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Stereo Event Staging Setup and Teardown Data

Carry the platforms in on hand trucks and lock them together, assemble the stage decks, set up equipment and lighting, then dismantle, stack and pack it all after the event: staging is a long build followed by its reverse, done mostly with both hands in a large room. This page covers the stereo and container side of event staging robot training data for the two catalog rows that name the work: what the rows state, what a calibrated stereo pair adds to stereo stage deck assembly video, what MCAP is according to its own documentation and what the site does not state. We run custom event-venue data collection fast and on demand against a spec you write, as an egocentric staging teardown dataset delivered as MCAP, at scale through a network of thousands of capture providers.
Catalog rows
Two staging rows in Event Venue, both Medium
Status
Both Ready to deploy, as the catalog lists it
Container
MCAP (.mcap), open source
License
Perpetual, buyer-owned

Why stereo and MCAP here

What do a stereo pair and an MCAP file add to staging setup and teardown video?

01

Depth across a large room

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the platform, the floor and both hands sit in one frame. The site gives no depth accuracy figure for staging and states no room size.

02

How one platform sits against the next

Locking platforms together and dismantling them again is a question of how edges meet. A calibrated pair records the relative position of the pieces from the frame pair rather than from a standalone sensor. Whether depth holds on a given deck surface is Not stated.

03

A build and its reverse, sliced into steps

Carrying, locking, assembling, setting up equipment and lighting, dismantling, stacking and packing are different steps. Action segments carry start_ns, end_ns, verb and noun, so each step can be its own labeled span. Which verbs and nouns are used is set in the skill spec.

04

Several streams in one container

MCAP stores multiple channels of timestamped, pre-serialized data, so a stereo pair, hand pose and IMU can share one file on one log-time axis. Which streams go in the file is set in the skill spec.

Definition

What is stereo event staging setup and teardown data?

It is first-person video of a person doing the physical work of building a stage in an event room and taking it down again, recorded with two calibrated cameras, with hand pose and sensor streams alongside. People reach it through several phrasings: event staging robot training data, stereo stage deck assembly video, an egocentric staging teardown dataset, or custom event-venue data collection at scale. Stereo describes the capture, and MCAP describes the container. They are separate choices.

It is room work, not event footage. Neither staging row describes a guest, an attendee or an audience, and this page does not describe capturing event guests. The data is human capture by paid, consented contributors, not robot or teleoperation data, so using it for a specific robot still needs your own retargeting step. The site states one task instruction per episode as its language data. Firsthand is not affiliated with Foxglove or the MCAP maintainers.

Catalog rows

Which catalog rows does this page rely on, and what is their status?

Two, both listed under the Event Venue environment in the Hospitality & Events sector, whose examples line reads "Conference halls, wedding venues, stages and banquet rooms." Both are rated Medium, both list "Phone (head-mounted) / multiview rig" as the capture setup, and both are Ready to deploy. The first table below reproduces them with the catalog wording.

Ready to deploy means contributors and site access are set up, and capture starts once a spec is signed. The site states no delivered hours and no delivered stereo footage for these rows, so this page claims none. Words such as platforms, hand trucks, stage decks, equipment and lighting are catalog wording for item types, not models, and no brand is named.

Difference

How is this different from the event venue and AV cable pages?

The stereo event venue setup and AV cable taping page is the stereo and MCAP treatment of all eight Event Venue rows: staging, AV cables, table and chair layout and venue sweeping. Staging is one section of it, and it does not cover staging in depth. The egocentric event venue setup and teardown page covers the same eight rows as first-person video that is not stereo as its subject, and its main topic is general venue setup.

The egocentric AV cable management and taping page covers the two cable rows, so its tape runs along a cable. This page is the stereo treatment of the two staging rows alone. It does not repeat the layout, cable or sweep rows, and the second table below sets the pages side by side.

Capture setup

What capture setup do the rows list, and where does stereo come in?

The catalog lists "Phone (head-mounted) / multiview rig" for both rows. The site does not state a stereo pair for either of them. Stereo applies through the general stereo offer: a stereo pair is a capture choice agreed in the skill spec and confirmed on a Spec Pilot. Camera count, resolution and frame rate for staging work are Not stated.

