Now recruiting capture teams worldwide. Get paid to record first-person video of real work.

Apply to capture

Task family

Egocentric Busbar and Limit Block Assembly Data

This page covers egocentric busbar assembly data for the one catalog row that names the task, "Busbar + limit-block + screws": what the row says, its capture setup and status, and what the site does not state. We run custom precision-assembly data collection fast and on demand against a spec you write, as first-person electrical panel assembly video and a limit block and screw fastening dataset.
Catalog row
One: "Busbar + limit-block + screws", rated Hard
Setting
Precision Assembly Bench (electronics)
Status
Available on request
Capture setup
Multiview rig + handheld grippers, as the catalog lists it

Requirements

What does busbar and limit block capture need that general bench assembly data does not?

01

One row, stated exactly

The catalog lists a single busbar row, "Busbar + limit-block + screws", described as "Place a busbar and limit block, drive the screw sequence, then remove the block." It is rated Hard and is Available on request, so capture is scoped and recruited to your spec.

02

Three phases in one row

The row names placing the busbar and limit block, driving the screw sequence and removing the block. Where an attempt starts, where each phase ends and what a finished sequence looks like are not defaults. The written spec states them, and QA checks episodes against it.

03

A sequence, not a single screw

The row says "the screw sequence", so order matters. The site’s screwdriving page says the catalog rates the busbar screw sequence Hard because of the sequencing and the stakes of the fastener. The number of screws and their order are not stated, and are written into the spec.

04

Limits stated plainly

No busbar type, limit block type, screw type, panel, driver, torque value or tolerance is stated for the row, and this page makes no such claim. Those details are agreed in the skill spec.

Definition

What is egocentric busbar and limit block assembly data?

It is first-person video of one person placing a busbar and limit block, driving the screw sequence and removing the block, recorded from that person’s own point of view. A paid, consented contributor performs the task written in a skill spec, and each attempt is delivered as an episode with synchronized streams, hand pose and labeled action segments. It is human capture, not robot or teleoperation data, and not a fixed corpus you download.

The catalog row is written as a three-part sequence: "Place a busbar and limit block, drive the screw sequence, then remove the block." This page keeps to the row as written. It names no busbar, limit block, screw, driver or panel type, because the site names none, and treats anything more specific as a spec question settled in a Spec Pilot. It makes no claim about a trained model, benchmark or success rate.

Catalog row

Which catalog row covers busbar and limit block assembly?

One row counts. "Busbar + limit-block + screws" sits in the Precision Assembly Bench (electronics) environment, in the Manufacturing & Workshops sector, whose example line reads "Assembly bench: PCB/electronics, fasteners, fixtures, solder/crimp tools, small parts". The row is described as "Place a busbar and limit block, drive the screw sequence, then remove the block.", rated Hard, listed with "Multiview rig + handheld grippers" and Available on request.

Available on request is the site’s wording for a task scoped and recruited to spec when a buyer asks, as opposed to Active collection or Ready to deploy. So this page claims no delivered hours, stock of footage or published dataset for this task. The first table below reproduces the row, with neighbouring bench rows as context only.

What the row does not say

What does the busbar row leave unstated?

The row says what is done, not what it is done with. It names no busbar, limit block, screw, driver or panel, gives no screw count, fastening order or tolerance, and states no torque value. Whether the sequence is a fixed pattern or varies between attempts is not stated. A buyer who needs a particular count, order, placement-only run or removal step as an accept criterion writes it into the skill spec, and a Spec Pilot proves it before you scale.

Neighbouring rows

Which nearby precision-assembly rows share the bench?

The Precision Assembly Bench lists 15 rows, all Available on request, each with a multiview rig and handheld grippers. The ratings are two Easy, ten Medium and three Hard, and the busbar row is one of the three Hard rows, alongside crimping a terminal and through-hole soldering.

"Screw-fasten housing" and "Torque to spec" are mentioned as context only. They are described as "Fasten a housing with a driver to torque." and "Torque bolts with a torque wrench.", both rated Medium and Available on request. They are single-purpose fastening rows; the busbar row is the one that combines placing, a screw sequence and removing a block. If your project needs several bench tasks, the precision assembly bench page treats all 15 rows; this page takes the busbar row on its own.

