Western commercial environment · Sports, Recreation & Wellness

Gym & Fitness Studio Egocentric Data Collection

First-person video of real gym & fitness studio work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.
Sector
Sports, Recreation & Wellness
Tasks listed
3
Status
3 available on request
Capture
Phone (head-mounted) / multiview rig

Environment

What does the gym & fitness studio environment cover?

Typical settings: Commercial gym, yoga studio, group fitness space -- equipment setup, floor cleaning, weight rack organization. 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 sports, recreation & wellness work.

The environment sits in the Sports, Recreation & Wellness 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 gym & fitness studio tasks can be captured?

Every task in the catalog for this environment, with its skill level and current status.

Gym & Fitness Studio tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Equipment setupSet up benches, racks and machines for a class and adjust weights and settings.EasyAvailable on request
Floor cleaningMop and disinfect gym floors and mats and wipe down equipment.EasyAvailable on request
Weight rack organizationReturn dumbbells, plates and bars to the racks in order and tidy the weight area.EasyAvailable on request

Capture setup

How is gym & fitness studio work captured?

Capture setups used in the gym & fitness studio environment
SetupHow it worksTasks
Phone (head-mounted) / multiview rigA 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.3

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?

Catalog status definitions
StatusMeaningTasks here
Active collectionRecording in this environment is running now, so a spec can join an existing capture stream.0
Ready to deployContributors and site access are set up; capture starts once a spec is signed.0
Available on requestScoped and recruited to spec when a buyer asks for it.3

Western markets

Which Western markets are recruited for gym & fitness studio 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

Gym & Fitness Studio egocentric data, answered.

What gym & fitness studio tasks can Firsthand capture?
3 listed tasks, including equipment setup, floor cleaning, weight rack organization. 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 gym & fitness studio 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 gym & fitness studio 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.