The site describes two stereo setups and does not say which one an order for these rows uses. The hard-environments stack is a global-shutter 4K/60 head camera with a 120° lens, two 1080p/60 wrist cameras, a depth sensor at 848×480 and 30 fps, and 200 Hz 6-DoF IMUs. The off-the-shelf stereo head rig, dataset 06, is dual fisheye cameras at 1080p per eye, a 62 mm baseline, per-unit calibration, a 9-axis IMU and hand-tracking output. On the rig tier every stream is hardware-triggered onto one PTP clock domain, and calibration is solved before capture starts and after it ends.

Platforms

What does the folding platform and hand truck row cover?

"Set up and tear down staging using folding platforms and hand trucks" is rated Medium and described as carrying staging platforms in on hand trucks, locking them together, then dismantling and stacking them. The catalog names three actions in the build, carrying, locking and positioning by implication, and two in the reverse, dismantling and stacking.

A spec that says "set up the stage" gives one long segment. A spec that names carrying, locking, dismantling and stacking as separate steps gives a sequence you can slice. Whether setup and teardown are one episode or two is a spec decision. The site states no platform size, deck count, load rating or locking mechanism, and two-person carries are named only as a warehouse skill on the site, so none is stated for this row.

Stage decks

What does the stage and equipment row cover?

"Stage & Equipment Setup / Teardown" is rated Medium and described as assembling stage decks, setting up equipment and lighting, then tearing down and packing after the event. It adds two things the platform row does not name: equipment and lighting, and packing at the end.

The catalog does not say which equipment is set up, how the lighting is mounted or what the packing involves. The site states no equipment list, no rigging method and no packing order, so a spec should say which items an episode covers and where packing begins. This page makes no stage-engineering, rigging, lifting or electrical safety claim.

Why stereo

Why capture staging in stereo?

In stereo, the same items are seen going up and coming down, and the depth stream records how a platform sits against its neighbour when it is locked. The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, and that the pair is calibrated per unit, so the platform, the floor and both hands are in one three-dimensional record.

The site states no depth accuracy figure for staging, and it states that depth degrades on wet and reflective surfaces. Whether a polished deck surface, a metal edge or a lit area counts as reflective is Not stated, so this page promises no depth figure. If depth matters to your policy, say so in the spec and check it on the Spec Pilot batch.

Streams and labels

What does each staging episode contain?

Each episode follows the Firsthand episode schema: 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 staging, hand pose tracks how the fingers lift, steer and release each platform, contact events mark when a hand or a hand truck meets a surface, and action segments mark each step.

Object labels use the terms your spec sets. Venue, event and client names, equipment makes, load ratings, setup times, force or tactile data and a stage-complete label are Not stated. They are defined in the spec if your policy needs them. The fourth table below sets each stream beside what the site states.

Occlusion

What do the hands, the platforms and the room do to visibility?

The site states that the hands occlude the work and that fingers disappear behind objects. That is why each hand joint carries a visibility flag, why contact events mark when a hand or a tool meets a surface, and why instance masks are recorded per frame. A platform carried against the chest or locked at floor level can hide the hands that hold it.

The site does not say how often a platform or a deck leaves the view for these rows, so that is Not stated. A spec that needs a clear view of a step, such as the moment two platforms lock, should name that step, ask for wrist views or a multiview angle and confirm it on a Spec Pilot.

Failure modes

What goes wrong when you record staging in stereo, and what does QA reject?

Hand occlusion is the first risk, under the visibility flag above. Large items leaving the frame are the second, and how often that happens is Not stated. Calibration is measured at the start and end of every session under a 0.28 px RMS gate, and an episode is rejected for a sync breach beyond the ceiling for more than three consecutive frames, for the manipulated object out of frame for more than 15 percent of the episode, for more than 35 percent of depth pixels in the manipulation region being invalid, for an undocumented bystander or for a mismatch against the named skill spec.

A reject log ships with every batch, and rejected items are recaptured at the provider cost. The fifth table below lists the failure modes beside what the site states.

MCAP

What is MCAP, per its own documentation?

MCAP is an open source container file format for multimodal log data, supporting multiple channels of timestamped pre-serialized data. It is serialization-agnostic, so messages can be Protobuf, DDS (CDR), ROS, JSON and more. Its design is row-oriented and append-only, it stores schemas alongside the data, and it offers an optional index plus optional LZ4 or Zstandard chunk compression.

Reader and writer libraries exist for C++, Go, Python, Rust, Swift and TypeScript, and the mcap CLI can inspect, merge and split files. The foxglove/mcap repository is MIT-licensed; that is the MCAP project licence, not the licence of a Firsthand delivery. The MCAP hub page and the glossary entry cover the format in full.

