Fairino FR10: Our example images keep turning shiny patches into defects

RachelBaker0522 · 4 Aug 2026, 03:49 UTC

Reply to discussion
RA
RachelBaker0522
Our planned presenting reflective components for surface inspection in a cosmetic components workshop has Fairino FR10 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.

13 replies

NO
NoraAli0235
Replying to RachelBaker0522

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.

21 points
RA
RachelBaker0522
Replying to NoraAli0235

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.

12 points
NO
NoraAli0235
Replying to RachelBaker0522

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.

5 points
EL
ElenaArcher0427
Replying to NoraAli0235

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

6 points
NO
NoraAli0235
Replying to ElenaArcher0427

@ElenaArcher0427 Correct. I meant a reason to investigate the imaging, not a new defect label. Physical acceptance stays with the agreed inspection method.

21 points
SA
SaraAdams0113
Replying to NoraAli0235

@NoraAli0235 Should uncertain images be treated as acceptable, or kept somewhere separate while their status is established?

12 points
NO
NoraAli0235
Replying to SaraAdams0113

@SaraAdams0113 Retain their sample identities and undecided status. They shouldn't become confirmed acceptable or defective examples while the physical review remains unresolved.

18 points
RA
RachelBaker0522
Replying to NoraAli0235

I've checked the image folders and found that exposure and presentation both changed between them. Their improved appearance can't be attributed to either change individually.

17 points
VI
VictorArcher0359
Replying to RachelBaker0522

I had a separate inspection setup where the 'better lighting' folder used easier samples too. Its name implied a lighting conclusion that the comparison didn't support.

18 points
RA
RachelBaker0522
Replying to VictorArcher0359

Which details did you retain with each image? I can record sample identity and settings, but I'd like a practical record people will actually maintain.

9 points
VI
VictorArcher0359
Replying to RachelBaker0522

On my setup we kept sample ID, exposure, lighting arrangement and presentation condition. Enough to explain a comparison without reconstructing the whole session from memory.

1 points
RA
RachelBaker0522
Replying to VictorArcher0359

My starting point is clear: establish physical references and compare image conditions in a controlled way. That resolves the planning question while leaving inspection suitability dependent on evaluation.

19 points
NO
NoraAli0235
Replying to RachelBaker0522

@RachelBaker0522 That gives the evaluation a sound question to answer. Suitability remains dependent on those checks, as you've made clear.

9 points

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