Western commercial environment · Automotive & Transport
Car Wash & Detailing Egocentric Data Collection
- Sector
- Automotive & Transport
- Tasks listed
- 8
- Status
- 8 active collection
- Capture
- Phone (head-mounted) / multiview rig
Environment
What does the car wash & detailing environment cover?
Typical settings: Car wash bays, detailing shop, polishing stations. 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 automotive & transport work.
The environment sits in the Automotive & Transport 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 car wash & detailing 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 |
|---|---|---|---|
| Apply, buff, and inspect polishing compound on body panels using a dual-action polisher and microfiber cloths. | Automotive detailing shop with wash bays, polishing stations, and detailing supplies. | Medium | Active collection |
| Car Drying & Buffing | Drying and buffing vehicle bodywork to finish after washing. | Easy | Active collection |
| Car Interior Vacuuming | Vacuuming and cleaning vehicle interiors, seats, mats and trim. | Easy | Active collection |
| Car Wheel & Tire Dressing | Cleaning and dressing wheels and tires with finishing products. | Easy | Active collection |
| Professional Car Wash | Exterior vehicle washing using commercial equipment and chemicals. | Easy | Active collection |
| Vacuum, wipe, and condition vehicle interiors using a shop vacuum and detailing brushes. | Automotive detailing shop with wash bays, polishing stations, and detailing supplies. | Easy | Active collection |
| Wash, clay, and dry vehicle exterior panels using wash mitts, a clay bar, and microfiber towels. | Automotive detailing shop with wash bays, polishing stations, and detailing supplies. | Medium | Active collection |
| Wash, rinse, dry, and polish vehicle exterior panels using foam sprayers, wash mitts, microfiber towels, and a polisher. | Car wash facility with wash bays, a drying area, and a polishing station. | Medium | Active collection |
Capture setup
How is car wash & detailing 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. | 8 |
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. | 8 |
| 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. | 0 |
Western markets
Which Western markets are recruited for car wash & detailing 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
Car Wash & Detailing egocentric data, answered.
- What car wash & detailing tasks can Firsthand capture?
- 8 listed tasks, including apply, buff, and inspect polishing compound on body panels using a dual-action polisher and microfiber cloths., car drying & buffing, car interior vacuuming, car wheel & tire dressing. 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 car wash & detailing 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 car wash & detailing 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.