Task family

Stereo Layout Marking and Taping Data

Hook a tape and read the number, mark the line, lay out positions from a plan, tape a drywall joint, mask an edge before the paint goes on: layout work is a run of small, ordered moves that fix everything that follows. This page covers the stereo and container side of layout marking robot training data: what a calibrated stereo pair adds when the thing being marked or taped is a surface, what MCAP is according to its own documentation, and what the site does not state. We run custom collection fast and on demand against a spec you write, as a taping video dataset, stereo measuring and marking data and drywall taping and masking data.
Catalog rows
Eleven layout, marking, taping and masking rows quoted from the catalog
Container
MCAP (.mcap), open source
Stereo head rig (06)
Dual fisheye, 1080p per eye, 62 mm baseline
License
Perpetual, buyer-owned

Why stereo and MCAP here

What do a stereo pair and an MCAP file add to layout and taping video?

01

Depth of the surface the mark or tape sits on

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the geometry of a stud, a panel, a joint or a bench is in the same capture that shows the hands working it. The site gives no depth accuracy figure for these rows.

02

Hands that cover the very spot that matters

One hand often holds the reference or the tape while the other marks or knifes the joint. 3D hand pose carries a per-joint visibility flag, so a finger hidden behind a square, a pencil or a taping knife is flagged as hidden rather than silently guessed.

03

Ordered steps on one clock

Measure, mark and act, or position, tape and cover, are ordered steps. Streams are hardware-triggered onto one clock with a 2.0 ms cross-stream ceiling, and action segments carry start, end, verb and noun for each step as the skill spec defines it.

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 layout marking and taping data?

It is first-person video of a person laying out and marking work, or taping and masking a surface, recorded from their own point of view with two calibrated cameras and with hand pose and sensor streams alongside. The tasks are the ones the site’s catalog lists for measuring, marking and layout, for drywall taping and mudding, and for masking edges in painting. Stereo describes the capture, and MCAP describes the container. They are separate choices.

The site does not state that stereo is already running on these rows. The catalog lists a head-mounted phone or a multiview rig as the capture setup, and a stereo pair is a capture choice agreed in the skill spec and confirmed on a Spec Pilot. The data is human capture by paid, consented contributors, not robot or teleoperation data. Firsthand is not affiliated with Foxglove or the MCAP maintainers.

Difference

How is this different from the measuring and drywall pages?

The egocentric measuring and marking page covers nineteen rows across ten environments, with their labels and what is not stated, and the egocentric drywall and wall finishing page covers the two drywall rows. This page does not repeat them. It covers the two choices layered on top of a subset of the same rows: a calibrated stereo pair for depth, and MCAP as the delivery container.

The rows are the same and the claims are as limited. This page states no measured value, unit, tolerance, accuracy, finish-quality or force figure, because the site states none, and it states no safety or certification position for any of these environments. The finishing side of the same work, sanding, mudding coats and painting, is covered on the stereo surface finishing page.

Catalog rows

Which catalog rows does stereo layout and taping data map to?

Eleven rows count. Eight are measuring, marking and layout rows: Cut and shape wood panels, Measure and cut lumber, Carpentry, Mark and lay out sheet metal, Part Layout & Marking, Hang a fixture, Measure, mark, cut, and Arrange and align tables and chairs. Two are drywall taping rows, Drywall Hanging, Taping & Mudding and Hang and tape drywall panels using a screw gun and taping knife. One is a masking row, Painting & Priming, whose description opens with masking edges. The first table below reproduces each as the catalog states it.

Statuses range from Ready to deploy and Active collection to Available on request, and Hang a fixture and Measure, mark, cut are recorded with a multiview rig and handheld grippers instead. The site states no tape-measure model, tool, unit, panel size or tolerance for any row.

What counts as taping

What does taping mean on this page?

Tape means three different things in the catalog, and only some count here. Drywall taping is a row: tape the joints and apply compound, or tape and mud the seams with a taping knife. A tape for measuring appears in the lumber row, which measures and marks lumber with a tape before cutting it to length. Masking edges before painting is the opening step of the painting row.

Packing and sealing tape is a different task. Logistics and packing rows that tape a carton shut are not counted here, and neither is any row where the site says nothing about tape. This page claims no taping of anything beyond the rows quoted in the first table.

Why stereo

Why capture layout and taping work in stereo?

Layout and taping are about the state of a surface: where a line sits, whether a joint is covered, whether an edge is masked. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the form of the stud, panel or wall sits in the same frame as the hands. The site gives no depth accuracy figure and no measured-value label, so whether a pencil line or a tape edge is resolvable in depth is Not stated.

