Instrument handling

Egocentric Surgical Instrument Handling Data

Lay out a tray in order, peel open sterile packs, arrange the instruments, pass them in sequence: instrument handling is small items, two hands and a fixed order. We collect custom egocentric video of that work on demand, to a written skill spec, with synchronized streams, hand pose, action segments, anonymization and a buyer-owned license.
Setting
Six catalog rows across Dental Clinic, Dental Lab & Medical Device Workshop, Wet Lab & Clinical Bench and Veterinary Clinic
Catalog status
All six rows Available on request; scoped and recruited to spec
First batch
Median 48 h in deep-coverage settings
License
Perpetual, buyer-owned

Requirements

What does an instrument handling capture need that a general tabletop clip does not?

01

Six catalog rows in four environments

The six rows are listed below, exactly as the catalog states them.

02

Order and hand-to-hand passes

The spec records the order, who is in frame and what counts as a finished step.

03

Small items and both hands in view

Hand pose, contact events and instance masks sit on one clock, with a visibility flag on each joint.

04

Privacy and limits stated plainly

No clinical, sterilization, outcome or regulatory claim is made, because the site states none for these rows.

Definition

What is egocentric surgical instrument handling data?

Egocentric surgical instrument handling data is first-person video of a person handling instruments, recorded from their own point of view with synchronized sensor streams alongside. The camera sits on the head, close to what a robot’s onboard camera would see at a tray or a sterile field, so the frames show what the hands are doing with each instrument rather than a distant view of a room. Teams searching for surgical instrument handling robot training data, an instrument tray setup video dataset or egocentric sterile field and instrument pass data are usually looking for this: footage of hands laying out, opening, arranging and passing instruments, tied to labels.

On this site the data is human capture: a paid, consented contributor wears the rig and performs a task from a written skill spec. It is not robot or teleoperation data. It is custom clinical task data collection rather than a ready-made library, because every row on this page is Available on request. This page pulls rows from four catalog environments into one place.

Tasks

Which instrument handling tasks are in the catalog?

The task catalog states six rows that involve handling instruments. In Dental Clinic, under Healthcare & Life Sciences, Tray setup lays out sterile instruments and materials on the tray in procedure order and is rated Easy, and Instrument handling passes, handles and returns dental instruments to the clinician during a procedure and is rated Medium. In Wet Lab & Clinical Bench, in the same sector, Sterile field setup peels open packs and arranges instruments and Instrument pass passes instruments in sequence; both are rated Medium.

In Veterinary Clinic, under Pet & Animal Care, Surgical instrument setup opens sterile packs and lays out surgical instruments on the tray in order and is rated Medium. In Dental Lab & Medical Device Workshop, under Healthcare & Life Sciences, Surgical Instrument Technician is described as handling, cleaning, sterilizing and assembling surgical instrument sets and is rated Hard. The first table below gives each row exactly as the catalog words it.

Four rows use a head-mounted phone or a multiview rig; the two Wet Lab & Clinical Bench rows use a multiview rig with handheld grippers. All six are Available on request, meaning the work is scoped and recruited to spec when a buyer asks. The catalog names no procedure, specialty, instrument list or tray layout, so this page does not either.

Not catalog rows

Which instrument tasks are not catalog rows?

Several things a reader might expect are not rows. The catalog has no row for an operating room or a surgical team role, for loading a sterilizer or autoclave, for draping, or for any named instrument. Surgical instrument setup, the only row whose name says surgical, sits in the veterinary clinic environment.

So this page scopes a custom spec; it does not claim those sub-tasks are rows. Anything beyond the six rows, including instrument names, tray layouts and the procedure, is written into the skill spec and quoted before capture. The site states none of them.

Episodes

What does each episode contain?

Each attempt is delivered as one episode. On this site the standard episode carries action segments, 3D hand pose for both hands with a per-joint visibility flag, contact events that mark when a hand meets an item, an objects list, and per-frame instance masks stored at the depth resolution of 848×480. The capture setup table below lists the stream and sync figures the site states for the instrumented tier.

The catalog lists a head-mounted phone with a multiview rig, or a multiview rig with handheld grippers, for these rows; the ten-stream stack is the instrumented tier. Which applies is confirmed in the skill spec. Force and tactile readings are not among the listed streams.

Setting

Where is it captured, and are patients involved?

The catalog describes the head-mounted phone as recording the first-person view of real work on site, and the multiview rig with handheld grippers as a staged working set where the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector. The site states that Firsthand does not capture at a customer’s own facility. Whether a program uses a working clinic or a staged set is not stated and is agreed in the skill spec.

On patients, the site’s healthcare page states that capture in healthcare settings uses training environments with simulated patients only and never captures real patient footage. The Wet Lab & Clinical Bench examples line reads “phantom for any invasive step”. The instrument rows do not name a mannequin or phantom themselves, so which one is used is settled in the spec. The Veterinary Clinic row does not say whether any animal is live, and this page claims none of that.