Why it is hard

Why is busbar and screw-sequence work hard to record for robot learning?

Fingers cover the small items they are placing, and the items cover the surface they go onto. The row adds ordering on top of that, because a sequence only makes sense when every step is visible and labeled. Three consequences follow, each already addressed on the site.

Occlusion: fingers disappear behind the items, which is why 3D hand pose carries a per-joint visibility flag. A hidden joint is marked as hidden rather than presented as a guess. Depth: the site states that small fasteners can fall below a depth sensor’s reliable floor, that hand pose stays valid at that range, and that metric depth on sub-centimetre parts is flagged rather than interpolated. No depth floor is stated for this row, so ask for it to be confirmed in the spec.

What video cannot show: the site lists no label for the outcome, and force, tactile and torque readings are not among the standard streams. The site also states that torque, force, tactile and fastener-type labels are not stated for fastening work.

The GR00T N1 paper says its human video datasets do not include explicit action labels, and that hand-held robot grippers speed up collection but leave a mismatch with the downstream robot. Firsthand captures people, not robots, so using the episodes for a specific robot means your own retargeting step.

Capture setup

What capture setup and streams are used?

For "Busbar + limit-block + screws" the catalog lists "Multiview rig + handheld grippers": a staged working set recorded by a multiview rig while the operator performs the task with handheld grippers. The catalog lists no stereo pair for this row, so this page does not describe the capture as stereo.

The wider stack the site documents is ten streams, hardware-triggered onto one PTP clock domain and aligned under 2 ms, with the rig calibrated at the start and end of every session. Which streams apply to a given busbar collection, how many cameras are used and what the grippers are is set in the skill spec; the site states no camera count, resolution or frame rate specific to this row.

Episodes and labels

What does one busbar and limit block episode contain?

Each attempt is delivered as one episode, and this row needs a decision up front about what one attempt is: the whole three-part sequence, or a single phase such as placement only. The site does not set that length, so the spec does.

Action segments divide the recording into spans carrying start_ns, end_ns, verb and noun, from a taxonomy of 97 verbs and 512 nouns, annotated to the frame and human-reviewed. A spec that says only "assemble the busbar" gives one long segment; one that names the phases gives a sequence you can slice, for example one span per screw driven if the spec defines it so. Other fields are hand_joints and hand_visible (21 joints per hand), contact_events, objects, and instance_masks at 848×480, plus int64 nanosecond timestamps, intrinsics and extrinsics per stream.

The site lists no label for the result: no seated-state, screw-order, defect or completion label. If your pipeline needs one, it is scoped in the spec rather than assumed. The site also states reject thresholds that apply to every collection: a cross-stream sync error above a 2.0 ms ceiling, the manipulated object out of frame for more than 15 percent of the episode, and more than 35 percent invalid depth pixels in the manipulation region. These are reject thresholds, not a stated pass rate.

Comparison

How is this different from the other electronics and fastening pages?

Several pages touch fastening or bench work, but none takes the busbar row as its main topic, which is why this page exists. The comparison table below states each page as the site states it. For one fastening row against another, start with the screwdriving and fastening page; for the whole bench, start with the precision assembly bench page.

Privacy

How are people and data protected in busbar capture?

Only what the site already states applies. Every participant signs a written release before capture, and consent artefact IDs link each episode to it. Faces, plates and screens are detected and irreversibly blurred at ingest, speech is scrubbed of names, addresses and card numbers, and a human reviewer confirms no un-consented person is identifiable in any frame. Footage that cannot be de-identified is discarded, and the anonymization record is delivered with the data.

Printed text or markings on a panel or part are not a listed blur category, so this page does not claim they are blurred. Which bench, venue or region a program uses, and any safety practice, is not stated and is agreed in the spec. This is not legal advice, and the executed agreement controls.

Speed and licence

How fast can a custom busbar assembly dataset be collected, and who owns it?

