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A Vision-Based Fingertip-Writing Character Recognition System

机译:基于视觉的指尖书写字符识别系统

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This paper presents a vision-based fingertip-writing character recognition system. The overall system is implemented through a CMOS image camera on a FPGA chip. A blue cover is mounted on the top of a finger to simplify fingertip detection and to enhance recognition accuracy. For each character stroke, 8 sample points (including start and end points) are recorded. 7 tangent angles between consecutive sampled points are also recorded as features. In addition, 3 features angles are extracted: angles of the triangle consisting of the start point, end point and average point of all (8 total) sampled points. According to these key feature angles, a simple template matching K-nearest-neighbor classifier is applied to distinguish each character stroke. Experimental result showed that the system can successfully recognize fingertip-writing character strokes of digits and small lower case letter alphabets with an accuracy of almost 100%. Overall, the proposed finger-tip-writing recognition system provides an easy-to-use and accurate visual character input method.
机译:本文提出了一种基于视觉的指尖书写字符识别系统。整个系统通过FPGA芯片上的CMOS摄像头实现。蓝色盖罩安装在手指顶部,以简化指尖检测并提高识别精度。对于每个字符笔划,将记录8个采样点(包括起点和终点)。连续采样点之间的7个切线角也记录为特征。此外,还提取了3个特征角度:三角形的角度,包括所有(总共8个)采样点的起点,终点和平均点。根据这些关键特征角度,应用一个简单的模板匹配K近邻分类器来区分每个字符笔划。实验结果表明,该系统可以成功识别数字和小写小写字母的指尖写字字符,准确率几乎为100%。总体而言,提出的指尖笔迹识别系统提供了一种易于使用且准确的视觉字符输入方法。

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