Capture and privacy

How are people kept out of frame or protected?

Every contributor signs a written release, and each delivered episode links to it through consent artefact IDs in the batch data card. At ingest, automated detection finds faces, plates and screens and blurs them irreversibly. Speech is scrubbed of names, addresses and card numbers. A human reviewer confirms that no un-consented person is identifiable in any frame, footage that cannot be de-identified is discarded, and the anonymization record ships with the data.

An undocumented bystander is a reject criterion, so who may appear next to the contributor, such as a clinician receiving an instrument, is agreed in the spec. The catalog notes HIPAA compliance for its Hospital & Clinical Care environment but states nothing like it for these six rows, so this page makes no clinical, sterilization or regulatory claim.

Why it is hard

Why is instrument handling hard for robot learning?

Instrument handling depends on order and on small objects. A tray is laid out in a set order, so a model has to learn sequence as well as placement. A pass is a hand-to-hand moment at the edge of the frame, and an instrument held between two fingers is easily hidden by the hand that holds it. That is why hand pose carries a per-joint visibility flag, why contact events mark when the hand meets the item, and why an episode is rejected if the manipulated object is out of frame for more than 15 percent of it.

Surgical Instrument Technician is rated Hard and bundles four verbs in one row: handling, cleaning, sterilizing and assembling. The spec should name which you need and in what order. The table below maps each challenge to a stated stream or label.

Labels and delivery

How is the data labeled, validated and delivered?

Action segments divide an episode into start- and end-timestamped spans, each carrying start_ns, end_ns, verb and noun. For instrument work, a segment might be one tray layout, one pack opened, one instrument placed or one pass, as written in the skill spec.

Validation runs against signed accept criteria written into the spec before capture, and a reject log ships with each batch. Episodes are machine-checked against reject criteria, including a sync breach, calibration drift, the object out of frame for more than 15 percent of the episode, an undocumented bystander and a mismatch against the skill spec, then a human reviewer checks each one. Only footage that clears the criteria is billed as a validated hour, and rejected items are recaptured at our cost.

Delivery is in the format your stack already reads, with readable converter source alongside. The license is perpetual, irrevocable and worldwide, buyer-owned and non-exclusive by default, with exclusivity available as a separate term. The executed agreement controls.

Speed

How fast can a custom instrument handling dataset be collected?

From signed spec to first validated batch, the published timeline is a median of 48 hours where coverage is deep and three to four weeks where it is thin and contributors need to be recruited first. The range that applies is confirmed when the spec is quoted. At program level, a pilot runs two to three weeks to first delivery and a standing program reaches full rate in four to six weeks.

Getting started

How do you start a pilot?

Describe the instrument tasks and their order, what counts as a finished step, who may be in frame and the variation cases your pipeline is missing. That becomes a written skill spec, quoted for reach, timeline and price before capture begins. Most programs begin with a Spec Pilot, a small, fast first batch that proves the spec and accept criteria before volume scales. Collections are billed per validated hour.

What is not stated

What does this page not state?

Where the site is silent, this page says so. No procedure type, specialty, instrument list, tray layout, venue type, cycle time, or number of sites, episodes or hours is stated for instrument handling work, and nothing here claims a training outcome.

Capture setup

What is the capture setup for an instrument handling collection?

The capture setup as stated on this site. Counts of sites, contributors, episodes and hours are set in the skill spec.
PartAs stated on this site
Catalog capture mode (Tray setup, Instrument handling, Surgical Instrument Technician, Surgical instrument setup)Head-mounted phone for the first-person view of real work; a multiview rig adds synchronized third-person angles when the spec asks for them
Catalog capture mode (Sterile field setup, Instrument pass)Multiview rig + handheld grippers: a staged working set recorded by a multiview rig while the operator performs the task with handheld grippers
Instrumented tierHead-mounted stereo rig worn by the contributor; first-person RGB with metric depth recovered from the calibrated stereo rig
StreamsTen: 4K head camera, two wrist cameras, depth, IMU, 3D hand and body pose, instance segmentation, action labels
Sync and IMUHardware-triggered onto one PTP clock domain, aligned under 2 ms; 6-DoF IMU at 200 Hz
Hand pose21 joints per hand, 3D, in metres in the head-camera frame; per-joint visibility flag
CalibrationTwice per session; accepted only under the 0.28 px RMS reprojection gate
Which mode applies to instrument handling workNot stated; confirmed in the skill spec

Every collection runs through the same seven-stage end-to-end custom collection pipeline.

