A named clinic task list
Preparing a room, setting out instruments, cleaning a kennel and handling an animal are different sequences, so a spec names each one and the setting it runs in.
Task family
Requirements
Preparing a room, setting out instruments, cleaning a kennel and handling an animal are different sequences, so a spec names each one and the setting it runs in.
The catalog names animals in two rows without saying whether they are live, models or props, so the spec has to say which one it means.
A head-mounted view or a multiview rig keeps the table, the tray, the packs and the kennel in frame while the hands work.
Frame-accurate action segments mark where wiping ends, where instruments are laid out and where bedding is removed or replaced.
A perpetual, buyer-owned commercial license backed by a documented consent chain.
Why it matters
Egocentric veterinary clinic task data is real-world video of the physical hand work done in a veterinary clinic: preparing an examination room, laying out instruments on a tray, cleaning a kennel, and handling or caring for an animal. It is recorded against a written spec, with the streams the site states for its custom collections. The tasks are the ones the site states under its Veterinary Clinic catalog environment, in the Pet & Animal Care sector.
It is task data, not footage of clients. This page does not describe capturing pet owners, clients or faces, and it makes no clinical, diagnostic, treatment or animal-welfare claim.
Setting
The site states veterinary work in one catalog environment, Veterinary Clinic, under the Pet & Animal Care sector. Five task rows sit under it. Two are rated Easy and three are rated Medium. Every row lists the same capture mode, a head-mounted phone or a multiview rig, and every row carries the status Available on request.
The examples line names the five tasks: animal handling, examination room prep, surgical instrument setup, kennel cleaning and post-procedure care. The catalog does not say whether the animals in these rows are live animals, animal models or props, and it does not say whether the set is staged. This page claims none of those. Species, animal models and set details are Not stated, so the spec should say which applies.
Room and instruments
Two rows cover the room and the tray. Examination room prep wipes the table, lays out instruments and supplies and sets up the room for the next patient, and it is rated Easy. Surgical instrument setup opens sterile packs and lays out surgical instruments on the tray in order, and it is rated Medium. Together they form a reset loop: wipe, lay out and set up so the room is ready again.
The words "sterile" and "surgical" are catalog wording. The site states no sterility standard, instrument list, tray layout or tray order, and it makes no hygiene or certification claim. A spec should name the instrument groups, the order and what ready means.
Kennels
One Easy row covers the kennel. Kennel cleaning removes bedding and waste, hoses and disinfects the kennel and lays fresh bedding. The catalog gives one line for it and lists the status Available on request. The steps run in the catalog's order: remove, hose, disinfect and lay fresh bedding.
The site states no kennel sizes, cleaning agents, disinfectant names, contact times or sanitation standard, and it does not say whether an animal is present while cleaning happens. None of that is claimed here. Any rule about what counts as clean is set in the spec.
Animal rows
Two Medium rows name an animal. Animal handling lifts, holds and restrains animals safely on the table during examination. Post-procedure care monitors a recovering animal, changes dressings, gives fluids and cleans the wound area. Both are listed as Available on request, and the pet care page lists the same rows from the pet side.
These are the rows where a buyer should be most explicit. The site states no species, weights, handling methods, dressing types, fluids, doses or procedures, and it makes no clinical, treatment or animal-welfare claim. It does not say whether a live animal, a model or a prop is used, and this page does not claim live-animal capture. The spec states which applies and sets the accept criteria.
Environments
The catalog places the work in a veterinary clinic setting, and the environment page states that contributors are recruited to spec in Western program markets, so the footage reflects work done by people in North American and European businesses. The site names no clinic, operator or region for this set, and the number of sites is Not stated. Access and schedule are agreed in the spec.
The privacy steps the site states are these. 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, a reviewer confirms the result before anything ships, and the anonymization record is delivered with the data. Footage with bystanders who cannot be de-identified is discarded. The site states no clinic-specific rule for clients, so how any client or owner in frame is handled is settled in the spec.
Capture setup
The catalog names the same mode for all five rows: a head-mounted phone or a multiview rig. On the rig tier, every stream is hardware-triggered onto one PTP clock domain, and the rig is calibrated twice per session, before capture starts and after it ends. An episode is accepted only if RMS reprojection stays under 0.28 px.
The catalog does not say which of the two modes applies to each row, so the mode is set in the spec. Camera count, resolution, frame rate and rig layout are Not stated, so session length and volume are quoted against your spec.
Streams and labels
The Firsthand episode schema, stated for custom collections, has ten streams synced under 2 ms, with RGB, depth, 3D hand pose with per-joint visibility, contact and grasp events, and frame-accurate action segments. For clinic work, contact events mark touches on a tray, a pack, a kennel or the table, and action segments mark each step, such as wipe, lay out, remove, hose and lay fresh bedding.
The site does not say which streams apply to each capture mode row by row, so the stream list is confirmed in the spec. Object labels use the terms your spec sets. Force or tactile data, and success or quality labels, are Not stated for these rows. Tactile gloves are a separate capture tier with their own page.
