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

Apply to capture

Task family

Stereo Floor Stripping and Waxing Data

Apply stripper, run the buffer over the floor, rinse, lay new wax: stripping and waxing is a run of ordered passes over a hard floor that changes as you go. This page covers the stereo and container side of floor care robot training data for two catalog rows: what a calibrated stereo pair adds when the thing being worked is a floor, what MCAP is according to its own documentation, and what the site does not state. We run custom commercial cleaning data collection fast and on demand against a spec you write, as stereo floor stripping and waxing video and an egocentric floor buffer dataset in MCAP.
Catalog rows
Two strip-and-wax rows, Commercial Cleaning & Janitorial, both Medium
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 stripping and waxing video?

01

Depth of the floor being worked

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the form of the floor, the machine and the applicator sit in the same frame as the hands.

02

Hands on a handle, with a flag when they are hidden

A floor machine or buffer is worked from its handle. 3D hand pose carries a per-joint visibility flag, so a finger hidden behind a handle is flagged as hidden rather than silently guessed.

03

Ordered steps on one clock

Applying stripper, running the buffer, rinsing and laying wax 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 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 floor stripping and waxing data?

It is first-person video of a person stripping and waxing a hard floor, recorded from their own point of view with two calibrated cameras and with hand pose and sensor streams alongside. The tasks are the two rows the site’s catalog lists for it in Commercial Cleaning & Janitorial. 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.

Catalog rows

Which catalog rows does this page rely on?

Two, both in the Commercial Cleaning & Janitorial environment under the Facilities & Cleaning sector, and both rated Medium. "Floor Stripping & Waxing" is described as stripping old wax with a floor machine, rinsing and applying new wax in even coats, and is listed as Ready to deploy. "Strip and wax hard floors using a floor buffer and wax applicator" is described as applying stripper, running the buffer over the floor, rinsing and laying new wax with an applicator, and is listed as Active collection.

Both rows list a head-mounted phone or a multiview rig as the capture setup. The first table below reproduces them as the catalog states them. This page names only the tools, parts and steps that appear in those rows: floor machine, floor buffer, wax applicator, stripper, wax, rinsing and even coats.

Difference

How is this different from the carpet extraction, mopping and surface finishing pages?

The egocentric carpet extraction and floor stripping page covers four catalog rows, the two strip-and-wax rows and two carpet extraction rows, and describes delivery in RLDS, LeRobot or WebDataset. The stereo floor mopping page covers nine floor-care rows, of which the two strip-and-wax rows are two, and treats them as one line each inside a mopping page. The stereo surface finishing page covers sanding, drywall and painting rows and does not include these two.

This page is the stereo and MCAP treatment of just the two strip-and-wax rows. It does not repeat the catalog detail of the carpet page or the mopping steps. The comparison table below sets the three pages side by side.

Why stereo

Why capture floor stripping and waxing in stereo?

Stripping and waxing is about the state of a floor: where stripper has been applied, where the buffer has run, where new wax has been laid. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the form of the floor and what sits on it share a frame with the hands. The site gives no depth accuracy figure and no coverage label, so whether a laid coat 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. Which setting a program uses is set in the spec; the catalog rows name none.

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 strip-and-wax 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 strip-and-wax 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.

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 strip-and-wax data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For floor 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 fourth table below sets each stream beside what the site states about it.

Failure modes

What goes wrong when you record stripping and waxing in stereo?

Hands are the first risk. A handle sits in the fist and a machine body or wax applicator can hide the fingers, 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. A freshly rinsed or waxed floor is a wet or reflective 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.

Privacy

How are people in frame handled?

Commercial floors run through shared spaces, so bystanders matter. 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. Capture at your own facility is listed as not offered. The site states no contributor safety protocol, no guidance on stripper, wax or floor machines, no slip-safety position and no certification for any floor row, so this page describes none.

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 strip-and-wax 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.

Ordering

How do you order a stereo floor stripping and waxing dataset?

