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

Apply to capture

Task family

Stereo Carpet Extraction Data

Pre-spray the carpet, run the extractor over it in passes and position air movers to dry it: carpet extraction is a sequence of ordered passes over a floor that changes as you work. This page covers the stereo and container side of carpet cleaning robot training data for the two catalog rows that name this work: what a calibrated stereo pair adds to stereo carpet extractor video, what MCAP is according to its own documentation, and what the site does not state. We run custom egocentric carpet extraction and air mover dataset collection fast and on demand against a spec you write, as custom commercial cleaning data collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.
Catalog rows
Two carpet extraction rows in Commercial Cleaning & Janitorial, both rated Medium
Status
One Ready to deploy and one Active collection, as the catalog lists them
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 carpet extraction video?

01

Depth across the floor, the extractor and the air movers

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the carpet, the extractor and the air movers sit in one frame with the hands that hold or position them.

02

Hands behind a machine, flagged when hidden

3D hand pose carries a per-joint visibility flag, so a finger hidden behind the extractor is flagged as hidden rather than silently guessed, and contact events mark when a hand takes hold of an item.

03

Pre-spray, extract and dry on one clock

The catalog rows chain pre-spraying, running the extractor in passes and positioning air movers. Streams are hardware-triggered onto one clock with a 2.0 ms cross-stream ceiling, and action segments carry start, end, verb and noun as the skill spec defines them.

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 carpet extraction data?

It is first-person video of a person extracting and drying carpets: pre-spraying carpets, running a carpet extractor over the floor in passes and positioning air movers to dry it. It is recorded from their own point of view with two calibrated cameras, with hand pose and sensor streams alongside. The task is the one the site’s catalog lists in two rows. 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. It describes task video only and makes no cleanliness, drying-result, chemical, safety or certification claim. 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 in the Commercial Cleaning & Janitorial environment of the Facilities & Cleaning sector, and both rated Medium. "Carpet Extraction" is listed as Ready to deploy ("Pre-spray carpets, run the extractor over them in passes and set air movers to dry."). "Extract and dry carpets using a carpet extractor and air movers" is listed as Active collection ("Run the carpet extractor over the floor in passes and position air movers to dry it.").

Both list a head-mounted phone or a multiview rig as the capture setup. The catalog lists the environment examples as an office building, a shopping mall, an airport and an industrial facility, and does not say which building a row was captured in. The site says nothing further about what Active collection or Ready to deploy means in volume, hours or delivered stereo footage, so this page claims none. It names only the tools and items that appear in the rows: a carpet extractor, air movers, carpets and the floor. The first table below reproduces the two rows as the catalog states them.

Difference

How is this different from the egocentric carpet extraction and floor stripping page and the stereo floor stripping page?

The egocentric carpet extraction and floor stripping page covers four catalog rows, the two carpet extraction rows and the two strip-and-wax rows, and describes delivery in RLDS, LeRobot or WebDataset. The stereo floor stripping and waxing page gives stereo and MCAP treatment to the two strip-and-wax rows only, and does not cover the carpet extraction rows.

This page is the stereo and MCAP treatment of the two carpet extraction rows alone, with their own stream map and failure modes. It does not repeat the strip-and-wax steps. The comparison table below sets the pages side by side.

Why stereo

Why capture carpet extraction in stereo?

Carpet extraction is about where a tool meets the floor and in what order: which stretch has been pre-sprayed, which passes have been run, where an air mover has been positioned. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the floor, the machine and the hands share a frame. The site gives no depth accuracy figure for these rows and no coverage, cleanliness or task-completion label, so what a buyer does with that depth is their pipeline’s question.

The site also states that depth degrades on wet and reflective surfaces and handles that with per-frame confidence maps shipped so a buyer can mask rather than guess. The rows end with drying, so that statement is the relevant one here, but how depth behaves on carpet, and on a uniform or low-texture floor, is Not stated, and a spec should check it on a Spec Pilot. Capture at your own facility is listed as not offered.

Hand pose

What does hand pose add around an extractor and an air mover?

The site states 3D hand pose of 21 joints per hand with a per-joint visibility flag, and contact and grasp events that mark when fingers meet a tool or an item. In carpet extraction that is the hands on the extractor as it is run in passes, the hand that pre-sprays and the hands that position an air mover.

