Flexible high-resolution object detection on edge devices with tunable latency
Object detection is a fundamental building block of video analytics applications. While
Neural Networks (NNs)-based object detection models have shown excellent accuracy on …
Neural Networks (NNs)-based object detection models have shown excellent accuracy on …
Cross vision-rf gait re-identification with low-cost rgb-d cameras and mmwave radars
Human identification is a key requirement for many applications in everyday life, such as
personalized services, automatic surveillance, continuous authentication, and contact …
personalized services, automatic surveillance, continuous authentication, and contact …
Toward reliable non-line-of-sight localization using multipath reflections
The past decade's research in RF indoor localization has led to technologies with decimeter-
level accuracy under controlled experimental settings. However, existing solutions are not …
level accuracy under controlled experimental settings. However, existing solutions are not …
Caesar: cross-camera complex activity recognition
Detecting activities from video taken with a single camera is an active research area for ML-
based machine vision. In this paper, we examine the next research frontier: near real-time …
based machine vision. In this paper, we examine the next research frontier: near real-time …
Rfcam: Uncertainty-aware fusion of camera and wi-fi for real-time human identification with mobile devices
As cameras and Wi-Fi access points are widely deployed in public places, new mobile
applications and services can be developed by connecting live video analytics to the mobile …
applications and services can be developed by connecting live video analytics to the mobile …
ivr: Integrated vision and radio localization with zero human effort
Smartphone localization is essential to a wide range of applications in shopping malls,
museums, office buildings, and other public places. Existing solutions relying on radio …
museums, office buildings, and other public places. Existing solutions relying on radio …
When IoT met augmented reality: Visualizing the source of the wireless signal in AR view
This paper presents VisIoT, a system that tracks the location of a wireless transmitter in IoT
devices and displays it in the screen of an AR device such as smart glasses and tablet. The …
devices and displays it in the screen of an AR device such as smart glasses and tablet. The …
Indoor localization with adaptive signal sequence representations
Indoor location-based services (LBS) have exhibited large commercial and social values in
smart cities, and urgent demands of which have spurred many localization techniques …
smart cities, and urgent demands of which have spurred many localization techniques …
Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies
X Wang, W Jia - arXiv preprint arXiv:2501.03265, 2025 - arxiv.org
The emergence of 5G and edge computing hardware has brought about a significant shift in
artificial intelligence, with edge AI becoming a crucial technology for enabling intelligent …
artificial intelligence, with edge AI becoming a crucial technology for enabling intelligent …
Grab: Fast and accurate sensor processing for cashier-free shopping
Cashier-free shopping systems like Amazon Go improve shopping experience, but can
require significant store redesign. In this paper, we propose Grab, a practical system that …
require significant store redesign. In this paper, we propose Grab, a practical system that …