55 citations · 158 across the 23 of their papers we have counts for
5 papers · 1 filter
CrossRoI: Cross-camera Region of Interest Optimization for Efficient Real Time Video Analytics at Scale
Hongpeng Guo, Shuochao Yao, Zhe Yang +2
Video cameras are pervasively deployed in city scale for public good or community safety (i.e. traffic monitoring or suspected person tracking). However, analyzing large scale vide…
DeepRT: A Soft Real Time Scheduler for Computer Vision Applications on the Edge
Zhe Yang, Klara Nahrstedt, Hongpeng Guo +1
The ubiquity of smartphone cameras and IoT cameras, together with the recent boom of deep learning and deep neural networks, proliferate various computer vision driven mobile and I…
SiEVE: Semantically Encoded Video Analytics on Edge and Cloud
Tarek Elgamal, Shu Shi, Varun Gupta +2
Recent advances in computer vision and neural networks have made it possible for more surveillance videos to be automatically searched and analyzed by algorithms rather than humans…
Serdab: An IoT Framework for Partitioning Neural Networks Computation across Multiple Enclaves
Tarek Elgamal, Klara Nahrstedt
Recent advances in Deep Neural Networks (DNN) and Edge Computing have made it possible to automatically analyze streams of videos from home/security cameras over hierarchical clust…
Costless: Optimizing Cost of Serverless Computing through Function Fusion and Placement
Tarek Elgamal, Atul Sandur, Klara Nahrstedt +1
Serverless computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than d…