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.
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Why stereo and MCAP here
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.
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.
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.
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
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
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
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
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
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
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
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
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
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
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
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
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
| Task (as listed) | Description (as listed) | Environment | Skill | Capture setup | Status |
|---|---|---|---|---|---|
| Floor Stripping & Waxing | Strip old wax with a floor machine, rinse and apply new wax in even coats. | Commercial Cleaning & Janitorial | Medium | Phone (head-mounted) / multiview rig | Ready to deploy |
| Strip and wax hard floors using a floor buffer and wax applicator | Apply stripper, run the buffer over the floor, rinse and lay new wax with an applicator. | Commercial Cleaning & Janitorial | Medium | Phone (head-mounted) / multiview rig | Active collection |
Compared pages
| Page | Rows it covers | Treatment of the strip-and-wax rows |
|---|---|---|
| This page: stereo floor stripping and waxing data | The two strip-and-wax rows | Stereo pair and MCAP delivery, stream map and failure modes for these rows only |
| Egocentric carpet extraction and floor stripping data | Four rows: two strip-and-wax rows and two carpet extraction rows | Egocentric catalog treatment; delivery in RLDS, LeRobot or WebDataset |
| Stereo floor mopping data | Nine floor-care rows, mopping first | Listed as two of nine rows; stereo and MCAP treatment centred on mopping |
| Stereo surface finishing data | Nine sanding, drywall and painting rows | Not covered |
Stated vs not stated
| Item | What the site states | For a strip-and-wax order |
|---|---|---|
| Catalog capture setup | Phone (head-mounted) / multiview rig on both rows | A 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 MCAP | Whether a strip-and-wax order uses it: Not stated |
| Hard-environments stack | 4K/60 head camera, 120° lens; two 1080p/60 wrist cameras; depth 848×480 at 30 fps; 200 Hz 6-DoF IMU | Whether a strip-and-wax order uses it: Not stated |
| Depth on wet and reflective surfaces | Degrades; per-frame confidence maps mask low-confidence regions | Stated; behaviour on a rinsed or waxed floor is Not stated |
| Calibration | Measured every session and shipped with the episode; 0.28 px RMS reprojection gate | Stated |
| Synchronization | Hardware-triggered onto one clock; 2.0 ms cross-stream ceiling | Stated |
| Hand pose | 21 joints per hand with a per-joint visibility flag | Stated |
| Machine make or model, floor type, number of coats or passes, coverage label, force data, chemical or product data, safety or certification | Not stated; the rows say floor machine, floor buffer, wax applicator, stripper, wax and even coats only | Agreed in the skill spec, or not claimed on this page |
| MCAP topics, schemas, rates | Not stated | Agreed in the skill spec |
Stream map
| Stream or item | What the site states | In an MCAP delivery, as the site states it |
|---|---|---|
| Stereo pair | Dual fisheye, 1080p per eye, 62 mm baseline (dataset 06) | Dataset 06 is stated as shipped as MCAP; channel layout not stated |
| Depth with confidence maps | Recovered from the calibrated stereo pair; confidence map masks low-confidence regions | Not stated |
| Hand pose | 21 joints per hand with a per-joint visibility flag | Channel layout and joint order not stated |
| IMU | 9-axis (dataset 06); 6-DoF at 200 Hz (hard-environments stack) | Channel layout and rate not stated |
| Contact events, action segments, instance masks | Listed in the site’s episode schema; masks stored at 848×480 | Not stated |
| Task instruction | One per episode | Not stated |
| Calibration | Measured every session and shipped with the episode | Placement in the file not stated |
| Topic names, schemas, encoding, rates | Not stated | Agreed in the skill spec |
Skill spec
| Spec element | What it decides | Where it shows up |
|---|---|---|
| Step and order | What one step is: apply stripper, run the buffer, rinse, lay wax | Episode boundaries and action segments; set per program |
| Which row | The floor machine row or the floor buffer and wax applicator row | Set per program; both are Medium |
| Episode boundary | One pass, one section or one full strip-and-wax cycle | Set per program; the site does not state an episode length |
| Rig and streams | Stereo pair, wrist views, hand pose, IMU and any others | The channels you can read; confirm on the Spec Pilot |
| MCAP topics and encoding | What your reader expects | Set per program |
| Calibration delivery | Inside the file or beside it | Set per program |
| Delivery format | How the data is packaged | MCAP alone, or beside RLDS, LeRobot, WebDataset, HDF5 or zarr |
| Accept criteria | What passes QA | Reject log per batch |
| Privacy | How people in frame are protected | Faces and screens blurred at ingest |
| License | Who owns the dataset | Perpetual, irrevocable, buyer-owned, non-exclusive by default |
Example footage
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.
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
Sources
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.