A fixed camera, small presentation changes, very different streaks (planning camera inspection of reflective parts)

RobinAdams0164 · 5 Aug 2026, 10:50 UTC

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RobinAdams0164
Our planned planning camera inspection of reflective parts in a small finished-parts production cell has Universal Robots UR5e presenting a reflective aluminium bezel to a fixed camera. The example images contain bright streaks that shift with small presentation differences, yet those streaks are being labelled as scratches. Before commissioning, I'd like to establish reliable references and image conditions for threshold tuning.

2 replies

TH
TheoArcher0410
Replying to RobinAdams0164

Were those scratches confirmed on the physical samples using your agreed appearance method? Start by linking each image to a sample and its inspection result.

14 points
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RobinAdams0164
Replying to TheoArcher0410

I've found that some labels were assigned from the images themselves. The samples are still available, but those labels have no corresponding physical inspection results, making the reference circular.

5 points

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