Universal Robots UR5e: A fixed camera, small presentation changes, very different streaks

FionaBrooks0847 · 4 Aug 2026, 15:58 UTC

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FI
FionaBrooks0847
Our planned presenting reflective components for surface inspection in a cosmetic components workshop 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

ME
MeiAli0255
Replying to FionaBrooks0847

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.

3 points
FI
FionaBrooks0847
Replying to MeiAli0255

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.

18 points

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