首页> 美国卫生研究院文献>Proceedings of the Royal Society B: Biological Sciences >Motion edges and regions guide image segmentation by colour.
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Motion edges and regions guide image segmentation by colour.

机译:运动边缘和区域指导按颜色进行图像分割。

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摘要

Image segmentation is an important early stage in visual processing in which the visual system groups together parts of the image that belong together, prior to or in conjunction with object recognition. Two principal processes may be involved in image segmentation: an edge-based process that uses feature contrasts to mark boundaries of coherent regions, and a region-based process that groups similar features over a larger scale. Earlier, we have shown that motion and colour interact strongly in image segmentation by the human visual system. Here we explore the nature of this interaction in terms of edge- and region-based processes. We measure performance on a region-based colour segmentation task in the presence of distinct types of motion information, in the form of edges and regions which in themselves do not reveal the location of the colour target. The results show that both motion edges and regions may guide the integrative process required for this colour segmentation task. Motion edges appear to act by delimiting areas over which to integrate colour information, whereas motion similarities define primitive surfaces within which colour grouping and segmentation processes are deployed.
机译:图像分割是视觉处理中的一个重要的早期阶段,在该阶段中,视觉系统将在对象识别之前或与之结合的属于同一部分的图像部分组合在一起。图像分割可能涉及两个主要过程:使用特征对比标记相干区域边界的基于边缘的过程,以及在更大范围内对相似特征进行分组的基于区域的过程。之前,我们已经证明了运动和色彩在人类视觉系统的图像分割中具有很强的相互作用。在这里,我们从基于边缘和区域的过程中探讨了这种交互的性质。我们在存在不同类型的运动信息的情况下,以边缘和区域的形式(本身不会显示颜色目标的位置)来衡量基于区域的颜色分割任务的性能。结果表明,运动边缘和运动区域都可以指导此颜色分割任务所需的集成过程。运动边缘似乎是通过划定在其上整合颜色信息的区域来起作用的,而运动相似性则定义了在其内部部署颜色分组和分割过程的原始表面。

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