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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
How to Build an Autonomous Defect Detector with Physical AI

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Originally published by Roboflow Blog on Aug 28, 2026.

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