Streams in MCAP

Which streams can ship in an MCAP delivery of staging data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For these rows the site states hand pose, a stereo-derived depth stream with confidence maps, IMU, contact events, action segments, per-frame instance masks and one task instruction per episode elsewhere. What it does not state is which of those are channels in an MCAP file, how they are named, what encoding they use or at what rate.

No topic name, message schema or rate is stated on this page, and none should be assumed. Name the streams that matter in the skill spec and confirm them on a Spec Pilot batch.

People and privacy

What does the site say about workers, consent and privacy?

The site states a consent chain for contributors. Every contributor signs a written release, each delivered episode links to it through consent artefact IDs, and a break at any of the six checkpoints discards the footage. An undocumented bystander is a stated reject criterion. For every delivered episode the site states that faces, plates and screens are detected and irreversibly blurred at ingest, that a reviewer confirms the result before anything ships, and that footage that cannot be de-identified is discarded.

The site states no venue-specific bystander rule, so how people who are present are handled is settled in the spec. Attendance, capacity and PPE rules are Not stated. The site names no venue, operator, event or region for these rows. This is not legal advice, and the executed agreement controls.

Fast · on demand · custom

How fast can a custom staging dataset be collected?

The October 2026 off-the-shelf catalog lists ~324,800 hours across 18 datasets, of which stereo is ~64,800 hours across 9 datasets. None of them names event staging, so for stereo capture of these tasks this is custom collection, not an off-the-shelf purchase. Where coverage is deep, the median time from signed spec to first validated batch is a median of 48 hours; where it is thin, turnaround runs three to four weeks. The site does not say which applies to staging, so the timeline is quoted against your spec.

This is custom event-venue data collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs. On-demand top-ups run against the same spec and accept criteria after each training run. Collections are billed per validated hour, and rejected episodes and recaptures are never billed.

Ordering

How do you order a stereo event staging dataset?

Describe where each task starts and ends: platforms carried in and locked, a stage built and struck, equipment and lighting set up, or a teardown from the first dismantled piece to the last packed one. Say whether an episode covers one step, one stage or the whole build and its reverse, what counts as locked or packed, the setting and lighting, and the privacy rule for the room.

Then name the streams you want in the file, the topic naming and message encoding your reader expects, and whether MCAP is the only delivery or sits beside RLDS, LeRobot or WebDataset. Most programs begin with a Spec Pilot, a small first batch that proves the spec and accept criteria on real footage before you scale. The sixth table below shows what each spec element decides.

At a glance

What you get.

Catalog rows
Two rows in Event Venue (Hospitality & Events), both Medium and Ready to deploy: "Set up and tear down staging using folding platforms and hand trucks" and "Stage & Equipment Setup / Teardown"
Environment examples
Conference halls, wedding venues, stages and banquet rooms
Catalog capture setup
Phone (head-mounted) / multiview rig on both rows. The site states no stereo pair for these rows, so a stereo pair is agreed in the skill spec through the general stereo offer
Stereo head rig (06)
Dual fisheye, 1080p per eye, 62 mm baseline, per-unit calibration, 9-axis IMU, hand-tracking output; shipped as MCAP
Hand pose
21 joints per hand with a per-joint visibility flag
Sync
Hardware-triggered onto one clock; 2.0 ms cross-stream ceiling
Stage size, load ratings, rigging method, equipment list, deck count, packing order, crew size, setup times
Not stated; agreed in the skill spec
MCAP topics, schemas, rates
Not stated on the site; agreed in the skill spec
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 rows cover event staging setup and teardown?

The two staging rows from the Event Venue environment, reproduced as the catalog states them. Both list Phone (head-mounted) / multiview rig as capture setup.
Task (as listed)Description (as listed)EnvironmentSkillCapture setupStatus
Set up and tear down staging using folding platforms and hand trucksCarry staging platforms in on hand trucks, lock them together, then dismantle and stack them.Event VenueMediumPhone (head-mounted) / multiview rigReady to deploy
Stage & Equipment Setup / TeardownAssemble stage decks, set up equipment and lighting, then tear down and pack after the event.Event VenueMediumPhone (head-mounted) / multiview rigReady to deploy

Compared pages

How does this page differ from the event venue and AV cable pages?

