Task family

Egocentric Food Plant Sanitation and Washdown Data

Hosing down, foaming, scrubbing and rinsing production equipment, and degreasing and deep cleaning restaurant kitchen surfaces, captured from the cleaner point of view against a spec you write, for food plant sanitation robot training data and fast, on-demand custom food-facility data collection.
Catalog rows
Four: two plant rows, two kitchen rows
Skill rating
Easy to Medium
Billing
Per validated hour
License
Buyer-owned

Requirements

What does washdown and sanitation data need?

01

Named stages

Disassembling guards, hosing down, foaming, scrubbing and rinsing are different steps, so a spec names each one and the order they run in.

02

A stated equipment and surface set

The catalog rows say production equipment, a production area, hoods, walls, counters, fryers, floors and shelving, and no more, so the spec says which ones your policy needs.

03

Hands, tool and surface in view

A head-mounted view or a multiview rig keeps the hands, the hose or scrub pad and the surface in frame through the whole sequence.

04

Step boundaries on the same clock

Frame-accurate action segments mark where hosing ends, where foaming starts and where the final rinse begins.

05

Rights you can ship on

A perpetual, buyer-owned commercial license backed by a documented consent chain.

Why it matters

What is egocentric food plant sanitation and washdown data, and why does it need its own page?

Egocentric food plant sanitation and washdown data is real-world video of the physical work of cleaning down a food-production area or a commercial kitchen. In a plant, equipment is rinsed with hoses, foam sanitizer is applied, and the area is scrubbed and rinsed down. In a restaurant kitchen, fryers, hoods, floors, walls, counters and shelving are emptied, degreased and scrubbed. It is recorded against a written spec, with the streams the site states for its custom collections.

The food and beverage manufacturing page lists the two plant rows inside a table of eight plant rows. The two kitchen rows appear on no page of their own. This page centres all four and the neighbouring rows they are often confused with. It describes task video only, and it makes no chemical, food-safety, HACCP, allergen, microbial or certification claim.

Catalog rows

Which catalog rows cover sanitation and washdown?

Four, in two environments under the Food & Beverage sector. In the Food & Beverage Manufacturing Plant environment, "Sanitation Washdown" is described as rinsing equipment with hoses, applying foam sanitizer, scrubbing and rinsing down the production area. "Wash down and sanitize production equipment using hoses and foam sanitizer" is described as disassembling guards, hosing down equipment, foaming, scrubbing and rinsing to a sanitary finish. Both are rated Medium and listed as Ready to deploy. The words "sanitary finish" are quoted from the catalog; the site states no measured result behind them.

In the Restaurant & Commercial Kitchen environment, "Restaurant Kitchen Deep Clean" is described as emptying and scrubbing fryers, hoods, floors and shelving with degreaser, brushes and mops. It is rated Medium and listed as Ready to deploy. "Degrease and scrub kitchen surfaces using degreaser and scrub pads" is described as spraying degreaser on hoods, walls and counters, scrubbing with pads and rinsing the surfaces. It is rated Easy and listed as Active collection. Every row lists a head-mounted phone or a multiview rig as the capture mode, and the steps inside each line are set by your spec.

The difference

How does it differ from other plant, kitchen and janitorial rows?

The plant environment has eight rows, and two of them are sanitation rows. The others, such as Packaging & Sealing, QA / Foreign-Object Inspection and Production Line Operation, are separate listings. The kitchen environment has thirteen rows, and two of them are cleaning rows. Restaurant Dishwashing, washing and racking dishware with a commercial dishwasher and spray hose, and setting up and breaking down a prep line with gastronorm pans and sanitizing buckets, are separate listings too.

General wiping, mopping and janitorial work sit in other environments and have their own pages. For dishware, see the dishwashing page. For wiping surfaces, see the wiping and surface cleaning page. For building cleaning rows, see the janitorial page.

Streams

What does a washdown or deep clean episode record?

