Three of three · the field tool

What is this, and does it belong here?

Something turns up — in a shipment, on a boot, in a soil sample. Describe what you can see and the candidates narrow, checked against measured references for both invasive species and Hawaiian natives. No account, no upload, works on a phone.

Working now · every candidate photographed

The identification key

Measure what you have and the list narrows. Every species here has been photographed and measured by the seed laboratory, so each candidate comes with a picture you can hold your specimen against rather than a description copied from a book.

What did you measure?

Any one of these narrows the list. A ruler gives you length and width; a jeweller’s scale gives you mass, which separates species that look alike at the same size.

All 53 photographed species

every one has a reference photograph

What this set is, and is not

These fifty-three species are the ones the seed laboratory has photographed and measured. They are almost all Hawaiian natives, so this answers could this be something that belongs here with real precision.

It does not yet answer which invasive is this, because the priority non-native species have never been imaged to this standard. Doing that for one hundred of them is the funded work, and it uses this same schema so the two halves are directly comparable on the day they are made.

How the imaging and the vision model fit together →

What the funding builds

The reference library

The key narrows. Confirming an answer needs calibrated photographs of known seed to compare against, and measurements taken from that material rather than from a book. Those records already exist for Hawaiian native species — this is one of them.

Bidens macrocarpa seed, closeupBidens macrocarpa seed, twoBidens macrocarpa seed, cluster
Bidens macrocarpa

Asteraceae · 10–13.5 mm · 3.9–7 mg

Endemic · orthodox

Bidens menziesii subsp. menziesii seed, closeupBidens menziesii subsp. menziesii seed, twoBidens menziesii subsp. menziesii seed, cluster
Bidens menziesii subsp. menziesii

Asteraceae · 11.2–13.1 mm

Endemic · orthodox

Bidens molokaiensis seed, closeupBidens molokaiensis seed, twoBidens molokaiensis seed, cluster
Bidens molokaiensis

Asteraceae · 9–11.5 mm

Endemic · orthodox

Bidens pilosa seed, closeupBidens pilosa seed, twoBidens pilosa seed, cluster
Bidens pilosa

Asteraceae · 10–14 mm · 1.35–1.7 mg

Invasive · orthodox

Bolboschoenus maritimus subsp. paludosus seed, closeupBolboschoenus maritimus subsp. paludosus seed, twoBolboschoenus maritimus subsp. paludosus seed, cluster
Bolboschoenus maritimus subsp. paludosus

Cyperaceae · 3–3.4 mm · 1.6–3.45 mg

Indigenous · intermediate

Chrysopogon aciculatus seed, closeupChrysopogon aciculatus seed, twoChrysopogon aciculatus seed, cluster
Chrysopogon aciculatus

Poaceae · 2.65–3.05 mm

Indigenous · orthodox

Clermontia arborescens subsp. waikoluensis seed, closeupClermontia arborescens subsp. waikoluensis seed, twoClermontia arborescens subsp. waikoluensis seed, cluster
Clermontia arborescens subsp. waikoluensis

Campanulaceae · 1–1.15 mm

Endemic · intermediate

Clermontia clermontioides subsp. clermontioides seed, closeupClermontia clermontioides subsp. clermontioides seed, twoClermontia clermontioides subsp. clermontioides seed, cluster
Clermontia clermontioides subsp. clermontioides

Campanulaceae · 0.85–0.95 mm · 0.07–0.135 mg

Endemic · intermediate

Cyrtandra kamoolaensis seed, closeup
Cyrtandra kamoolaensis

Gesneriaceae · 0.3–0.4 mm · 0.01–0.022 mg

Endemic · uncertain

53 of 200 loaded records carry photographed seed. Three orientations each — close-up for surface texture, a pair showing different faces, a cluster for the range within one collection. Images © Lyon Arboretum Rare Plant Program Seeds Lab, served from SeedsOfHawaii.org.

The imaging standard

At least three focus-stacked orientations per species, plus ordinary phone-camera images representing what a user will actually photograph. The two are not interchangeable: stacked images are the reference a model learns from, and phone images are what it will be asked about at a dock in poor light.

Why focus stacking

A seed two millimetres across, photographed close enough to show its surface, has a depth of field thinner than the seed itself. One exposure is sharp across a band and blurred everywhere else. Stacking combines many exposures at different focal depths into a single sharp image — the difference between a photograph of a seed and a usable reference.

Native and non-native, side by side

Records like the one above already exist for Hawaiian natives. The funded work adds 100 priority invasive and high-risk species to the same standard, in the same vocabulary — so an unknown seed is checked against both sets at once, and an inspector can tell a native from an incursion rather than only ruling one in.

It matters that the schema matches. A reference record built to a different standard has to be reconciled later; one built to this standard is directly comparable on the day it is made. The key above asks its questions in exactly these words for the same reason.