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Task family

Stereo Food Plant Sanitation Washdown Data

Rinse equipment with hoses, apply foam sanitizer, scrub and rinse down the production area, or disassemble guards, hose down, foam, scrub and rinse: a washdown is a chain of dependent steps with a hose, a surface and two hands always in play. This page covers the stereo and container side of sanitation robot training data for the two catalog rows that name this work: what a calibrated stereo pair adds to stereo food plant washdown video, what MCAP is according to its own documentation, and what the site does not state. We run custom egocentric foam sanitizing and hose-down dataset collection fast and on demand against a spec you write, as custom food manufacturing data collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.
Catalog rows
Two washdown rows in Food & Beverage Manufacturing Plant, both Medium
Status
Both Ready to deploy, 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 food plant washdown video?

01

Depth of the hose, the surface and the hand

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the hose, the equipment, the guard and the hands that hold them sit in one frame.

02

Hands behind a hose or a pad, flagged when hidden

A hose, a scrub pad or a guard can hide the fingers that hold it. 3D hand pose carries a per-joint visibility flag, so a hidden finger is flagged as hidden rather than silently guessed, and contact events mark when a hand takes hold of an item.

03

Guards off, hose, foam, scrub, rinse on one clock

The catalog rows chain disassembling guards, hosing down, foaming, scrubbing and rinsing. 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 food plant sanitation washdown data?

It is first-person video of a person washing down a food-production area: rinsing equipment with hoses, applying foam sanitizer, scrubbing and rinsing down the production area. 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 chemical, food-safety, HACCP, allergen 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 Food & Beverage Manufacturing Plant environment of the Food & Beverage sector, both rated Medium and both listed as Ready to deploy. The first is named "Sanitation Washdown": "Rinse equipment with hoses, apply foam sanitizer, scrub and rinse down the production area." The second is named "Wash down and sanitize production equipment using hoses and foam sanitizer": "Disassemble guards, hose down equipment, foam, scrub and rinse to a sanitary finish." The words "sanitary finish" are quoted from the catalog; the site states no measured result behind them.

Both list a head-mounted phone or a multiview rig as the capture setup. The catalog lists examples for the environment such as a packaged food factory, a bottling plant, a meat processing facility and a ready-meal production line, and does not say which one a row was captured in. The site says nothing further about what 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: hoses, foam sanitizer, production equipment, guards and the production area. The first table below reproduces the rows as the catalog states them.

Difference

How is this different from the egocentric food plant page and the stereo dishwashing page?

The egocentric food plant sanitation and washdown page covers the two plant rows together with two restaurant kitchen cleaning rows as first-person capture, and it has no stereo-pair or MCAP treatment. The stereo dishwashing and kitchen sanitation page gives stereo and MCAP treatment to four Restaurant & Commercial Kitchen rows, and leaves the food plant rows out.

This page is the stereo and MCAP treatment of the two food plant washdown rows alone, with their own stream map and failure modes. The comparison table below sets the pages side by side.

Why stereo

Why capture a food plant washdown in stereo?

A washdown is about where the hands, the hose and the surface sit relative to one another: how far a hose is from a piece of equipment, where a scrub pad has been, which guard has come off. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the equipment, the tool, the surface and the hands share a frame.

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 site gives no depth accuracy figure for washdown, and no label for a clean surface, so whether foam, spray or wet steel is resolvable in depth is Not stated, and a spec should check it on a Spec Pilot. Capture at your own facility is listed as not offered.

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 washdown 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 washdown 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. The site does not state how capture hardware is protected from water or spray, and gives no waterproofing or IP rating for any rig, so any splash or handling requirement is settled in the spec. The catalog states that a multiview rig adds synchronized third-person angles when the spec asks for them, and wrist cameras give a closer view of the hands when one hand holds a hose and the other a pad.

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 washdown data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For washdown work 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 a washdown in stereo?

Wet and reflective surfaces are the first risk. The site states that depth degrades on them, with per-frame confidence maps to mask low-confidence regions. A washdown is wet work by definition, so ask for the confidence maps to be delivered with each episode. How a stereo pair behaves on foam, spray or a rinsed stainless surface is Not stated, and this page makes no claim about it.

Occlusion is the second. A hose, a scrub pad or a guard 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, masks are recorded per frame, and a spec can ask for wrist views or a second angle so a grip the head camera loses is still recorded. The site does not say whether a hose, a guard or a pad counts as the object for contact events, so settle it in the spec.

Sequence is the third. The rows chain disassembling guards, hosing down, foaming, scrubbing and rinsing, so a spec naming each step gives a sequence that can be sliced by step, while a spec saying "wash down the line" gives one long action segment. The rows do not say what one episode covers, so the spec decides. Chemical names, concentrations, water temperatures and pressures, cleaning cycle times, equipment makes and models, plant or customer names, throughput and any food-safety, HACCP, allergen or certification claim 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, when more than 35 percent of depth pixels in the manipulation region are invalid, 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 for plant access or hygiene zones, so this page makes no such claim. Raise it in the spec if it matters.

