research
∙
06/01/2023
Estimating WebRTC Video QoE Metrics Without Using Application Headers
The increased use of video conferencing applications (VCAs) has made it ...
share
research
∙
05/21/2023
Grace++: Loss-Resilient Real-Time Video Communication under High Network Latency
In real-time videos, resending any packets, especially in networks with ...
research
∙
11/29/2022
Enabling Personalized Video Quality Optimization with VidHoc
The emerging video applications greatly increase the demand in network b...
research
∙
10/29/2022
GRACE: Loss-Resilient Real-Time Video Communication Using Data-Scalable Autoencoder
Across many real-time video applications, we see a growing need (especia...
research
∙
06/20/2022
Bandwidth-Efficient Multi-video Prefetching for Short Video Streaming
Applications that allow sharing of user-created short videos exploded in...
research
∙
04/26/2022
AccMPEG: Optimizing Video Encoding for Video Analytics
With more videos being recorded by edge sensors (cameras) and analyzed b...
research
∙
02/12/2022
Automatic Curriculum Generation for Learning Adaptation in Networking
As deep reinforcement learning (RL) showcases its strengths in networkin...
research
∙
10/28/2021
Sayer: Using Implicit Feedback to Optimize System Policies
We observe that many system policies that make threshold decisions invol...
research
∙
06/22/2021
Privid: Practical, Privacy-Preserving Video Analytics Queries
Analytics on video recorded by cameras in public areas have the potentia...
research
∙
05/18/2021
Towards Performance Clarity of Edge Video Analytics
Edge video analytics is becoming the solution to many safety and managem...
research
∙
12/19/2020
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
Video analytics applications use edge compute servers for the analytics ...
research
∙
08/16/2020
Domain-specific Communication Optimization for Distributed DNN Training
Communication overhead poses an important obstacle to distributed DNN tr...
research
∙
08/11/2020
SENSEI: Aligning Video Streaming Quality with Dynamic User Sensitivity
This paper aims to improve video streaming by leveraging a simple observ...
research
∙
08/10/2020
A New Abstraction for Internet QoE Optimization
A perennial quest in networking research is how to achieve higher qualit...
research
∙
11/11/2019
Pano: Optimizing 360° Video Streaming with a Better Understanding of Quality Perception
Streaming 360 videos requires more bandwidth than non-360 videos. This i...
research
∙
11/03/2018
ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Enterprise Scale
The deployment of large camera networks for video analytics is an establ...
research
∙
09/22/2018
Seeding Deep Learning using Wireless Localization
Deep learning is often constrained by the lack of large, diverse labeled...
research
∙
09/07/2018