The site does not say whether the extractor, an air mover or the carpet counts as the object for contact events, so settle it in the spec. Wrist cameras give a closer view of the hands, and a multiview rig adds synchronized third-person angles when the spec asks for them.

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 carpet extraction 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 carpet extraction order uses is Not stated on the site, and the third 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. Room size, lighting, machine type and camera clearance around the machine are Not stated, so any requirement is settled in the spec.

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 carpet extraction data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For carpet extraction the site states hand pose, a stereo-derived depth stream with confidence maps, 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 fourth table below sets each stream beside what the site states about it.

Failure modes

What goes wrong when you record carpet extraction in stereo?

Wet and low-texture surfaces are the first risk. The site states that depth degrades on wet and reflective surfaces, with per-frame confidence maps to mask low-confidence regions, and an episode is rejected when more than 35 percent of depth pixels in the manipulation region are invalid. How a stereo pair behaves on carpet, on a uniform floor or on a freshly extracted stretch is Not stated, and this page makes no claim about it.

Occlusion and blur are the second. The extractor or an air mover can hide the fingers that hold it. The visibility flag on each joint is the answer the site gives, contact events mark when a hand takes hold of an item, and a spec can ask for wrist views or a second angle so a grip the head camera loses is still recorded. The head camera is global-shutter, which avoids rolling-shutter skew, and the site notes that reach and grasp frames are where blur and occlusion show up.

Sequence is the third. The rows chain pre-spraying, running the extractor in passes and positioning air movers, so a spec naming each step and where it starts and ends gives a sequence that can be sliced by step, while a spec saying "extract the carpet" gives one long action segment. The rows do not say what one episode covers, so the spec decides. Machine brands, detergent or chemical names, dry times, certifications, facility or customer names and throughput are Not stated and are not claimed on this page.

Calibration is the fourth, 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 when an undocumented bystander appears, and a reject log ships with every batch.

Privacy

What does the site say about people and screens in frame?

For every delivered episode the site states that faces, plates and screens are blurred irreversibly, and that footage that cannot be de-identified is discarded. The anonymization record ships with the data, and an undocumented bystander is a stated reject criterion.

The site does not state a rule specific to carpeted commercial spaces, a rule for who may be in the space while it is recorded, or how that differs between office, mall, airport and industrial settings, so this page makes no such claim. Settle it in the spec.

Scale

How do off-the-shelf coverage and custom collection combine for carpet extraction?

The October 2026 off-the-shelf catalog lists ~324,800 hours across 18 datasets, of which stereo is ~64,800 hours across 9 datasets. The site lists no off-the-shelf carpet extraction dataset, so stereo carpet extraction in MCAP is custom collection: custom collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs. The off-the-shelf stereo and hand-tracking video page shows what the rig delivers, and the custom order applies it to your task.

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. One of the two rows is Ready to deploy and one is Active collection, and the site does not say which speed applies to a stereo carpet extraction order, so the timeline is quoted against your spec. Collections are billed per validated hour, and rejected episodes and recaptures are never billed.

Ordering

How do you order a stereo carpet extraction dataset?

Describe the steps and where each starts and ends: pre-spraying carpets, running the extractor over the floor in passes and positioning air movers to dry it. Name the tools you expect to see, whether an episode covers one stretch of floor or a whole room, what counts as a reject 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 fifth table below shows what each spec element decides.

At a glance

What you get.

Catalog rows
"Carpet Extraction" (Medium, Ready to deploy) and "Extract and dry carpets using a carpet extractor and air movers" (Medium, Active collection); both in the Commercial Cleaning & Janitorial environment of the Facilities & Cleaning sector
Catalog descriptions
"Pre-spray carpets, run the extractor over them in passes and set air movers to dry."; "Run the carpet extractor over the floor in passes and position air movers to dry it."
Environment examples
Office building, shopping mall, airport, industrial facility; mopping, vacuuming, surface sanitizing, restroom cleaning
Catalog capture setup
Phone (head-mounted) / multiview rig on both rows; 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 carpet extraction?

The rows relied on by this page, from lib/commercial-catalog-data.ts, with the catalog description, environment, skill, capture setup and status as listed.
Task (as listed)Description (as listed)EnvironmentSkillCapture setupStatus
Carpet ExtractionPre-spray carpets, run the extractor over them in passes and set air movers to dry.Commercial Cleaning & JanitorialMediumPhone (head-mounted) / multiview rigReady to deploy
Extract and dry carpets using a carpet extractor and air moversRun the carpet extractor over the floor in passes and position air movers to dry it.Commercial Cleaning & JanitorialMediumPhone (head-mounted) / multiview rigActive collection

Compared pages

How does this page differ from the egocentric carpet extraction, stereo floor stripping and janitorial pages?

