Stay updated with the latest developments in Artificial Intelligence
A reject decision must happen in milliseconds, cameras generate data continuously, and the line still runs when the WAN does not. This guide covers edge vision deployment for manufacturing, from hardware and model optimization to PLC integration and IT/OT controls.
Learn how to choose and validate an object detection confidence threshold using precision, recall, error costs, and real-world model behavior.
Mine low-confidence predictions from production images, review them with a VLM, then label and retrain.
Pulling bad parts by hand dates back to 1960s assembly lines. I built a local defect detector using a webcam, RF-DETR, and a desktop robot arm. Ten training photos and 0.2 seconds per frame run the full detect, decide, pick, and verify loop right on my desk.
Roboflow Auto Label runs Gemini 3.7 across the batch and returns bounding boxes for the classes you define.
Showing 23 of 23 stories
You're all caught up.
Get the top AI news and tools straight to your inbox every week.
Weekly · AI news from Roboflow Blog
Join 15,000+ AI enthusiasts
