Fuzzy clustering in vision recognition applied in NAVI

R. Nagarajan, S. Yaacob, G. Sainarayanan
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引用次数: 8

Abstract

In this paper a system for navigation assistance for visually impaired (NAVI) is presented. The system includes a single board processing system (UPS), vision sensor mounted headgear and stereo earphones. The image of environment is captured by the vision sensor. The image is then processed by a novel real time image processing methodology using the fuzzy clustering algorithm. The proposed methodology incorporates certain human vision properties for clear representation of the environment. The image processed is mapped to a stereo acoustic pattern and transferred to the user's earphones. The sound produced varies with the gray value and orientation of the obstacle in front. Blind individuals are trained with NAVI and tested for obstacle identification. Suggestions from the blind volunteers regarding pleasantness and discrimination of sound pattern were also incorporated in the prototype. Certain improvements for faster convergence of clustering are also considered.
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模糊聚类在导航系统视觉识别中的应用
本文介绍了一种视障人士导航辅助系统。该系统包括一个单板处理系统(UPS),安装视觉传感器的头戴设备和立体声耳机。环境图像由视觉传感器捕获。然后使用一种新的实时图像处理方法,使用模糊聚类算法对图像进行处理。所提出的方法结合了某些人类视觉特性,以清晰地表示环境。处理后的图像被映射成立体声学模式并传输到用户的耳机上。所产生的声音随着前面障碍物的灰度值和方向而变化。盲人接受了NAVI训练,并进行了障碍物识别测试。在原型中还纳入了盲人志愿者关于声音模式的愉悦性和辨别的建议。本文还考虑了提高聚类收敛速度的某些改进。
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