L3BOU: Low Latency, Low Bandwidth, Optimized Super-Resolution Backhaul for 360-Degree Video Streaming

Ayush Sarkar, John Murray, Mallesham Dasari, Michael Zink, Klara Nahrstedt

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In recent years, streamed 360° videos have gained popularity within Virtual Reality (VR) and Augmented Reality (AR) applications. However, they are of much higher resolutions than 2D videos, causing greater bandwidth consumption when streamed. This increased bandwidth utilization puts tremendous strain on the network capacity of the cloud providers streaming these videos. In this paper, we introduce L3BOU, a novel, three-Tier distributed software framework that reduces cloud-edge bandwidth in the backhaul network and lowers average end-To-end latency for 360° video streaming applications. The L3BOU framework achieves low bandwidth and low latency by leveraging edge-based, optimized upscaling techniques. L3BOU accomplishes this by utilizing down-scaled MPEG-DASH-encoded 360° video data, known as Ultra Low Resolution (ULR) data, that the L3BOU edge applies distributed super-resolution (SR) techniques on, providing a high quality video to the client. L3BOU is able to reduce the cloud-edge backhaul bandwidth by up to a factor of 24, and the optimized super-resolution multi-processing of ULR data provides a 10-fold latency decrease in super resolution upscaling at the edge.

Original languageEnglish (US)
Title of host publicationProceedings - 23rd IEEE International Symposium on Multimedia, ISM 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages138-147
Number of pages10
ISBN (Electronic)9781665437349
DOIs
StatePublished - 2021
Event23rd IEEE International Symposium on Multimedia, ISM 2021 - Virtual, Online, Italy
Duration: Nov 29 2021Dec 1 2021

Publication series

NameProceedings - 23rd IEEE International Symposium on Multimedia, ISM 2021

Conference

Conference23rd IEEE International Symposium on Multimedia, ISM 2021
Country/TerritoryItaly
CityVirtual, Online
Period11/29/2112/1/21

Keywords

  • 360° video
  • bandwidth
  • edge computing
  • latency
  • super-resolution
  • video streaming

ASJC Scopus subject areas

  • Computer Science Applications
  • Human-Computer Interaction
  • Media Technology
  • Artificial Intelligence

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