The hard-environments page states that stereo keeps working outdoors where active depth sensors struggle, and that many programs capture both and sync them on one clock. Whether a layout or taping setting is a room, a workshop or a site exterior is not something every row states, so that is agreed in the spec.

Capture setup

What does the capture setup look like, and what is not stated?

The site describes two stereo setups and does not say which one a layout or taping order 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.

Which rig, resolution and streams a layout or taping order uses is Not stated on the site, and the second table below sets what is stated beside what is not. Intrinsics and extrinsics are re-solved at the start and end of every session, and streams are hardware-triggered onto one clock with a 2.0 ms cross-stream ceiling.

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’s licence, not the licence of a Firsthand delivery. The MCAP hub page and the glossary entry cover the format in full.

Streams

Which streams can ship in an MCAP delivery of layout and taping data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For layout and taping work the site states hand pose, a stereo-derived depth stream, IMU, contact events, action segments and per-frame instance masks 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. The third table below sets each stream beside what the site states about it.

Failure modes

What goes wrong when you record layout and taping work in stereo?

Hands are the first risk. A square, a pencil, a tape or a taping knife sits against the surface and the fingers wrap it, so the contact point is often hidden. The visibility flag on each joint is the answer the site gives, and contact events mark when a hand meets the item. A spec can also ask for wrist views, so a grip the head camera loses is still recorded.

Depth is the second. The site says depth degrades on wet and reflective surfaces and masks low-confidence regions with per-frame confidence maps, and an episode is rejected when more than 35 percent of depth pixels in the manipulation region are invalid. Fresh joint compound is a wet surface, but the site does not say how depth behaves on it, so this page promises no figure.

Calibration is the third, because stereo depth is only as good as the rectification behind it: calibration is measured at the start and end of every session under a 0.28 px RMS gate. An episode is also rejected when the manipulated object is out of frame for more than 15 percent of it or an undocumented bystander appears, and a reject log ships with every batch. The site lists no measured-value, accuracy, finish-quality or force label.

Scale

How do off-the-shelf stereo data and custom collection combine?

Off-the-shelf covers what is already in stock: the stereo category lists the stereo datasets and hand-tracking video, and only dataset 06 is stated as MCAP. This page does not claim off-the-shelf coverage of the measuring, marking, taping or masking rows. Custom collection covers the rest: custom collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.

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 these rows, so ask when you request the quote. Collections are billed per validated hour, and capture at your own facility is listed as not offered.

Ordering

How do you order a stereo layout marking and taping dataset?

Describe the measuring, marking, taping or masking steps and their order, what counts as a completed step, the surface and the setting, and the variation your pipeline is missing. Then name the streams you want in the file, the topic naming and message encoding your reader expects, whether calibration ships inside the file or beside it, 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 fourth table below shows what each spec element decides.

At a glance

What you get.

Catalog rows
Eleven rows: eight measuring, marking and layout rows, two drywall taping rows and one masking row; status and skill as listed
Catalog capture setup
Phone (head-mounted) / multiview rig; the two trades bench rows use a multiview rig with handheld grippers; a stereo pair is agreed in the skill spec
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
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 stereo layout marking and taping data?

The eleven rows counted on this page, with the catalog description, environment, skill, capture setup and status as listed.
Task (as listed)Description (as listed)EnvironmentSkillCapture setupStatus
Cut and shape wood panelsMeasure and mark panels, cut them on the table saw and shape curves with a jigsawCarpentry & Furniture WorkshopHardPhone (head-mounted) / multiview rigActive collection
Measure and cut lumberMeasure and mark lumber with a tape and cut it to length with a circular sawActive Construction SiteMediumPhone (head-mounted) / multiview rigActive collection
CarpentryMeasure, cut and nail or screw framing, sheathing and trim on siteActive Construction SiteHardPhone (head-mounted) / multiview rigActive collection
Mark and lay out sheet metalMeasure sheet metal, scribe cut lines with a square and mark bend and hole positionsMetal Fabrication & Welding WorkshopMediumPhone (head-mounted) / multiview rigReady to deploy
Part Layout & MarkingTransfer dimensions from drawings to metal stock with scribe, square and punchMetal Fabrication & Welding WorkshopMediumPhone (head-mounted) / multiview rigReady to deploy
Hang a fixtureLevel, mark, and screw-mount a fixtureTrades Workshop BenchMediumMultiview rig + handheld grippersAvailable on request
Measure, mark, cutMeasure, mark a line, and saw to itTrades Workshop BenchMediumMultiview rig + handheld grippersAvailable on request
Arrange and align tables and chairsRead the layout plan, roll tables in on dollies and position and align tables and chairsEvent VenueEasyPhone (head-mounted) / multiview rigReady to deploy
Drywall Hanging, Taping & MuddingLift and screw drywall panels to studs, tape joints and apply joint compound.Active Construction SiteMediumPhone (head-mounted) / multiview rigReady to deploy
Hang and tape drywall panels using a screw gun and taping knifeHang drywall panels with a screw gun and tape and mud the seams with a taping knife.Active Construction SiteMediumPhone (head-mounted) / multiview rigActive collection
Painting & PrimingMask edges, roll primer and paint onto walls and cut in corners with a brush.Active Construction SiteMediumPhone (head-mounted) / multiview rigReady to deploy