The site states one published timeline from a signed spec to a first validated batch: a median of 48 hours where coverage is deep, and typically three to four weeks where it is thin. It does not say which applies to the Precision Assembly Bench, so ask when you request the quote. A tight spec is the quickest route to a fast, on-demand dataset.

The license is perpetual, irrevocable and worldwide, buyer-owned and non-exclusive by default, with exclusivity available as a separate term. Collections are billed per validated hour, rejected episodes and recaptures are never billed, and the site states no price list for this task.

At a glance

What you get.

Catalog row: Busbar + limit-block + screws
"Place a busbar and limit block, drive the screw sequence, then remove the block."; Hard; Precision Assembly Bench (electronics); Available on request
Sector and environment examples
Manufacturing & Workshops; "Assembly bench: PCB/electronics, fasteners, fixtures, solder/crimp tools, small parts"
Catalog capture setup
Multiview rig + handheld grippers: a staged working set recorded by a multiview rig while the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector
Stereo
Not stated for this row. This page does not describe this capture as stereo
Busbar, limit block, screw, panel and tool types
Not stated; agreed in the skill spec
Streams
Ten, synced under 2 ms; hand pose for both hands with a per-joint visibility flag
Delivered hours
None claimed on this page
License
Perpetual, irrevocable, buyer-owned, non-exclusive by default

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

Which catalog row covers busbar and limit block assembly, and which rows sit beside it?

The busbar row as the catalog states it, with neighbouring bench rows as context only. No delivered hours are claimed.
Task (as listed)Description (as listed)EnvironmentSkillCapture setupStatusRole on this page
Busbar + limit-block + screwsPlace a busbar and limit block, drive the screw sequence, then remove the block.Precision Assembly Bench (electronics)HardMultiview rig + handheld grippersAvailable on requestThe row this page covers
Screw-fasten housingFasten a housing with a driver to torque.Precision Assembly Bench (electronics)MediumMultiview rig + handheld grippersAvailable on requestNearby context only
Torque to specTorque bolts with a torque wrench.Precision Assembly Bench (electronics)MediumMultiview rig + handheld grippersAvailable on requestNearby context only
Crimp connectorCrimp a terminal onto a wire.Precision Assembly Bench (electronics)HardMultiview rig + handheld grippersAvailable on requestNearby context only

Row wording

What does the busbar row say, and what does it leave out?

Anything the row does not say is not claimed here.
TopicWhat the site statesWhere it is settled
Placing a busbar and limit block, driving the screw sequence, removing the blockStated: "Place a busbar and limit block, drive the screw sequence, then remove the block."Catalog row
Busbar, limit block, screw, driver and panel typesNot statedWritten skill spec
Screw count and fastening orderThe row says "the screw sequence"; no count or order is statedWritten skill spec
Torque value and toleranceNot statedWritten skill spec
Attempt lengthNot statedWritten skill spec
Stereo captureNot stated for this rowWritten skill spec
Task times, success rates, episode or hour countsNot statedQuote

Capture setup

What is the capture setup for the busbar row?

The capture setup as the catalog and this site state it. Stereo is not stated for this row.
PartWhat the site states
Catalog capture setupMultiview rig + handheld grippers
Head cameraGlobal-shutter 4K at 60 fps with a 120 degree lens
Wrist camerasTwo wrist-mounted cameras at 1080p and 60 fps
Sync and calibrationOne PTP clock domain, aligned under 2 ms; calibrated at the start and end of every session
Stereo pair, and camera count or gripper detail for this rowNot stated

Comparison

How does this page compare with the other electronics and fastening pages?

