447 citations · 501 across the 13 of their papers we have counts for
7 papers · 1 filter
Enabling Personalized Video Quality Optimization with VidHoc
Xu Zhang, Paul Schmitt, Marshini Chetty +2
The emerging video applications greatly increase the demand in network bandwidth that is not easy to scale. To provide higher quality of experience (QoE) under limited bandwidth, a…
AccMPEG: Optimizing Video Encoding for Video Analytics
Kuntai Du, Qizheng Zhang, Anton Arapin +3
With more videos being recorded by edge sensors (cameras) and analyzed by computer-vision deep neural nets (DNNs), a new breed of video streaming systems has emerged, with the goal…
SENSEI: Aligning Video Streaming Quality with Dynamic User Sensitivity
Xu Zhang, Yiyang Ou, Siddhartha Sen +1
This paper aims to improve video streaming by leveraging a simple observation: users are more sensitive to low quality in certain parts of a video than in others. For instance, reb…
A New Abstraction for Internet QoE Optimization
Junchen Jiang, Siddhartha Sen
A perennial quest in networking research is how to achieve higher quality of experience (QoE) for users without incurring more resources. This work revisits an important yet often…
Machine Learning for Networking: Workflow, Advances and Opportunities
Mowei Wang, Yong Cui, Xin Wang +2
Recently, machine learning has been used in every possible field to leverage its amazing power. For a long time, the net-working and distributed computing system is the key infrast…
Analyzing TCP Throughput Stability and Predictability with Implications for Adaptive Video Streaming
Yi Sun, Xiaoqi Yin, Nanshu Wang +4
Recent work suggests that TCP throughput stability and predictability within a video viewing session can inform the design of better video bitrate adaptation algorithms. Despite a…