From video stream to useful events
A camera stream becomes valuable when it produces structured events: object detected, object crossed a line, count increased, class changed, defect found, person entered a region, plant condition changed, or operator review is needed.
Edge AI makes small pilots realistic
Jetson Nano-class devices, embedded Linux, GStreamer, OpenCV, and compact ML models can run close to the camera. That reduces latency, avoids uploading everything, and lets the system keep working even when internet access is unreliable.
Data collection is part of the product
If the model needs real examples, the first version should collect and label images safely. A small labeling workflow often matters more than trying to guess the perfect model on day one.