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Content-sensitive Data Compression for IoT Streaming Services

机译:IOT流服务的内容敏感数据压缩

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摘要

The progression of cheaper, faster and more reliable Internet technologies leads Internet of Things (IoT) to be applied in various fields of life nowadays. While tremendous data are generated and delivered from IOT devices, it is essential on the server side having scalable and effective data compression techniques to balance storage usage and data precision. This paper presents an adjustable content-sensitive data compression approach for IOT video streaming services and applications. Specifically, we adopt frame similarity on different aspects including illumination and structure as a matrix for streaming video frame reduction, and we are able to keep sufficient differences among video frames while reducing a significant amount of storage resources. We setup a general iot application platform in practice and show the effectiveness of the presented approach, keeping 96.5% precision with 40% storage reduction, on IOT video streaming applications.
机译:更便宜,更快,更可靠的互联网技术的进展使得互联网(物联网)应用于现在的各种生活领域。虽然从IOT设备生成并传递巨大数据,但是在服务器端具有可扩展且有效的数据压缩技术,以平衡存储使用和数据精度。本文介绍了可调节的IOT视频流服务和应用程序的内容敏感数据压缩方法。具体地,我们在不同方面采用帧相似性,包括照明和结构作为用于流媒体减少的矩阵,并且我们能够在视频帧之间保持足够的差异,同时降低大量的存储资源。我们在实践中设置了一般的IOT应用程序平台,并展示了所提出的方法的有效性,在物联网视频流应用中保持90%的储存量度为40%的精度。

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