Each page and how it treats the two staging rows. Statuses are as the site lists them; none of these pages is claimed to hold delivered hours here.
PageWhat it coversTreatment of the staging rowsRelation to this page
This page: stereo event staging setup and teardown dataThe two staging rows, both Medium and Ready to deployStereo treatment of these rows only, with MCAP deliveryStaging is the main topic
Stereo event venue setup and AV cable taping dataAll eight Event Venue rows: staging, AV cables, table and chair layout and venue sweepOne section among four kinds of workStereo for the whole venue; staging is not its main topic
Egocentric event venue setup and teardown dataThe same eight rowsOne section among the eight rowsFirst-person; general venue setup is its main topic and stereo is not its subject
Egocentric AV cable management and taping dataTwo rows: AV & Cable Management and the cable routing and taping rowNot coveredFirst-person page for the cable rows; tape runs along a cable
Egocentric stereo data in MCAPThe stereo and MCAP hub across tasksNot applicableGeneral stereo and MCAP treatment; not specific to staging

Stated vs not stated

What the site states about stereo capture of event staging

Left to right: the item, what the site states, and what that means for a staging order. “Not stated” means the site does not say.
ItemWhat the site statesFor a staging order
Catalog capture setupPhone (head-mounted) / multiview rig on both rowsNo stereo pair is stated for these rows; a stereo pair is a spec choice through the general stereo offer
Stereo head rig (dataset 06)Dual fisheye, 1080p per eye, 62 mm baseline, per-unit calibration, 9-axis IMU, hand-tracking output; shipped as MCAPWhether an order uses it: Not stated
Hard-environments stack4K/60 head camera, 120° lens; two 1080p/60 wrist cameras; depth 848×480 at 30 fps; 200 Hz 6-DoF IMUWhether an order uses it: Not stated
Hands, contacts and masksPer-joint visibility flag on hand pose; contact events; per-frame instance masks stored at 848×480Stated; what counts as the object is set in the spec
Hand occlusionThe hands occlude the work and fingers disappear behind objects; visibility flags and instance masks address itStated; how often a platform leaves the view is Not stated
Depth on wet and reflective surfacesDepth degrades on wet and reflective surfacesStated; behaviour on stage decks and metal edges is Not stated
Calibration and syncCalibration measured every session, 0.28 px RMS gate; hardware-triggered onto one clock, 2.0 ms ceilingStated
Face blurring and anonymizationFaces, plates and screens detected and irreversibly blurred at ingest; reviewer confirms; footage that cannot be de-identified is discardedStated; record ships with the data
Stage size, load ratings, rigging, equipment list, deck count, packing order, setup times, brandsNot statedNot claimed; set in the spec
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for staging data and what the site states about an MCAP file

Left to right: the stream or item, what the site states about it, and what the site states about it in MCAP. “Not stated” means the site does not say.
Stream or itemWhat the site statesIn an MCAP delivery, as the site states it
Stereo pairDual fisheye, 1080p per eye, 62 mm baseline (dataset 06)Dataset 06 is stated as shipped as MCAP; channel layout not stated
Depth with confidence mapsRecovered from the calibrated stereo pair; confidence map masks low-confidence regionsNot stated
Hand pose21 joints per hand with a per-joint visibility flagChannel layout and joint order not stated
IMU9-axis (dataset 06); 6-DoF at 200 Hz (hard-environments stack)Channel layout and rate not stated
Contact events, action segments, instance masksListed in the site episode schema; masks stored at 848×480Not stated
Task instructionOne per episodeNot stated
CalibrationMeasured every session and shipped with the episodePlacement in the file not stated
Topic names, schemas, encoding, ratesNot statedAgreed in the skill spec

Failure modes and QA

What goes wrong in staging capture, and what QA does about it

Left to right: the failure mode, what the site states, and what a buyer sees. “Not stated” means the site does not say.
Failure modeWhat the site statesWhat a buyer sees
Fingers hidden behind a platform or deckPer-joint visibility flag on hand pose; wrist views and a multiview angle available in the specA hidden joint flagged as hidden, not guessed
Item out of framePer-frame instance masks; episode rejected when the object is out of frame for more than 15 percent of itReject log per batch; what the object is gets set in the spec
Large-space movementNot stated for these rows; no room size is statedSettle in the spec and on a Spec Pilot
Reflective or wet surfacesDepth degrades on wet and reflective surfaces; which staging surfaces count is Not statedConfidence maps ship with depth; Spec Pilot settles it
Invalid depth in the manipulation regionEpisode rejected when more than 35 percent of depth pixels are invalidReject log per batch
Bystander in frameFaces, plates and screens blurred and reviewer-confirmed; undocumented bystander rejected; footage that cannot be de-identified is discardedReject log per batch; anonymization record ships with the data
Calibration driftSolved at the start and end of every session; 0.28 px RMS gateCalibration shipped with the episode
Sync breachRejected beyond the 2.0 ms ceiling for more than three consecutive framesReject log per batch
Spec mismatchRejected for a mismatch against the named skill specReject log per batch

