INDUSTRY FIELD GUIDE
Nonwood household furniture data for AI joint and panel views
The Census category covers household furniture outside wood and upholstered products.
NAICS 337126 · Household Furniture (except Wood and Upholstered) Manufacturing
The Census category covers household furniture outside wood and upholstered products. A self-authored metal-frame table example can make an original visual task concrete through panel orientation and joint references. Census nonwood-furniture scope
Draw fictional table panels with unequal marker spacing and create paper frame props. Supply an original assembly card with viewing directions. Ask which panel arrangement matches the issued diagram. Include a panel that fits the outer frame but has its marked edge reversed, and a rear view hiding one joint reference. The key should identify the view needed to resolve orientation.
Label panel, joint, marked edge, view, assembly-card revision and observed state. Hold out a new panel pattern for evaluation. Score envelope fit treated as correct orientation, hidden joints guessed and a later card applied to the earlier prop independently. Include a completely supported arrangement whose visible markers can be traced to the diagram.
Use original geometry and inert props without load-bearing assembly or testing. Customer artwork, licensed product designs, supplier methods and commissioned instruction content require appropriate permission. Define the orientation-review task and checked examples with a buyer before preparing a larger collection. This exercise makes no product durability or structural-safety determination. A future capture tool could help contributors check view coverage after development and validation.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A rotated table panel needs marker-relative comparison
An original paper table panel has unequal marker spacing on one side. No physical furniture is built.
| Record | Source | What it records |
|---|---|---|
| 1 | Drawing | With triangle at near end, the tight hole pair belongs to marked side A. |
| 2 | Photo | Triangle at far end after rotation; tight pair still on side A. |
| 3 | Draft annotation | Calls a mismatch because pair moved from image-left to image-right. |
Question for the model
Is the draft discrepancy supported?
Show the reference answer and checks
No. Record 2 keeps the tight pair attached to A as required by record 1. Its pixel side changes with the panel rotation. Record 3 incorrectly uses screen position as part position; store the reference-side relationship instead.
- Confusing camera coordinates with the named side
- Calling a rigid rotation a changed hole pattern
Fields to preserve
- reference_end_marker
- Anchors orientation
- named_side
- Preserves part-relative identity
- hole_pair_spacing
- Distinguishes the keyed feature
Test another case
Move the tight pair to the opposite named side and rotate the image; distinguish a genuine panel discrepancy from rotation.
No actual furniture dimensions, assembly or structural advice, customer CAD or fit guarantees.
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.