Describe the machine, the floor, the setting and the steps in order, what counts as one completed pass, 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
Two rows in Commercial Cleaning & Janitorial (Facilities & Cleaning): "Floor Stripping & Waxing" (Ready to deploy) and "Strip and wax hard floors using a floor buffer and wax applicator" (Active collection); both Medium
Catalog capture setup
Phone (head-mounted) / multiview rig; 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 floor stripping and waxing?

The two rows relied on by this page, with the catalog description, environment, skill, capture setup and status as listed.
Task (as listed)Description (as listed)EnvironmentSkillCapture setupStatus
Floor Stripping & WaxingStrip old wax with a floor machine, rinse and apply new wax in even coats.Commercial Cleaning & JanitorialMediumPhone (head-mounted) / multiview rigReady to deploy
Strip and wax hard floors using a floor buffer and wax applicatorApply stripper, run the buffer over the floor, rinse and lay new wax with an applicator.Commercial Cleaning & JanitorialMediumPhone (head-mounted) / multiview rigActive collection

Compared pages

How does this page differ from the neighbouring floor and finishing pages?

Each page, what it covers and how it treats the two strip-and-wax rows. “Not covered” means the page does not list them.
PageRows it coversTreatment of the strip-and-wax rows
This page: stereo floor stripping and waxing dataThe two strip-and-wax rowsStereo pair and MCAP delivery, stream map and failure modes for these rows only
Egocentric carpet extraction and floor stripping dataFour rows: two strip-and-wax rows and two carpet extraction rowsEgocentric catalog treatment; delivery in RLDS, LeRobot or WebDataset
Stereo floor mopping dataNine floor-care rows, mopping firstListed as two of nine rows; stereo and MCAP treatment centred on mopping
Stereo surface finishing dataNine sanding, drywall and painting rowsNot covered

Stated vs not stated

What the site states about stereo capture for strip-and-wax work

Left to right: the item, what the site states, and what that means for a strip-and-wax order. “Not stated” means the site does not say.
ItemWhat the site statesFor a strip-and-wax 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 strip-and-wax 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 strip-and-wax order uses it: Not stated
Depth on wet and reflective surfacesDegrades; per-frame confidence maps mask low-confidence regionsStated; behaviour on a rinsed or waxed floor 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
Machine make or model, floor type, number of coats or passes, coverage label, force data, chemical or product data, safety or certificationNot stated; the rows say floor machine, floor buffer, wax applicator, stripper, wax and even coats onlyAgreed in the skill spec, or not claimed on this page
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for strip-and-wax 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 strip-and-wax 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
Step and orderWhat one step is: apply stripper, run the buffer, rinse, lay waxEpisode boundaries and action segments; set per program
Which rowThe floor machine row or the floor buffer and wax applicator rowSet per program; both are Medium
Episode boundaryOne pass, one section or one full strip-and-wax cycleSet per program; the site does not state an episode length
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 footage of floor work and stereo capture look like?

Two real clips already published on this site. The first is a household chores clip of an operator carrying a cordless vacuum down a staircase into a living room, the nearest floor-work clip on the site. The second is a format and rig example: a head-mounted stereo capture with hands in frame. Neither shows floor stripping or waxing.

sample-egocentric-capture.mp4 · household chores · carrying a vacuum between floors · fisheye, 960 × 540 web preview · not a stripping or waxing clip
egocentric_stereo_sample.mp4 · head-mounted stereo · hands in frame · 1920 × 1080 web preview · rig example

No floor stripping or waxing clip is published on the site, so these are the nearest clips. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.

FAQ

Floor care robot training data, answered.

What is stereo floor stripping and waxing data?
First-person video from two calibrated cameras of a person stripping old wax from a hard floor and laying new wax, with depth and hand pose alongside.
Which catalog rows cover it?
"Floor Stripping & Waxing" (strip old wax with a floor machine, rinse and apply new wax in even coats) and "Strip and wax hard floors using a floor buffer and wax applicator", both in Commercial Cleaning & Janitorial and rated Medium.
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 floor-coverage, coat or chemical labels?
Not stated. The site lists no floor-type, coverage, coat count, chemical or force 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 floor stripping and waxing dataset delivered as MCAP.

Tell us the machine, the floor, the setting, 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.