Skill spec

What the skill spec fixes for a stereo staging order

Spec element and where a buyer can see it in the delivery. “Set per program” means the site states no fixed value.
Spec elementWhat it decidesWhere it shows up
Which row"Set up and tear down staging using folding platforms and hand trucks", "Stage & Equipment Setup / Teardown" or bothSet per program; both are Medium and Ready to deploy
Steps and orderWhat one step is: carrying, locking, assembling, setting up equipment and lighting, dismantling, stacking or packingEpisode boundaries and action segments; set per program
Episode scopeOne step, one stage, or the build and its reverseSet per program; the site does not state an episode length
Object definitionWhether the platform, the deck or the equipment counts as the objectContact events and the out-of-frame reject rule; set per program
Rig and streamsStereo pair, multiview angles, wrist views, hand pose, IMU and any othersThe channels you can read; confirm on the Spec Pilot
Setting and lightingWhich kind of room and how it is litSet per program; the site states no lighting setup for these rows
MCAP topics and encodingWhat your reader expectsSet per program
Delivery formatHow the data is packagedMCAP alone, or beside RLDS, LeRobot, WebDataset, HDF5 or zarr
Accept criteriaWhat counts as locked, assembled or packed, and what passes QAReject log per batch
PrivacyHow anyone, faces and screens in frame are handledFaces, plates and screens blurred at ingest; other items agreed in the spec
LicenseWho owns the datasetPerpetual, irrevocable, buyer-owned, non-exclusive by default

Example footage

What does egocentric stereo capture look like?

One real clip already published on this site, shown as a format and rig example: a head-mounted stereo capture with hands in frame. It does not show event staging, platforms or stage decks.

egocentric_stereo_sample.mp4 · head-mounted stereo · hands in frame · 1920 × 1080 web preview · rig example, not a staging clip

No event staging clip is published on the site, so this is labelled as a format and rig example. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.

FAQ

Event staging robot training data, answered.

What is stereo event staging setup and teardown data?
First-person video from two calibrated cameras of a person carrying staging platforms in on hand trucks, locking them together, assembling stage decks, setting up equipment and lighting, then dismantling and packing, with depth and hand pose alongside.
Which catalog rows cover it, and what is their status?
"Set up and tear down staging using folding platforms and hand trucks" (Medium) and "Stage & Equipment Setup / Teardown" (Medium), both under Event Venue and both Ready to deploy. Both list the capture setup Phone (head-mounted) / multiview rig. This page claims no delivered hours.
Is stereo already captured on these rows?
Not stated. The catalog lists a head-mounted phone with a multiview rig for both rows. A stereo pair is agreed in the skill spec through the general stereo offer and confirmed on a Spec Pilot.
How is this different from the stereo event venue page and the egocentric venue and AV cable pages?
The stereo event venue page covers all eight Event Venue rows with staging as one section. The egocentric venue page covers the same rows as general venue setup, and the egocentric AV cable page covers the cable rows. This page is stereo capture of the two staging rows alone.
Does the data include stage size, load ratings or rigging guidance?
No. Stage size, load ratings, rigging method, equipment list, deck count and packing order are Not stated on the site and are agreed in the skill spec. This page gives no rigging, lifting or electrical safety instructions.
Is there an off-the-shelf staging dataset?
No listed dataset names these tasks, so stereo capture of them is custom collection, at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.
Does the data include event attendees, and how are people in frame handled?
Neither staging row describes a guest or an audience, and this page does not describe capturing attendees. Faces, plates and screens are irreversibly blurred at ingest and a reviewer confirms the result.
Can it be delivered as MCAP, and what is in the file?
Yes. Firsthand offers MCAP delivery. Topic names, message schemas and rates are Not stated on the site and are agreed in the skill spec.

Sources

Where is MCAP documented?

Request a custom event staging setup and teardown dataset delivered as MCAP.

Tell us the platforms or stage decks, the equipment and lighting, the room, the steps and their order, the streams you want in the file and whether MCAP sits alone or beside a training format. 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.