Discarding guessed labels has left our cover reference set nearly empty

RachelChan1131 · 29 Jul 2026, 17:12 UTC

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RA
RachelChan1131
I've kept guessed labels outside tuning before. Now our planned UR5e cover-inspection station has moving bright streaks labelled scratches. How do I rebuild useful references without losing the awkward examples?

15 replies

AL
AlexArcher0385
Replying to RachelChan1131

Keep the awkward examples. Link each image to its physical cover and ask inspection to judge the surface independently of that bright stripe. An uncertain example can remain uncertain.

7 points
SA
SamBennett0768
Replying to RachelChan1131

An empty trusted set is less sketchy than a full wrong one, though it does make the commissioning date uncomfortable.

14 points
OS
OscarAbbott0010
Replying to SamBennett0768

I wouldn't call it empty until the physical review. Some covers may be perfectly useful, just incorrectly annotated. Rebuilding every example could waste the preparation you've already paid for.

16 points
RA
RachelChan1131
Replying to AlexArcher0385

We still have the covers. It's the link between each cover and image that needs checking.

16 points
GR
GraceAllen0320
Replying to RachelChan1131

Start there. Give the covers stable identities before another capture session; otherwise a better picture still leaves you guessing which surface was examined.

9 points
AL
AlexArcher0385
Replying to OscarAbbott0010

Oscar, agreed. I mean separate trusted decisions from guesses, not throw the files away. Keep original annotations visible as superseded if inspection changes them.

10 points
SA
SamBennett0768
Replying to AlexArcher0385

And don't make the rejected covers vanish from the lesson once the labels are fixed.

17 points
RA
RachelChan1131
Replying to SamBennett0768

The trainer wants those comparisons too. I'll preserve both views, with the inspection decision beside them.

-2 points
OS
OscarAbbott0010
Replying to RachelChan1131

Before you collect hundreds, try a small identified set through repeat placements. If the supposed scratch moves but a confirmed mark disappears, you have two different imaging problems to solve.

9 points
RA
RachelChan1131
Replying to OscarAbbott0010

Inspection found one real mark beside the bright band. The band alone was misleading. That cover stays in.

3 points
AL
AlexArcher0385
Replying to RachelChan1131

That's a useful difficult reference. Record the mark's location on the part, then see whether candidate viewing conditions reveal it consistently across the presentation variation you expect.

17 points
GR
GraceAllen0320
Replying to AlexArcher0385

Keep the cleaning condition recorded too. I would not compare an untouched cover with a wiped one and call the difference a lighting result.

14 points
SA
SamBennett0768
Replying to RachelChan1131

Did the trainer get the physical cover, Rachel, or only the new pictures?

17 points
RA
RachelChan1131
Replying to GraceAllen0320

Both. Thanks, Grace; the capture sheet now has surface preparation. Repeat-presentation work is still unfinished.

8 points
OS
OscarAbbott0010
Replying to RachelChan1131

Then I would leave the threshold deadline separate from the reference-review deadline. A corrected label doesn't by itself make that faint mark reliably visible.

13 points

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