Multi geometrical image processing based on active vision agent

S. C. Abdullah, M. Ohka, J. Mahmud, M. A. M. Jusoh, J. Saedon
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Abstract

This paper presents an image processing capable of detecting basic shapes that communicate as intelligent agent by active vision sensor system. We also propose image recognition algorithm to facilitate a binocular camera to be able to detect and recognize multi geometrical object shapes. We investigate within plain and crowded background environment, indoor and outdoor along with low noise and very high noise that complicate the edge shape. The evaluation result shows plain environment give the highest recognition percentage followed by indoor and outdoor. Meanwhile the unsatisfied result is due to the high noises that make the gradient magnitude cannot distinguish between the multi geometrical edges and background because of their similar or shared pixels. However, the image processing efficiency is improved and able to distinguish image in real time navigation and amenable to spatial agent memory architectures. In near future, the result shall be used as a capstone for future application and development in humanoid robot sensor field.
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基于主动视觉代理的多几何图像处理
本文提出了一种利用主动视觉传感器系统作为智能体进行基本形状检测的图像处理方法。我们还提出了一种图像识别算法,使双目相机能够检测和识别多种几何形状的物体。我们研究了简单和拥挤的背景环境,室内和室外以及低噪声和非常高的噪声,使边缘形状复杂化。评价结果显示,平原环境的认知率最高,室内次之,室外次之。同时,由于存在较高的噪声,使得梯度值无法区分多个几何边缘和背景,因为它们的像素相似或共享。然而,提高了图像处理效率,能够在实时导航中识别图像,并适应空间代理存储架构。在不久的将来,这一结果将成为人形机器人传感器领域未来应用和发展的一个顶点。
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