4.7 Article

A Super-Resolution Flexible Video Coding Solution for Improving Live Streaming Quality

期刊

IEEE TRANSACTIONS ON MULTIMEDIA
卷 25, 期 -, 页码 6341-6355

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TMM.2022.3207580

关键词

Streaming media; Bandwidth; Uplink; Bit rate; Video coding; Servers; Video recording; Live streaming; super-resolution; video coding; video delivery

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This paper proposes a flexible super-resolution-based video coding and uploading framework to improve the quality of live video streaming in limited uplink network bandwidth conditions. By employing a flexible video coding scheme and bitrate adaptation algorithm, the framework reduces the required bandwidth while maintaining video quality, thereby enhancing users' Quality of Experience.
In the context of the latest growing popularity of live video streaming, ensuring high video quality has become one of the most significant challenges faced by all live streaming platforms. Insufficient uplink bandwidth is an important factor that influences these live video transmissions, affecting their bitrate and latency and consequently the associated video streaming quality. This paper proposes a novel flexible super-resolution-based video coding and uploading framework (FlexSRVC) that improves the quality of live video streaming in limited uplink network bandwidth conditions. FlexSRVC includes a flexible video coding scheme, which compresses high-resolution key and non-key video frames to a lower bitrate in order to reduce the upload delay. A new flexible bitrate adaptation algorithm is also proposed to select dynamically the number of frames to be compressed and the compression ratio by jointly considering uplink network conditions and available cloud computing resources. Trace-driven emulations demonstrate that FlexSRVC provides the same quality while reducing up to 25% of the required bandwidth compared to the original encoding method (H.264). FlexSRVC improves users' QoE by at least 50% compared to a super resolution-based method which employs reconstruction of all video frames in uplink bandwidth constrained conditions.

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