Firsthand custom collections record ten hardware-synchronized streams aligned under 2 ms, with head and wrist RGB, depth, 3D hand pose with a per-joint visibility flag, contact and grasp events and frame-accurate action segments. The one language label the site states is a task instruction for each episode.

Standard capture is cameras, depth and IMU. A separate glove tier records a tactile signal, and the site does not state whether it applies to these rows. The site also does not state how the capture hardware is protected from water or spray. Equipment models, product names, and whether force or tactile data are needed are therefore settled in the spec.

Privacy

How are people, faces and screens handled?

Every episode links to a signed contributor release through a documented consent chain, and the consent record is part of the delivery. Faces, plates and screens are detected and irreversibly blurred at ingest, and a reviewer confirms the result before anything ships. Footage with bystanders who cannot be de-identified is discarded.

That is the whole of the privacy wording the site states. It does not state a rule for plant access, hygiene zones or customer areas in a restaurant, so this page makes no such claim. Raise it in the spec if it matters.

Fast · on demand

How fast can a custom sanitation and washdown dataset be collected?

Where coverage is already deep, the first validated batch lands in a median of 48 hours from signed spec. Thin environments typically take three to four weeks, because vetting operators there is the bottleneck, and we quote that up front. The site does not state which of the two applies to these rows.

You describe the equipment, surfaces and cleaning sequence your policy needs, and we turn that into a written spec covering tasks, environments, capture tier, annotation depth and accept criteria. A Spec Pilot, a small and fast first batch, can prove the spec before you scale. Billing is per validated hour, a reject log ships with every batch, and rejected items are recaptured at our cost.

At a glance

What you get.

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 name sanitation and washdown, and which are neighbours?

The four sanitation rows as listed in the task catalog, with the environment, description, skill rating and status, then nearby rows shown only to mark where the sanitation rows end. All rows list a head-mounted phone or a multiview rig as capture mode.
Catalog taskEnvironment and sectorCatalog descriptionSkillStatus
Sanitation WashdownFood & Beverage Manufacturing Plant, Food & BeverageRinse equipment with hoses, apply foam sanitizer, scrub and rinse down the production areaMediumReady to deploy
Wash down and sanitize production equipment using hoses and foam sanitizerFood & Beverage Manufacturing Plant, Food & BeverageDisassemble guards, hose down equipment, foam, scrub and rinse to a sanitary finishMediumReady to deploy
Restaurant Kitchen Deep CleanRestaurant & Commercial Kitchen, Food & BeverageEmpty and scrub fryers, hoods, floors and shelving with degreaser, brushes and mopsMediumReady to deploy
Degrease and scrub kitchen surfaces using degreaser and scrub padsRestaurant & Commercial Kitchen, Food & BeverageSpray degreaser on hoods, walls and counters, scrub with pads and rinse the surfaces cleanEasyActive collection
Packaging & Sealing (separate row, not sanitation)Food & Beverage Manufacturing Plant, Food & BeverageListed separately in the plant environmentEasyReady to deploy
Restaurant Dishwashing (separate row, not sanitation)Restaurant & Commercial Kitchen, Food & BeverageListed separately in the kitchen environmentEasyActive collection

Streams and tasks

How do the stated streams map to sanitation tasks?

The streams the site states for Firsthand custom collections, set against what each carries in a washdown or deep clean episode. Row-by-row stream coverage for each capture mode is confirmed in the spec.
Stream or labelStatus on this siteWhat it carries in a sanitation episode
Head and wrist RGB, depthStated; ten streams synced under 2 msKeeps the equipment, the surface and the hands on one timeline
3D hand pose, per-joint visibilityStated for custom collectionsCarries how fingers hold a hose, a scrub pad or a brush
Contact and grasp eventsStatedMarks when hands meet a hose, a guard, a pad or a mop
Action segmentsStated; frame-accurateSeparates guard removal, hosing, foaming, scrubbing and rinsing
Task instructionStated; one per episodeStates the cleaning task in plain language
Object labelsSet by your specNames the equipment and steps in the terms your policy uses

What is not stated

Which details does the site not state?

