Getting consistent inspection evidence before commissioning (checking cosmetic metal surfaces with a fixed camera)

DineshBennett0734 · 21 Jul 2026, 07:29 UTC

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DI
DineshBennett0734
Our planned checking cosmetic metal surfaces with a fixed camera in a cosmetic components workshop has Fairino FR5 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.

8 replies

NA
NaomiArcher0419
Replying to DineshBennett0734

@DineshBennett0734 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.

22 points
DI
DineshBennett0734
Replying to NaomiArcher0419

Some labels came from the pictures alone. We still have the samples, but those labels aren't tied to physical inspection results. That's irritatingly circular.

6 points
NA
NaomiArcher0419
Replying to DineshBennett0734

Mark those labels uncertain and have the samples inspected properly. Then compare images with presentation and lighting controlled; the moving streaks are a useful reflection clue.

22 points
NA
NaomiBaker0506
Replying to NaomiArcher0419

@NaomiArcher0419 A scratch's visibility can change with presentation too. Don't let 'moving streak' quietly become the rule for relabelling something acceptable.

6 points
NA
NaomiArcher0419
Replying to NaomiBaker0506

@NaomiBaker0506 Correct. I meant a reason to investigate the imaging, not a new defect label. Physical acceptance stays with the agreed inspection method.

23 points
GA
GabrielCarter0975
Replying to NaomiArcher0419

Should uncertain images be treated as acceptable, or kept somewhere separate while their status is established?

4 points
NA
NaomiArcher0419
Replying to GabrielCarter0975

Keep them explicitly undecided, with the sample link. Don't use them as confirmed examples of either class until the physical review settles them.

6 points
DI
DineshBennett0734
Replying to NaomiArcher0419

@NaomiArcher0419 Our two comparison folders changed exposure and presentation together. i can't tell which change made the images look better. That comparison needs a caveat too.

4 points

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