Each page, what it covers and how it treats carpet extraction. “Not covered” means the page leaves it out.
PageWhat it coversTreatment of carpet extraction
This page: stereo carpet extraction dataThe two carpet extraction rows in Commercial Cleaning & JanitorialStereo pair and MCAP delivery, stream map and failure modes for these rows only
Egocentric carpet extraction and floor stripping dataFour rows: two carpet extraction rows and two strip-and-wax rowsEgocentric catalog treatment; delivery in RLDS, LeRobot or WebDataset; not a stereo and MCAP treatment
Stereo floor stripping and waxing dataThe two strip-and-wax rowsStereo and MCAP treatment of strip-and-wax only; carpet extraction rows not covered
Egocentric commercial janitorial dataThe Commercial Cleaning & Janitorial environment, 15 rowsThe carpet extraction rows are two of the 15; first-person capture across all of them
Egocentric stereo data in MCAPThe stereo and MCAP hub across tasksGeneral stereo and MCAP treatment; not specific to carpet extraction

Stated vs not stated

What the site states about stereo capture for carpet extraction

Left to right: the item, what the site states, and what that means for a carpet extraction order. “Not stated” means the site does not say.
ItemWhat the site statesFor a carpet extraction order
Catalog capture setupPhone (head-mounted) / multiview rig on both 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 carpet extraction 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 carpet extraction order uses it: Not stated
Objects, hands and masksPer-frame instance masks stored at 848×480; per-joint visibility flag on hand pose; contact eventsStated; whether the extractor, an air mover or the carpet counts as the object is Not stated
Depth on wet and reflective surfacesDepth degrades on wet and reflective surfaces; per-frame confidence maps ship so a buyer can maskBehavior on carpet or a low-texture floor: 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
Row statusOne row Ready to deploy, one row Active collectionNo volume, hours or delivered stereo footage is claimed on this page
Room size, lighting, machine type, camera clearanceNot statedAgreed in the skill spec, or not claimed on this page
Machine brands, chemical or detergent names, dry times, certificationsNot statedNot claimed on this page
Facility or customer names; throughputNot statedNot claimed on this page
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for carpet extraction 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
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

Skill spec

What the skill spec fixes for a stereo carpet extraction 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
Steps and orderWhat one step is: pre-spray carpets, run the extractor in passes, position air movers to dryEpisode boundaries and action segments; set per program
Episode scopeOne stretch of floor or a whole roomSet per program; the site does not state an episode length for these rows
Rig and streamsStereo pair, wrist views, a second angle, hand pose, IMU and any othersThe channels you can read; confirm on the Spec Pilot
Object definitionWhether the extractor, an air mover or the carpet counts as the objectContact events; set per program
Wet-surface handlingWhether confidence maps and depth-quality flags ship with each episodeDelivered streams; set per program
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 QA, including what counts as a rejectReject log per batch
PrivacyHow people and screens in frame are protectedFaces, plates and screens blurred at ingest
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 carpet extraction work.

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

No carpet extraction 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

Carpet cleaning robot training data, answered.

What is stereo carpet extraction data?
First-person video from two calibrated cameras of a person pre-spraying carpets, running a carpet extractor over them in passes and positioning air movers to dry the floor, with depth and hand pose alongside.
Which catalog rows cover it, and what is their status?
Two rows in the Commercial Cleaning & Janitorial environment, both Medium. "Carpet Extraction" is Ready to deploy; "Extract and dry carpets using a carpet extractor and air movers" is Active collection. This page claims no volume, hours or delivered stereo footage.
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.
Is there an off-the-shelf carpet extraction dataset?
The site lists none. Stereo carpet extraction in MCAP is custom collection, at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.
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 the data include machine brands, dry times or certifications?
Not stated. The site lists no extractor brand, detergent or chemical name, dry time, certification or throughput figure for these rows.

Sources

Where is MCAP documented?

Request a custom carpet extraction dataset delivered as MCAP.

Tell us the steps and where each starts and ends, the tools you expect to see, whether an episode covers one stretch of floor or a whole room, 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.