Fields the site does not state for these rows, and where each one is settled.
ItemStatus on this siteWhere it is settled
Cleaning or sanitizing chemicals, concentrations and productsNot stated beyond the words "foam sanitizer" and "degreaser" in the rowsNot claimed on this page
Food-safety, HACCP, allergen, microbial or certification claimsNot statedNot claimed on this page
Whether "sanitary finish" is measured or verifiedNot stated; the words come from the catalog rowNot claimed on this page
Equipment types, makes and modelsNot stated; the rows say production equipment and guards onlyThe written spec
Plant type behind each rowNot stated; the environment lists examples such as a packaged food factory, a bottling plant, a meat processing facility and a ready-meal lineThe written spec
Water pressure, temperature, dwell time or number of rinsesNot statedThe written spec
Protection of capture hardware from water and sprayNot statedThe written spec
Facility names, regions, number of sites or cleanersNot stated beyond Western program marketsThe written spec
Cycle times, throughput, repetition countsNot statedQuoted against your spec
Force or tactile dataNot stated for these rowsThe written spec, if needed
Robot or policy resultsNot statedNot claimed on this page

Formats

Which formats carry sanitation and washdown data?

Delivery formats stated on the site, set against what each format official documentation states where the documentation was read.
FormatWhat the official documentation statesUsed for here
RLDSA dataset is retrieved as episodes, and each episode holds a dataset of steps (RLDS repository README)Episode-based training loaders
LeRobotLeRobotDataset v3.0 is a standardized format for robot learning data, including multi-camera video, with many episodes stored per Parquet or MP4 file (LeRobot documentation)LeRobot dataset format and tooling
WebDatasetTar files in which files that belong together share a basename, split into numbered shards (WebDataset README)Sharded streaming for large training runs
HDF5 and zarrStated by Firsthand onlyArray storage for custom pipelines
Rerun .rrdStated by Firsthand onlyMulti-stream synchronized playback for review

FAQ

Food plant sanitation robot training data, answered.

What is egocentric food plant sanitation and washdown data?
Video of cleaning food-production and kitchen spaces: rinsing equipment with hoses, applying foam sanitizer, scrubbing and rinsing a production area, and degreasing and scrubbing restaurant kitchen surfaces, captured with a head-mounted phone or multiview rig against a written spec.
Which catalog rows does the site state for this?
Four. In the Food & Beverage Manufacturing Plant: "Sanitation Washdown" and "Wash down and sanitize production equipment using hoses and foam sanitizer", both Medium and Ready to deploy. In the Restaurant & Commercial Kitchen: "Restaurant Kitchen Deep Clean" (Medium, Ready to deploy) and "Degrease and scrub kitchen surfaces using degreaser and scrub pads" (Easy, Active collection).
Which equipment, chemicals and plant types are covered?
The site does not say. The catalog rows name hoses, foam sanitizer, guards, degreaser, scrub pads, brushes and mops, and no makes, models, products or concentrations. Those are defined in the written spec.
Does the data include food-safety, HACCP, allergen or microbial claims?
No. The site states no chemical, food-safety, HACCP, allergen, microbial or certification claim for these rows, and this page makes none. It describes task video only.
Does the data show that equipment was cleaned to a sanitary standard?
No. The phrase "sanitary finish" comes from a catalog row description. The site states no measurement, test or result behind it, so the data should not be read as evidence of cleanliness.
How fast can a custom dataset be collected?
From a signed spec to a first validated batch, a median of 48 hours where coverage is deep and three to four weeks where it is thin. The site does not say which applies to these rows, so ask when you request the quote.

Sources

Where are the delivery formats on this page documented?

Request a custom dataset.

Tell us the equipment, surfaces and cleaning sequence your policy needs to handle. 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.