Western commercial environment · Manufacturing & Workshops
Textile & Apparel Production Egocentric Data Collection
- Sector
- Manufacturing & Workshops
- Tasks listed
- 4
- Status
- 4 available on request
- Capture
- Phone (head-mounted) / multiview rig
Environment
What does the textile & apparel production environment cover?
Typical settings: Garment factory, sewing workshop, fabric cutting facility, textile mill, fashion manufacturing. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western manufacturing & workshops work.
The environment sits in the Manufacturing & Workshops sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.
Tasks
Which textile & apparel production tasks can be captured?
Every task in the catalog for this environment, with its skill level and current status.
| Task | What is recorded | Skill | Status |
|---|---|---|---|
| Fabric cutting | Lay out fabric, place patterns and cut pieces with shears or a cutting machine. | Medium | Available on request |
| Finishing and pressing | Press seams and finished garments on an industrial iron or press and fold or hang them. | Easy | Available on request |
| Garment sewing | Feed fabric pieces through an industrial sewing machine to join seams and attach parts. | Hard | Available on request |
| Textile mill operation | Load yarn or fabric onto mill machines, monitor runs and clear faults. | Medium | Available on request |
Capture setup
How is textile & apparel production work captured?
| Setup | How it works | Tasks |
|---|---|---|
| Phone (head-mounted) / multiview rig | A head-mounted phone records the first-person view of real work on site; a multiview rig adds synchronized third-person angles when the spec asks for them. | 4 |
On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.
Status
What does each status mean?
| Status | Meaning | Tasks here |
|---|---|---|
| Active collection | Recording in this environment is running now, so a spec can join an existing capture stream. | 0 |
| Ready to deploy | Contributors and site access are set up; capture starts once a spec is signed. | 0 |
| Available on request | Scoped and recruited to spec when a buyer asks for it. | 4 |
Western markets
Which Western markets are recruited for textile & apparel production capture?
Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.
Delivery
How is the data delivered?
Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.
FAQ
Textile & Apparel Production egocentric data, answered.
- What textile & apparel production tasks can Firsthand capture?
- 4 listed tasks, including fabric cutting, finishing and pressing, garment sewing, textile mill operation. Tasks outside the list can be added to a spec.
- What does "Western" mean for this environment?
- The settings, equipment, packaging and signage found in North American and European textile & apparel production work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
- How fast can collection start?
- A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
- Is the footage consented and anonymized?
- Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
- Who owns the data?
- Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.
Need textile & apparel production footage for your model?
Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.