Each page described only as the site states it. No delivered hours are claimed for any of them.
PageMain subjectBusbar row on that pageHow this page differs
This pageThe "Busbar + limit-block + screws" rowThe main topicWrites the spec, labels and failure modes around the single busbar row
Egocentric precision assembly bench dataAll 15 bench rows, all Available on requestOne of 15 rows; one of the three Hard rowsCovers the whole bench
Egocentric screwdriving and fastening dataDriving screws, torquing bolts and seating fastenersListed as the multi-fastener sequence among its fastening rowsTreats fastening rows together across environments
Egocentric electronics assembly dataBoard, connector, housing and harness workNot named on that pageElectronics assembly in general
Egocentric electrical work dataFive electrical rows covering outlets, switches and fixturesNot named on that pageElectrical task rows in other settings
Stereo torque and bolt fastening dataTwo rows: Torque to spec and Screw-fasten housing, Medium, Available on requestNot one of its two rowsStereo and MCAP side of two fastening rows; a stereo pair is agreed in its skill spec
Stereo wire crimping and harness assembly dataTwo rows: Crimp connector (Hard) and Route + clip harness (Medium)Not one of its two rowsStereo and MCAP side of crimping and harness rows

Spec checklist

What goes in the skill spec for a busbar and limit block collection?

Decisions the site leaves to the written spec.
Spec itemQuestion to settleHow it is settled
ScopeThe whole three-part sequence, or one phase of itWritten in the spec; proven on a Spec Pilot
ItemsWhat is placed, what is fastened and what is removedNamed in the spec
SequenceHow many screws and in what orderWritten in the spec
Step boundariesWhere each action segment starts and endsVerb and noun per step
Accept criteriaWhat counts as finished, and what is a rejectWritten before capture; QA checks against it
MasksWhether per-frame instance masks are neededDecided in the spec
Delivery formatHow the data is packagedRLDS, LeRobot, WebDataset, HDF5, zarr or Rerun .rrd, or raw streams
Privacy and licenseHandling of anyone, screens and markings in frame; ownershipBlurring as stated above; perpetual, buyer-owned, non-exclusive by default

Example footage

What does egocentric capture look like?

One real clip already published on this site, shown as a format example: ten seconds of first-person home cooking with faces blurred. It does not show a busbar, a limit block, screwdriving or a precision assembly bench, and it is not an electronics clip.

egocentric_cooking_10s.mp4 · first-person view · faces blurred · 1080 × 1080 web preview · format example, not a busbar or fastening clip

No busbar or limit block clip is published on the site, so this is labelled as a format example. Request a sample to see delivered files. See sample data outputs, request an egocentric data sample.

FAQ

Egocentric busbar assembly data, answered.

What is egocentric busbar and limit block assembly data?
First-person video of a person placing a busbar and limit block, driving the screw sequence and removing the block, as the catalog row "Busbar + limit-block + screws" states it, captured to a written skill spec and delivered as validated episodes with hand pose and labeled action segments.
Which catalog row covers it, and what is its status?
One row, "Busbar + limit-block + screws", described as "Place a busbar and limit block, drive the screw sequence, then remove the block." in the Precision Assembly Bench (electronics). It is rated Hard, lists Multiview rig + handheld grippers, and is Available on request. This page claims no delivered hours.
Is this stereo capture?
Not stated. The catalog lists a multiview rig with handheld grippers for this row and no stereo pair, so this page does not describe the capture as stereo.
Does the site name busbar, limit block or screw types, counts or torque values?
No. The site states no busbar, limit block, screw, driver or panel type, no screw count or order, no torque value or tolerance, and no seated-state or defect label for this row. Those details are agreed in the skill spec, and force, tactile and torque readings are not among the standard streams.
How is this different from the screwdriving and fastening page?
The screwdriving and fastening page treats fastening rows together across environments and lists the busbar row as the multi-fastener sequence. This page takes the busbar row on its own and writes the spec, labels and failure modes around it.
How fast can a custom busbar assembly dataset be collected?
The site states 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. Which applies to the Precision Assembly Bench is not stated, so it is quoted against your spec.

Sources

Where are the delivery formats and research claims documented?

Request a custom busbar and limit block assembly dataset.

Tell us the steps and where each starts and ends, what is placed, what is fastened and what is removed, how many screws and in what order, what counts as finished, the privacy rule for the bench and for anyone in frame, and the delivery format your stack reads. We will quote reach, timeline and price against a written spec, with a first validated batch proven on a Spec Pilot.