Scale

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

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 washdown or sanitation dataset, so stereo food plant washdown 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. Both washdown rows are Ready to deploy, and the site does not say which speed applies to a stereo washdown 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 food plant washdown dataset?

Describe the steps and where each starts and ends: removing guards, hosing down, foaming, scrubbing and the final rinse. Name the tools you expect to see, whether an episode covers one piece of equipment or a whole production area, 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
"Sanitation Washdown" and "Wash down and sanitize production equipment using hoses and foam sanitizer" (both Medium, Ready to deploy), in the Food & Beverage Manufacturing Plant environment of the Food & Beverage sector
Catalog descriptions
"Rinse equipment with hoses, apply foam sanitizer, scrub and rinse down the production area."; "Disassemble guards, hose down equipment, foam, scrub and rinse to a sanitary finish."
Environment examples
Packaged food factory, bottling plant, meat processing facility, ready-meal production line
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 food plant sanitation and washdown?

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
Sanitation WashdownRinse equipment with hoses, apply foam sanitizer, scrub and rinse down the production area.Food & Beverage Manufacturing PlantMediumPhone (head-mounted) / multiview rigReady to deploy
Wash down and sanitize production equipment using hoses and foam sanitizerDisassemble guards, hose down equipment, foam, scrub and rinse to a sanitary finish.Food & Beverage Manufacturing PlantMediumPhone (head-mounted) / multiview rigReady to deploy

Compared pages

How does this page differ from the egocentric food plant and stereo dishwashing pages?

Each page, what it covers and how it treats food plant washdown. “Not covered” means the page leaves it out.
PageWhat it coversTreatment of food plant washdown
This page: stereo food plant sanitation washdown dataThe two washdown rows in Food & Beverage Manufacturing PlantStereo pair and MCAP delivery, stream map and failure modes for these rows only
Egocentric food plant sanitation and washdown dataFour rows: two food plant washdown rows and two restaurant kitchen cleaning rowsBoth washdown rows listed as first-person capture; no stereo-pair or MCAP treatment
Stereo dishwashing and kitchen sanitation dataFour Restaurant & Commercial Kitchen rows with a stereo pair and MCAP deliveryNot covered; these are kitchen rows, not food plant rows
Egocentric food and beverage manufacturing dataThe Food & Beverage Manufacturing Plant environmentLists the washdown rows among the plant rows; stereo and MCAP are not its focus
Egocentric stereo data in MCAPThe stereo and MCAP hub across tasksGeneral stereo and MCAP treatment; not specific to washdown

Stated vs not stated

What the site states about stereo capture for food plant washdown

Left to right: the item, what the site states, and what that means for a washdown order. “Not stated” means the site does not say.
ItemWhat the site statesFor a washdown 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 washdown 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 washdown 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 a hose, a guard or a pad 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 of a stereo pair on foam, spray or wet steel: 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 statusBoth rows Ready to deployNo volume, hours or delivered stereo footage is claimed on this page
Protection of capture hardware from water and spray; waterproofing or IP ratingNot statedAgreed in the skill spec, or not claimed on this page
Chemicals, concentrations, water temperatures and pressures, cleaning cycle timesNot stated beyond the words "foam sanitizer" and "hoses" in the rowsNot claimed on this page
Food-safety, HACCP, allergen or certification claims; plant or customer names; throughputNot statedNot claimed on this page
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for washdown 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 food plant washdown 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: guards off, hose down, foam, scrub, rinseEpisode boundaries and action segments; set per program
Episode scopeOne piece of equipment or a whole production areaSet 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 a hose, a guard or a pad counts as the objectContact events; set per program
Wet-condition 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 washdown work.

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

No washdown 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

Sanitation robot training data, answered.

What is stereo food plant sanitation washdown data?
First-person video from two calibrated cameras of a person rinsing production equipment with hoses, applying foam sanitizer, scrubbing and rinsing down a production area, with depth and hand pose alongside.
Which catalog rows cover it, and what is their status?
Two rows in the Food & Beverage Manufacturing Plant environment, both Medium and both Ready to deploy: "Sanitation Washdown" and "Wash down and sanitize production equipment using hoses and foam sanitizer". 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 washdown dataset?
The site lists none. Stereo food plant washdown 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 chemicals, water pressure or food-safety claims?
Not stated. The site lists no chemical, concentration, water temperature or pressure, cleaning cycle time, waterproofing rating, food-safety, HACCP, allergen or certification claim for these rows, and the phrase "sanitary finish" is catalog wording with no measured result behind it.

Sources

Where is MCAP documented?

Request a custom food plant washdown 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 piece of equipment or a whole production area, 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.