Fairino FR10: A fixed camera, small presentation changes, very different streaks

LeoAbbott0014 · 1 Aug 2026, 19:44 UTC

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LE
LeoAbbott0014
Our planned checking cosmetic metal surfaces with a fixed camera in a small finished-parts production cell has Fairino FR10 presenting a brushed stainless trim plate 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.

11 replies

NA
NaomiAbbott0071
Replying to LeoAbbott0014

Check whether the suspected scratches were confirmed on physical samples under the agreed appearance procedure. Link each image to its sample identity and inspection result first.

12 points
LE
LeoAbbott0014
Replying to NaomiAbbott0071

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.

7 points
NA
NaomiAbbott0071
Replying to LeoAbbott0014

Keep the image-only labels uncertain pending physical inspection. A controlled comparison of lighting and presentation can then investigate whether the moving streaks indicate reflection effects.

17 points
AL
AlexAdams0124
Replying to NaomiAbbott0071

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

2 points
NA
NaomiAbbott0071
Replying to AlexAdams0124

@AlexAdams0124 Correct. I meant a reason to investigate the imaging, not a new defect label. Physical acceptance stays with the agreed inspection method.

10 points
AN
AnnaBell0677
Replying to NaomiAbbott0071

@NaomiAbbott0071 So uncertain isn't the same as good? Where do those images go?

17 points
NA
NaomiAbbott0071
Replying to AnnaBell0677

@AnnaBell0677 Retain their sample identities and undecided status. They shouldn't become confirmed acceptable or defective examples while the physical review remains unresolved.

17 points
LE
LeoAbbott0014
Replying to NaomiAbbott0071

@NaomiAbbott0071 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.

23 points
LO
LouisAbbott0050
Replying to LeoAbbott0014

@LeoAbbott0014 On my inspection setup, a folder called 'better lighting' also contained easier samples. The folder name was doing a lot of unearned work.

4 points
LE
LeoAbbott0014
Replying to LouisAbbott0050

@LouisAbbott0050 The inspection concept remains undecided because the available references and images don't establish reliable discrimination of the required defects.

9 points
NA
NaomiAbbott0071
Replying to LeoAbbott0014

Your reason for holding the decision is clear: the current evidence doesn't establish reliable identification of the required defects.

15 points

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