Title
Had You Looked Where I'm Looking: Cross-user Similarities in Viewing Behavior for 360° Video and Caching Implications.
Abstract
The demand and usage of 360-degree video services are expected to increase. However, despite these services being highly bandwidth intensive, not much is known about the potential value that basic bandwidth saving techniques such as server or edge-network on-demand caching (e.g., in a CDN) could have when used for delivery of such services. This problem is both important and complicated as client-side solutions have been developed that split the full 360-degree view into multiple tiles, and adapt the quality of the downloaded tiles based on the user's expected viewing direction and bandwidth conditions. To better understand the potential bandwidth savings that caching-based techniques may offer for this context, this paper presents the first characterization of the similarities in the viewing directions of users watching the same 360-degree video, the overlap in viewports of these users (the area of the full 360-degree view they actually see), and the potential cache hit rates for different video categories and network conditions. The results provide substantial insight into the conditions under which overlap can be considerable and caching effective, and can inform the design of new caching system policies tailored for 360-degree video.
Year
DOI
Venue
2020
10.1145/3358960.3379129
ICPE '20: ACM/SPEC International Conference on Performance Engineering Edmonton AB Canada April, 2020
Keywords
DocType
Volume
360 degrees streaming, caching, viewport overlap
Conference
abs/1906.09779
ISBN
Citations 
PageRank 
978-1-4503-6991-6
0
0.34
References 
Authors
0
2
Name
Order
Citations
PageRank
Niklas Carlsson158551.31
Derek L. Eager21718304.86