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INDUSTRY FIELD GUIDE

Cut flower bunch and bloom-stage images for AI review

A photo of a flower bunch can help count stems and classify visible bloom stages.

By Fiund · Updated 2026-11-05

NAICS 111422 · Floriculture Production

A photo of a flower bunch can help count stems and classify visible bloom stages. It does little to show whether short stems are hidden behind the wrapper. USDA maintains grade resources for flowers and plants. A grower can create a specific computer-vision exercise around the evidence needed for each label. USDA flowers and plants grade resources

Use an unbranded practice bunch with a known stem count. Photograph the closed bunch, then its aligned stems on a marked surface. Record the verified count, visible length range, and bloom-stage labels for an agreed subset. Add a second bunch that looks full from the top but contains a hidden short stem. Test whether the model knows which view supports each claim.

Use owned blooms and independently written labels. Clear permissions for any commercial bouquet design, buyer-specific packaging, and authorized workroom footage. Remove grower contracts and store account information.

Describe a floriculture image sample

Original Fiund exercise

A top view cannot verify every stem's length

Two original practice bunches are described by synthetic image annotations. No commercial bouquet design, buyer packaging or official flower grade is reproduced.

Fictional records supplied to the evaluator
RecordSourceWhat it records
FL1Bunch A top viewReviewer sees five bloom heads; wrapper hides stem ends. Open-bloom labels assigned to heads H1 and H2 only.
FL2Bunch A aligned-stem viewSame bunch identity confirmed. Six stems laid on marked surface: five at 40 practice length units, one at 25. Reviewer verifies the count.
FL3Bunch B top viewSix apparent heads, stems hidden and no aligned-stem view. No verified total stem count or length range.

Question for the model

Which view supports A's stem count and range, and what can the top views establish about bloom stage or B's shortest stem?

Show the reference answer and checks

FL2 supports A's six verified stems and the 25-to-40 practice-unit length range. FL1 supports five visible heads and the two specified open-bloom labels, not an exhaustive stem count or every head's stage. FL3's top appearance supplies no shortest-stem evidence for B. Keep each label tied to the view that supports it rather than assuming a full-looking bunch has uniformly long stems or fully visible contents.

  • Equating visible bloom heads with verified total stems.
  • Inferring hidden stem lengths or extending subset bloom labels to the whole bunch.

Fields to preserve

Bunch and view identity
Connects complementary observations.
Visible head versus verified stem count
Separates detection from ground truth.
Length scale and stage-label coverage
Defines exactly what was reviewed.

Test another case

Show B's aligned stems with one short stem. Require an updated length finding supported by that new view, not by retrospective interpretation of the top image.

Use owned blooms and original labels. Clear workroom footage and designs separately; exclude contracts and store accounts.

Download this fictional example and answer key (JSON)

Discuss a contribution

Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.

Primary sources and further reading