OpenCV8 min read
How to Build an Autonomous Defect Detector with Physical AI
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.
By Aarnav ShahRoboflow Blog

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Originally published by Roboflow Blog on Aug 28, 2026.
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