用一种传播方法对幼儿进行拉丁字母识别

S. Riyadi, Zilvanhisna Emka Fitri, Arizal Mujibtamala Nanda Imron
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引用次数: 1

摘要

幼儿比成年人更难记住拉丁字母或罗马字符。导致它的一些因素是认知发展、动机、学习兴趣、情感和环境因素。为了克服这一点,需要一种能够让孩子们轻松记住拉丁字母的创新媒体。其中一种创新媒体应用了数字图像处理技术和人工智能。使用的字体是10种字母模型,采用预处理、二值化、像素映射、创建矢量等图像处理技术作为特征提取。而人工智能使用的是反向传播方法。总共有208张字母图像,625个输入特征,500个epoch,系统使用的最佳学习率为0.025,最佳训练准确率为93.96%,测试准确率为92.31%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PENGENALAN HURUF LATIN PADA ANAK USIA DINI DENGAN PENERAPAN METODE BACKPROPAGATION
Early childhood has difficulty remembering Latin letters or Roman characters than adults. Some of the factors that cause it are cognitive development, motivation, interest in learning, emotions and environmental factors. To overcome this, an innovative media is needed so that children can easily remember Latin letters. One of the innovative media applies digital image processing techniques and artificial intelligence. The fonts used are 10 types of letter models with image processing techniques such as preprocessing, binaryization, pixel mapping and creating vector as feature extraction.  While the artificial intelligence used is the backpropagation method. The total data is 208 letter images with 625 input features with 500 epochs, the best learning rate used by the system is 0.025 so that the best training accuracy is 93.96% and testing accuracy is 92.31%.
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