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Novel Approach to Use HU Moments with Image Processing Techniques for Real Time Sign Language Communication

机译:HU矩与图像处理技术进行实时手语交流的新方法

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Sign language is the fundamental communication method among people who suffer from speech and hearing defects. The rest of the world doesn’t have a clear idea of sign language. “Sign Language Communicator” (SLC) is designed to solve the language barrier between the sign language users and the rest of the world. The main objective of this research is to provide a low cost affordable method of sign language interpretation. This system will also be very useful to the sign language learners as they can practice the sign language. During the research available human computer interaction techniques in posture recognition was tested and evaluated. A series of image processing techniques with Hu-moment classification was identified as the best approach. To improve the accuracy of the system, a new approach; height to width ratio filtration was implemented along with Hu-moments. System is able to recognize selected Sign Language signs with the accuracy of 84% without a controlled background with small light adjustments.
机译:手语是患有言语和听力缺陷的人们之间基本的交流方式。世界其他地方对手语没有一个清晰的认识。 “手语通信器”(SLC)旨在解决手语用户与世界其他地区之间的语言障碍。这项研究的主要目的是提供一种低成本,负担得起的手语翻译方法。对于手语学习者来说,该系统也将非常有用,因为他们可以练习手语。在研究过程中,对姿势识别中可用的人机交互技术进行了测试和评估。一系列具有Hu-moment分类的图像处理技术被认为是最佳方法。为了提高系统的准确性,一种新的方法;高宽比过滤与Hu矩一起实施。系统能够以较小的光线调节在不具有受控背景的情况下以84%的精度识别选定的手语符号。

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