Delivery
Delivery formats are RLDS, LeRobot and WebDataset, plus HDF5, zarr and Rerun .rrd. The format table below sets each against what its official documentation states. Action segments are the step labels, and any further object labels follow the spec.
Every batch is validated against signed accept criteria before it ships, with a reject log, and delivery is rolling, per validated batch. Billing is per validated hour, and rejected items are recaptured at our cost.
Why it is hard
The site states no robot results for clinic work, so this section describes what the work asks of a dataset, not what any policy achieves. The catalog describes resets and sequences: wipe the table and lay out instruments in order, open packs, remove and replace bedding, hose a kennel and lay fresh bedding. The same room is returned to ready again and again, and the order matters.
Packs open and their contents are laid out in sequence, so a dataset needs the pack, the tray and the hand on one timeline. The animal rows put an animal in the scene, and the site states nothing about whether it is live, a model or a prop. It states no cycle times, repetition counts or error rates, so a spec names the tasks, item groups and number of sequences.
Fast · on demand
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 up front. The site does not state which of the two applies to clinic work.
All five rows are listed as Available on request, so the timeline is quoted against your spec before any capture begins.
The spec
You describe the clinic tasks, item groups and sequence your policy needs, and say whether the animal rows use live animals, models or props. We turn that into a written spec covering tasks, environments, capture tier, annotation depth and accept criteria, then quote reach, timeline and price before any capture begins.
A Spec Pilot, a small and fast first batch, can prove the spec and accept criteria before you scale. Billing is per validated hour, a reject log ships with every batch, rejected items are recaptured at our cost, and every collection ships under a perpetual, buyer-owned commercial license.
At a glance
Every collection runs through the same seven-stage end-to-end custom collection pipeline. End-to-end custom data collection is a managed service that takes an AI data need from problem to owned dataset in a single accountable pipeline.
Catalog rows
| Task family | Catalog task and description | Skill | Status |
|---|---|---|---|
| Room and instruments | Examination room prep: wipe the table, lay out instruments and supplies and set up the room for the next patient | Easy | Available on request |
| Room and instruments | Surgical instrument setup: open sterile packs and lay out surgical instruments on the tray in order | Medium | Available on request |
| Kennels | Kennel cleaning: remove bedding and waste, hose and disinfect the kennel and lay fresh bedding | Easy | Available on request |
| Animal rows | Animal handling: lift, hold and restrain animals safely on the table during examination | Medium | Available on request |
| Animal rows | Post-procedure care: monitor a recovering animal, change dressings, give fluids and clean the wound area | Medium | Available on request |
Streams and tasks
| Stream or label | Status on this site | What it carries in a clinic episode |
|---|---|---|
| RGB and depth | Stated; ten streams synced under 2 ms | Keeps the table, trays, packs and hands on one timeline |
| 3D hand pose, per-joint visibility | Stated for custom collections | Carries how fingers wipe, open packs, lay out and hold |
| Contact and grasp events | Stated | Marks when fingers meet a tray, a pack, a kennel or the table |
| Action segments | Stated; frame-accurate | Separates wiping, laying out, removing, hosing and re-laying |
| Object labels | Set by your spec | Names the items and steps in the terms your policy uses |
What is not stated
| Item | Status on this site | Where it is settled |
|---|---|---|
| Live animals, animal models or props | Not stated | The written spec |
| Animal species | Not stated | The written spec |
| Clinical, diagnostic, treatment, medication or dosage claims | Not stated | Not claimed on this page |
| Animal-welfare, regulatory or certification claims | Not stated | Not claimed on this page |
| Equipment lists or tool models | Not stated; the catalog names item types only | The written spec |
| Venue types, regions, number of sites | Not stated beyond Western program markets | The written spec |
| Cycle times, throughput, repetition counts | Not stated | Quoted against your spec |
| Number of episodes or workers | Not stated | The written spec |
| Clinic-specific client handling | Not stated | The written spec |
| Success or quality labels | Not stated | The written spec, if needed |
| Force or tactile data | Not stated for these rows | The written spec, if needed |
| Robot or policy results | Not stated | Not claimed on this page |
Formats
| Format | What the official documentation states | Used for here |
|---|---|---|
| RLDS | A dataset is retrieved as episodes, and each episode holds a dataset of steps (RLDS repository README) | Episode-based training loaders |
| LeRobot | LeRobotDataset v3.0 is a standardized format for robot learning data, including multi-camera video, with many episodes stored per Parquet or MP4 file (LeRobot documentation) | LeRobot dataset format and tooling |
| WebDataset | Tar files in which files that belong together share a basename, split into numbered shards (WebDataset README) | Sharded streaming for large training runs |
| HDF5 and zarr | Stated by Firsthand only | Array storage for custom pipelines |
| Rerun .rrd | Stated by Firsthand only | Multi-stream synchronized playback for review |
FAQ
Sources
Tell us the clinic tasks, item groups and sequence your policy needs to handle, and whether the animal rows use live animals, models or props. We will quote reach, timeline, and price against a written spec, with a first validated batch in a median of 48 hours where coverage is deep.