INDUSTRY FIELD GUIDE
Apparel knitting data for AI panel and stitch review
Knitted garment production can generate visual examples tied to a particular panel, stitch structure and assembly instruction.
NAICS 315120 · Apparel Knitting Mills
Knitted garment production can generate visual examples tied to a particular panel, stitch structure and assembly instruction. CottonWorks provides yarn and knitting context. A proposed sample can focus on observable panel features while preserving the instruction that defines a correct result. CottonWorks yarn and fabric context
Make an original miniature knitted-panel set with front and back markers. Supply a fictional garment diagram and photograph one dropped-stitch example alongside a deliberately different stitch pattern. Ask the assistant to identify a visible defect only where the instruction supports that interpretation. Include a panel turned inside out, requiring the model to request or use the reverse view.
Annotate panel identity, orientation, stitch location and the relevant instruction region. Reserve a new pattern family for evaluation. Score confusing an intended design feature with a defect separately from missing an observable dropped stitch. This prevents a dataset from rewarding a blanket assumption that every unusual texture is wrong.
Use designs created for the pilot and obtain permission from the maker. Customer patterns, licensed characters and production specifications require their own sharing rights. Describe the visual task, available views and independent reviewer process. The buyer's accepted specification should determine whether additional capture needs full garments, panels or synchronized assembly steps.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
Find the inside-out panel by its own marker
A handmade miniature garment uses removable tags on named faces. The staged image pair includes a camera reversal.
| Record | Source | What it records |
|---|---|---|
| K1 | Pattern sketch | Panel B's red removable marker belongs on its inside face. |
| K2 | Fixture legend | The face visible above the black mat is intended to be the outside during the check. |
| K3 | Panel photo | The red marker is visible above the mat on panel B. |
| K4 | Second camera | The same marker moves from image-left to image-right without the panel being flipped. |
Question for the model
What orientation conflict should be recorded?
Show the reference answer and checks
Panel B is presenting its inside face in the outside-facing check. K1 defines the red marker, K2 establishes the expected face, and K3 shows the conflict. K4 explains the pixel-side change without adding evidence that the knitted panel itself rotated or flipped.
- Inferring handedness from image-left
- Using identical yarn color to override a panel-specific marker
Fields to preserve
- panel_id
- Associates a face marker with its intended piece
- fixture_face
- Supplies orientation independent of camera
- camera_view
- Explains changes in projected marker position
Test another case
Move a removable marker into a loose pile next to the panel; score visibility and face linkage as distinct annotations.
Use original miniature knitwork only; exclude technical patterns under license and factory worker footage.
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.