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巴基斯坦手语数据集及通过机器学习自动识别乌尔都语字母的手势构型

Dataset of Pakistan Sign Language and Automatic Recognition of Hand Configuration of Urdu Alphabet through Machine Learning.

作者信息

Imran Ali, Razzaq Abdul, Baig Irfan Ahmad, Hussain Aamir, Shahid Sharaiz, Rehman Tausif-Ur

机构信息

Department of Computer Science, Pakistan.

Department of Agribusiness and Applied Economics, Muhammad Nawaz Sharif University of Agriculture, Multan, Pakistan.

出版信息

Data Brief. 2021 Apr 2;36:107021. doi: 10.1016/j.dib.2021.107021. eCollection 2021 Jun.

Abstract

Social correspondence is one of the most significant columns that the public dependent on. Notably, language is the best way to communicate and associate with one another both verbally and nonverbally. There is a persistent communication gap among deaf and non-deaf communities because non-deaf people have less understanding of sign languages. Every region/country has its sign language. In Pakistan, the sign language of Urdu is a visual gesture language that is being used for communication among deaf peoples. However, the dataset of Pakistan Sign Language (PSL) is not available publicly. The dataset of PSL has been generated by acquiring images of different hand configurations through a webcam. In this work, 40 images of each hand configuration with multiple orientations have been captured. In addition, we developed, an interactive android mobile application based on machine learning that minimized the communication barrier between the deaf and non-deaf communities by using the PSL dataset. The android application recognizes the Urdu alphabet from input hand configuration.

摘要

社交通信是公众所依赖的最重要的栏目之一。值得注意的是,语言是人们在口头和非口头方面相互交流和联系的最佳方式。聋人和非聋人社区之间一直存在沟通障碍,因为非聋人对手语的了解较少。每个地区/国家都有自己的手语。在巴基斯坦,乌尔都语手语是一种视觉手势语言,用于聋人之间的交流。然而,巴基斯坦手语(PSL)的数据集并未公开。PSL数据集是通过网络摄像头获取不同手部姿势的图像生成的。在这项工作中,我们捕捉了每种手部姿势在多个方向上的40张图像。此外,我们开发了一个基于机器学习的交互式安卓移动应用程序,通过使用PSL数据集,最大限度地减少了聋人和非聋人社区之间的沟通障碍。该安卓应用程序能从输入的手部姿势中识别乌尔都语字母。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ab3f/8076696/ba8277066cb7/gr1.jpg

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