📄️ 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.
📄️ Crayfish Behavior Recognition
Aquaculture Crayfish Behavior & Fighting Recognition Engineering Document: 4-stage funnel pipeline, 8-frame temporal mosaic network, multi-frame sex voting, solution-cli automated deployment, runtime matrix, MQTT/WS protocols, and field benchmarks
📄️ On-Device AI Fall Detection
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
📄️ Edge Assembly Inspection
On-device assembly inspection — missing-part comparison against a template expected-item list, ArUco-calibrated dimension measurement, and one OK/NG verdict delivered to the PLC over Modbus TCP and to the MES over MQTT. Hardware, deployment outline, output contracts and measured data.
📄️ Edge Security Alerting
Build a local restricted-zone, line-crossing and loitering alerting system for a plant, warehouse or server-room door — what hardware you need, how to deploy it, which interfaces it exposes, and measured timing and throughput on three hosts.
📄️ Rehabilitation Posture Analysis
Edge AI Rehabilitation Posture Analysis Engineering Document: 33-keypoint anatomical topology retraining, hysteresis state machine, ROM angle measurement, compensation alert engine, secondary cascade hand/foot models, solution-cli automated deployment, WebSocket/EMR protocols, and edge benchmarks
📄️ Retail People-Flow Heatmap
Building a local people-flow heatmap for stores and exhibition spaces — what devices you need, how to deploy it, which interfaces it exposes, and measured frame rates on three devices
📄️ Unmanned Store Face Access
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 Surface Defect Inspection
On-device steel surface defect inspection — six defect classes, an OK/NG verdict delivered to the PLC over Modbus TCP and to the MES over MQTT, on Jetson Orin or a reComputer R2000 series with a Hailo-8. Hardware, deployment outline, output contracts and measured data.
📄️ Edge Waste Sorting
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
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
📄️ Edge License Plate Recognition
License plate recognition and whitelist barrier opening with your existing gate cameras and one edge host — hardware, deployment, interfaces and measured data on Jetson and RK hosts
📄️ Parking Vehicle Counting
Count car-park entries and exits with your existing gate cameras and publish live free spaces — hardware, deployment, interfaces and measured data on Jetson and RK hosts
📄️ Parking Occupancy Detection
Report each parking bay as occupied or free with the IP cameras already in your car park — hardware, deployment, interfaces and multi-stream measured data on Jetson and RK hosts
📄️ Crowd Tracking & Counting
Introduces an AI demo of Jetson crowd tracking