BDSL 49:孟加拉手语的综合数据集
Ayman Hasib1, Jannatul Ferdous Eva1, Saqib Sizan Khan1
1Department of Computer Science and Engineering, University of Asia Pacific, Dhaka, Bangladesh.
Data in brief
|July 12, 2023
概括
这项研究介绍了孟加拉手语 (BSL) 数据集,BDSL49,包含29490张孟加拉字母符号的图像. 本资源帮助研究人员开发用于孟加拉手语识别的自动化系统.
科学领域:
- 计算机科学 计算机科学
- 语言学的语言学.
- 人工智能的人工智能
背景情况:
- 手语对于听力障碍者和非语言人士之间的沟通至关重要.
- 孟加拉手语 (BSL) 是孟加拉语聋人社区的重要沟通方式.
- 开发用于手语识别的自动化系统可以显著提高可访问性.
研究的目的:
- 介绍和描述BDSL49数据集,这是一个全面的孟加拉手语图像集合.
- 为机器学习,计算机视觉和深度学习领域的研究人员提供宝贵的资源.
- 促进孟加拉语手语自动识别系统的开发.
主要方法:
- BDSL49数据集包括49000张代表孟加拉字母的图像,来自14个不同的成年人.
- 数据预处理涉及降噪技术,以确保图像质量.
- 应用了两个模型来检测和识别手语.
主要成果:
- BDSL49数据集包含29490张图像和49个标签,涵盖了孟加拉字母.
- 数据集的策划是注意不同的外观和背景.
- 这一数据集的可用性使得孟加拉手语手语处理领域的进一步研究和开发成为可能.
结论:
- BDSL49数据集是孟加拉手语研究领域的重要贡献.
- 这个资源使研究人员能够为孟加拉手语建立先进的自动化系统.
- 该数据集促进使用孟加拉手语的听力受损社区的可访问性和包容性.
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