Stated vs not stated

What the site states about stereo capture for layout and taping work

Left to right: the item, what the site states, and what that means for a layout or taping order. “Not stated” means the site does not say.
ItemWhat the site statesFor a layout or taping order
Catalog capture setupPhone (head-mounted) / multiview rig; multiview rig with handheld grippers for the trades bench rowsA stereo pair is a spec choice; not stated on the rows
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 a layout or taping 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 a layout or taping order uses it: Not stated
Depth on wet and reflective surfacesDegrades; per-frame confidence maps mask low-confidence regionsStated; behaviour on fresh joint compound is Not stated
CalibrationMeasured every session and shipped with the episode; 0.28 px RMS reprojection gateStated
SynchronizationHardware-triggered onto one clock; 2.0 ms cross-stream ceilingStated
Hand pose21 joints per hand with a per-joint visibility flagStated
Depth accuracy, measured value, tolerance, finish quality, forceNot stated; no such figure, label or stream is listedAgreed in the skill spec
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for layout and taping work 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’s episode schema; masks stored at 848×480Not stated
CalibrationMeasured every session and shipped with the episodePlacement in the file not stated
Topic names, schemas, encoding, ratesNot statedAgreed in the skill spec

Skill spec

What the skill spec fixes for a stereo layout and taping 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
Layout or taping step and orderWhat one step is: a measurement, a mark, a check with a square, a taped joint, a masked edgeEpisode boundaries and action segments; set per program
Surface and settingStud, panel, wall, bench or site; working set or staged setSet per program; the site does not settle it for every row
Rig and streamsStereo pair, wrist views, hand pose, IMU and any othersThe channels you can read; confirm on the Spec Pilot
MCAP topics and encodingWhat your reader expectsSet per program
Calibration deliveryInside the file or beside itSet per program
Delivery formatHow the data is packagedMCAP alone, or beside RLDS, LeRobot, WebDataset, HDF5 or zarr
Accept criteriaWhat passes QAReject log per batch
PrivacyHow people in frame are protectedFaces and screens blurred at ingest
LicenseWho owns the datasetPerpetual, irrevocable, buyer-owned, non-exclusive by default

Example footage

What does egocentric stereo footage look like?

One real clip already published on this site. It is a format and rig example: a head-mounted stereo capture with hands in frame. It is not measuring, marking, taping or masking, and it does not show a task from this page.

egocentric_stereo_sample.mp4 · head-mounted stereo · hands in frame · 1920 × 1080 web preview · rig example

No measuring, marking, taping or masking clip is published on the site, so this is the nearest stereo clip. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.

FAQ

Layout marking robot training data, answered.

What is stereo layout marking and taping data?
First-person video from two calibrated cameras of a person measuring, marking and laying out work, taping drywall joints or masking an edge, with depth and hand pose alongside.
Which catalog rows name taping?
Two drywall rows: Drywall Hanging, Taping & Mudding, and Hang and tape drywall panels using a screw gun and taping knife. The lumber row also measures with a tape, and Painting & Priming opens with masking edges.
Is stereo already captured on these rows?
Not stated. The catalog lists a head-mounted phone or multiview rig, and a stereo pair is agreed in the skill spec and confirmed on a Spec Pilot.
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.
Does it include labels for measured values or accuracy?
Not stated. The site lists no measured-value, unit, tolerance, accuracy or finish-quality label. The delivered fields are action segments, hand pose with visibility flags, contact events, objects and instance masks where the spec calls for them.
How fast is a first batch, and who owns the data?
Where coverage is deep, the median time from signed spec to first validated batch is a median of 48 hours; thin coverage runs three to four weeks. The buyer owns the dataset under a perpetual, irrevocable, non-exclusive-by-default licence, with exclusivity available.

Sources

Where is MCAP documented?

Request a custom layout and taping dataset delivered as MCAP.

Tell us the measuring, marking, taping or masking steps and their order, the surface, the setting, 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.