Video analytics with deep learning techniques has generated immense interest in academia
and industry, captivating minds with its transformative potential. Deep learning techniques …

Edge computing has been getting a momentum with ever-increasing data at the edge of the
network. In particular, huge amounts of video data and their real-time processing …

Sustaining high fidelity and high throughput of perception tasks over vision sensor streams
on edge devices remains a formidable challenge, especially given the continuing increase …

We investigate an edge-computing scenario for robot control, where two similar neural
networks are running on one computational node. We test the feasibility of using a single …

Video analytic is the important tool for smart city development. The video analytic application
requires more memories and high processing devices. The problems of cloudbased …

Intelligent video analytics systems have come to play an essential role in many fields,
including public safety, transportation safety, and many other industrial areas, such as …

This paper focuses on the smart security aspect of smart city initiatives, and specifically on
road traffic monitoring. We describe the design and deployment of smart traffic monitoring in …

We present JIGSAW, a novel system that performs edge-based streaming perception over
multiple video streams, while additionally factoring in the redundancy offered by the spatial …

Cyber-physical systems and applications have fundamentally changed people and
processes in the way they interact with the physical world, ushering in the fourth industrial …

We present JIGSAW, a novel system that performs edge-based streaming perception over
multiple video streams, while additionally factoring in the redundancy offered by the spatial …