Task rows

Catalog row × environment × what the catalog says × skill × capture × status

The six instrument handling rows exactly as the task catalog states them. Rows not in the catalog are marked Not stated.
Catalog rowEnvironmentWhat the catalog statesSkillCapture modeStatus
Tray setupDental ClinicLay out sterile instruments and materials on the tray in procedure orderEasyPhone (head-mounted) / multiview rigAvailable on request
Instrument handlingDental ClinicPass, handle and return dental instruments to the clinician during a procedureMediumPhone (head-mounted) / multiview rigAvailable on request
Sterile field setupWet Lab & Clinical BenchPeel-open packs and arrange instrumentsMediumMultiview rig + handheld grippersAvailable on request
Instrument passWet Lab & Clinical BenchPass instruments in sequenceMediumMultiview rig + handheld grippersAvailable on request
Surgical instrument setupVeterinary ClinicOpen sterile packs and lay out surgical instruments on the tray in orderMediumPhone (head-mounted) / multiview rigAvailable on request
Surgical Instrument TechnicianDental Lab & Medical Device WorkshopHandling, cleaning, sterilizing and assembling surgical instrument setsHardPhone (head-mounted) / multiview rigAvailable on request
Operating room or surgical team roles; sterilizer or autoclave loading; draping; named instrumentsNoneNot stated as rowsNot statedNot statedNot stated

Capture challenges

Instrument challenge × what goes wrong × stream or label that addresses it

Each instrument handling challenge mapped to a stream or label this site already states. Where nothing is stated, the row says so.
ChallengeWhat goes wrongStated stream or label
Ordered tray layoutInstruments placed in the wrong sequenceAction segments with verb and noun; order is defined in the skill spec
Packs peeled open, contents arrangedThe scene changes as the packaging comes offPer-frame instance masks; objects list; action segments split opening from arranging
Passes in sequenceThe other person and the contributor overlap at the frame edgeContact events mark when a hand meets an item; who is in frame is agreed in the spec
Small instruments held between fingersFingers hide the item being held3D hand pose with per-joint visibility flags; reject if the object is out of frame for more than 15% of an episode
Four verbs in one rowHandling, cleaning, sterilizing and assembling are blended togetherThe skill spec names each step; the row is rated Hard; no sterilization standard is stated
Force and contact pressureHow hard an instrument is gripped or pressedNot stated: no force or tactile stream is listed

Delivered vs not stated

What is delivered and what is not stated

Delivered items are stated elsewhere on this site. Items marked not stated are not promised on this page.
ItemStatusDetail
Action segmentsDeliveredstart_ns, end_ns, verb, noun, one per step
3D hand poseDelivered21 joints per hand; per-joint visibility flag for occluded fingers
Contact eventsDeliveredThe moment a hand meets an item
Per-frame instance masksDeliveredStored at 848×480
Consent and anonymization recordsDeliveredConsent artefact IDs per episode; anonymization record shipped with the data
Instrument names, tray layouts and procedure typesNot statedAgreed in the skill spec
Mannequin, phantom or other stand-in for each rowNot statedAgreed in the skill spec; healthcare capture uses simulated patients only
Venue type, cycle times and number of sites, episodes and hoursNot statedSet per program in the skill spec
Quality or success labels; force, tactile or thermal readingsNot statedNot among the listed labels or streams
Sterilization, clinical and regulatory statusNot statedNo such statement exists for these rows

FAQ

Surgical instrument handling robot training data, answered.

What is egocentric surgical instrument handling data?
Custom first-person video of paid, consented contributors setting up trays, opening sterile packs, arranging instruments and passing them in sequence, captured to a written skill spec.
Which instrument handling tasks are in the catalog?
Six rows: Tray setup and Instrument handling in Dental Clinic, Sterile field setup and Instrument pass in Wet Lab & Clinical Bench, Surgical instrument setup in Veterinary Clinic, and Surgical Instrument Technician in Dental Lab & Medical Device Workshop. One is Easy, four are Medium and one is Hard.
Is there an instrument tray setup video dataset I can download?
No. All six rows are Available on request, so this is a custom collection: you write a skill spec, we quote reach, timeline and price against it, and capture runs to your accept criteria.
Is this footage from live surgery or real patients?
No. The site states that capture in healthcare settings uses training environments with simulated patients only and never captures real patient footage. This page describes no live-surgery capture, and the Veterinary Clinic row does not say whether any animal is live, a model or a prop.
Do you make sterilization, clinical or compliance claims?
No. The site states no sterilization standard, clinical certification, outcome or regulatory claim for these rows.
How are people in the footage protected?
Contributors sign a release and each episode links to it. Faces, plates and screens are blurred irreversibly at ingest, and an undocumented bystander is a reject criterion.
How fast can a fast, on-demand instrument handling dataset arrive?
A median of a median of 48 hours from signed spec to first validated batch where coverage is deep, and three to four weeks where it is thin. A pilot runs two to three weeks to first delivery.
Who owns the data and in which formats does it arrive?
The buyer owns the delivered data under a perpetual, non-exclusive commercial license by default. Formats are RLDS, LeRobot, WebDataset, HDF5, zarr or Rerun .rrd, or raw streams with metadata.

Sources

Where are the delivery formats on this page documented?

Request a custom instrument handling dataset.

Tell us the instrument tasks, their order, who may be in frame and the steps your model needs to see. 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.