📄️ AI Gun Detection Solution for Real-Time Edge Alerts
Edge AI gun detection system based on Frigate-on-Jetson and Node-RED, supporting Jetson and reComputer R2000 (Hailo) platforms.
📄️ On-Device AI Fall Detection: Build, Deploy, and Measured Results
Building a local fall-alert system for elder care, assisted living and home care — what devices you need, how to deploy it, which interfaces it exposes, and measured data across seven devices
📄️ Unmanned Store Face Access: Hardware, Face Library Distribution and Measured Boundaries
Face access control for an unattended door — what hardware you need, how to deploy it, which interfaces it exposes, and measured face library activation, door-open time and rejections
📄️ Crowd Flow Heatmap with Home Assistant
Want to visualize the flow of people in a space? You can easily achieve this with Home Assistant combined with a floorplan heatmap. This solution allows you to overlay person-hour data on a floor plan, giving you an at-a-glance understanding of space utilization.
📄️ Edge Waste Sorting: Material Classes, the Chinese Four-Way Category and MQTT
On-device waste sorting at the drop-off point — one trigger, one image, eight material classes and the Chinese four-way disposal category over MQTT, with a GPIO callback for a flap. Hardware, deployment outline, output contracts and the full measured boundaries.
📄️ Edge Product Recognition: Build, Deploy, and Measured Results
Supermarket product recognition on the edge — a single-class detector, an embedding gallery that registers a new SKU from photographs instead of a training run, what hardware it needs, how it is deployed, the measured per-board data, and implementation details for engineers
📄️ Crowd Tracking & Counting
Introduces an AI demo of Jetson crowd tracking