and other visual attributes. How does the human visual system combine these attributes to segment the image? Although colour and motion information are conveyed by distinct functional streams from retina to visual cortex, there is increasing evidence for early and substantial cross-talk between the streams. Here, we explore psychophysical evidence for interactions between colour and motion in image segmentation.

RESULTS

. Observers performed forced-choice segmentation tasks on random-dot stimuli. The dots in the vertical target figure were distinguished from the background dots by a different distribution of speeds or colours. To explore interactions between motion and colour segmentation, we added motion noise to the colour signal (or vice versa) by assigning all dots speeds (or colours) drawn from one of several noise distributions. Motion noise severely affects segmentation by colour. Motion noise defined by a broad distribution of speeds degrades colour segmentation, but a two-speed motion distribution (half moving up, half moving down) facilitates colour segmentation. Control experiments prove that the facilitatory effect is not caused by integrating colour information over different frames, nor can it be explained by probability summation over the two planes of moving dots. Colour noise also affects motion segmentation, but under a more restricted range of conditions, and not in a facilitatory way.

CONCLUSIONS

. Colour and motion information interact at early stages during image segmentation, before decisions based on either cue in isolation are made. The robust bipolar effects of motion information on segmentation by colour indicate that the establishment of motion-defined surfaces takes primacy, and that such surfaces constitute important primitives for further processing.

摘要

背景

视觉处理的一个重要早期阶段是图像分割,即把相似区域归为一组并与不相似区域区分开来,以便最终能够定位和识别不同的物体。在自然界中,物体同时具有颜色、运动、纹理和其他视觉属性。人类视觉系统是如何将这些属性结合起来进行图像分割的呢?尽管颜色和运动信息是通过从视网膜到视觉皮层的不同功能流来传递的,但越来越多的证据表明这些流之间存在早期且大量的相互作用。在这里,我们探索图像分割中颜色和运动之间相互作用的心理物理学证据。

结果

观察者对随机点刺激执行强制选择分割任务。垂直目标图形中的点通过不同的速度分布或颜色与背景点区分开来。为了探索运动和颜色分割之间的相互作用,我们通过为所有点分配从几种噪声分布之一中抽取的速度(或颜色),向颜色信号添加运动噪声(反之亦然)。运动噪声严重影响颜色分割。由广泛速度分布定义的运动噪声会降低颜色分割效果,但双速运动分布(一半向上移动,一半向下移动)有助于颜色分割。对照实验证明,促进作用不是由在不同帧上整合颜色信息引起的,也不能用移动点的两个平面上的概率求和来解释。颜色噪声也会影响运动分割,但在更有限的条件范围内,且不是以促进的方式。

结论

在基于任何一个线索单独做出决策之前,颜色和运动信息在图像分割的早期阶段相互作用。运动信息对颜色分割的强大双极效应表明,基于运动定义的表面的建立具有首要地位,并且这些表面构成了进一步处理的重要基元。

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