Egocentric Clinical Equipment Setup Data

Egocentric clinical equipment setup data is first-person video of one hospital task: positioning and connecting monitors, pumps and stands at the bedside, then checking they run. It is recorded from the operator viewpoint, close to what a robot onboard camera would see at a bedside, with depth, 3D hand pose, contact events and frame-accurate action segments aligned on one hardware clock. Teams searching for clinical equipment setup robot training data, egocentric hospital equipment setup video or a medical room preparation dataset are usually looking for this.

On this site the data is human capture: a paid, consented contributor wears the rig and performs the task from a written skill spec. It is not robot or teleoperation data. It is custom healthcare data collection rather than a ready-made library, because the catalog row is Available on request.

The task catalog states one row for this task: Equipment setup, in the Hospital & Clinical Care environment, which sits in the Healthcare & Life Sciences sector. It is rated Medium, its capture mode is Phone (head-mounted) / multiview rig, and it is listed as Available on request, which the site defines as scoped and recruited to spec when a buyer asks for it.

The catalog uses the same row name in another environment. This page covers only the Hospital & Clinical Care row. It claims no delivered hours, and no clinical equipment setup footage is published on the site. The first table below gives the row exactly as the catalog words it.

The row reads "Position and connect monitors, pumps and stands at the bedside and check they run." The site states the physical steps only: positioning, connecting and checking. It names no device model, no brand, no ward and no clinical setting for the equipment, and it does not say what running means.

Because the site states none of those details, this page does not either. Which equipment items are in scope, where an episode starts and ends, and what counts as a finished setup are agreed in the written spec. The second table below sets each item against what the site does and does not state.

No. The row describes a physical task, and the site states no diagnosis, treatment, assessment or clinical decision for it. This page makes no clinical-outcome, medical, safety or patient-care claim beyond the row wording quoted above, and nothing here is clinical guidance.

The site states no robot results for this row and makes no claim that any model was trained on this data.

No. The healthcare data page states that capture in healthcare settings happens only in training environments with simulated patients, and that real patient footage is never captured, under any circumstance, regardless of what a spec requests. The site does not say which person or prop stands in for a patient on the Equipment setup row, so that is settled in the spec.

The catalog example text for the Hospital & Clinical Care environment ends with the words "requires HIPAA compliance". That is catalog wording and nothing more. The site states no HIPAA certification, no compliance programme and no audit for this row, and this page claims none.

A head-mounted phone records the first-person view, and a multiview rig adds synchronized third-person angles when the spec asks for them. A wrist-mounted camera is available alongside the head camera for close-range detail. Each episode follows the episode schema used across Firsthand custom collections: ten streams synced under 2 ms, with head and wrist RGB, depth, 3D hand pose with per-joint visibility, contact and grasp events, and frame-accurate action segments.

For bedside equipment, contact events mark when the fingers make and break contact with a stand, a monitor or a pump, and action segments mark where one step ends and the next begins. The site does not state a camera count, resolution, frame rate or any measurement of force or pace, so this page makes no precision claim. The third table below lists each stream and label.

The hospital and clinical care page covers all five Hospital & Clinical Care rows, and this page isolates the Equipment setup row. The first aid and clinical skills page covers practice tasks on mannequins and phantoms, and the surgical instrument handling page covers small instruments handled in sequence. Neither names a bedside equipment row.

The healthcare data page is the setting page for the simulated-patient boundary and thin coverage. The fourth table below sets them side by side, with each status as the site states it.

No. No dataset on the off-the-shelf pages is listed for clinical equipment setup or any hospital task, so this is custom collection. Where a hospital task is wanted, it is scoped to a written spec, on demand, and the catalog row is Available on request.

Every episode links to a signed contributor release through a documented consent chain, and the consent record is part of the delivery. Faces, plates and screens are detected and irreversibly blurred at ingest, and a reviewer confirms the result before anything ships. Clips that cannot be de-identified are discarded. The anonymization record is delivered with the data.

The site does not state how the screens category applies to a bedside monitor display, and it does not list wristbands or chart text as blur categories, so this page does not claim they are blurred. Settle in the spec how the scene is set up.

Delivery formats are RLDS, LeRobot and WebDataset, plus HDF5, zarr and Rerun .rrd. The first three are the training-loader formats; HDF5 and zarr carry arrays for custom pipelines, and Rerun .rrd gives a multi-stream synchronized playback file for review. The fifth table below sets each against what its official documentation states. The site states one task instruction per episode as the language data for a Firsthand capture.

Every batch is validated against signed accept criteria before it ships, with a reject log, and delivery is rolling, per validated batch.

Where coverage is already deep, the first validated batch lands in a median of 48 hours from signed spec. Thin environments typically take three to four weeks, because vetting operators there is the bottleneck, and we quote that timeline up front.

The site lists clinical settings among the thin environments. The Equipment setup row is Available on request, and the site does not map that status to a specific number of days, so the timeline is quoted against your spec. On-demand top-ups run against the same spec and accept criteria after each training run.

You describe the setup your policy needs: which equipment, the start state and the end state, and who or what plays the patient. We turn that into a written spec covering the steps, the environment, the capture tier, annotation depth, the scene boundary and accept criteria, then quote reach, timeline and price against that document before any capture begins. The last table below lists each element.

A Spec Pilot, a small and fast first batch, can prove the spec and the accept criteria before you scale volume. Billing is per validated hour, a reject log ships with every batch, and rejected items are recaptured at our cost.