探索基于物联网和移动多媒体技术的中国文化传播模式
1General Department, Xi'an Traffic Engineering Institute, Xi'an, Shaanxi, China.
PeerJ. Computer science
|June 22, 2023
概括
这项研究引入了一种新的CBAM-ResNet50模型来检索山西影子游戏图像,达到92.5%的准确性. 物联网 (IoT) 系统能够有效地检索深层次的文化信息.
科学领域:
- 计算机科学 计算机科学
- 文化遗产信息学 文化遗产信息学
背景情况:
- 数字时代和互联网的发展增加了对有效的文化数字图像传播的需求.
- 山西影子游戏图像代表了中国文化遗产的重要方面,需要先进的检索方法.
研究的目的:
- 开发和实施一个高效的图像检索模型,用于西影子游戏文化图像.
- 在物联网 (IoT) 系统中增强深层次的文化信息检索能力.
主要方法:
- 开发了一个CBAM-ResNet50模型,将ResNet50与注意力机制 (CBAM) 集成,以增强特征提取.
- 该模型在物联网系统中实现,配置图像采集,处理和输出模块.
- 图像处理模块使用CBAM-ResNet50网络进行智能影子播放图像检索.
主要成果:
- CBAM-ResNet50模型展示了高的检索精度,在第一张图像中达到92.5%,并准确地检索了前六张图像.
- 图像检索在GPU上以毫秒级执行,这表明速度有了显著的改进.
- 实施的物联网系统促进了有效和详细的影子游戏图像检索.
结论:
- CBAM-ResNet50模型提供了一种有效的解决方案,用于检索详细的文化图像,特别是西影子戏.
- 与物联网系统的集成增强了中国文化遗产的传播和可访问性.
- 这项研究有助于推进文化数字内容的图像检索技术.
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