Task family

Egocentric Pottery and Ceramics Video Data

Centring clay on the wheel, rolling slabs and coils, carving a sculptural form, glazing bisque pieces and stacking a kiln, captured first-person against a spec you write, for pottery robot training data and fast, on-demand custom craft collection.
Streams
Ten, synced under 2 ms
First batch
Median 48 h where coverage is deep
Billing
Per validated hour
License
Buyer-owned

Requirements

What does pottery and ceramics data need?

01

A named ceramics task list

Throwing on the wheel, hand-building, carving a form, glazing and loading a kiln are different sequences, so a spec names each one.

02

Both hands and the clay in frame

A head-mounted view keeps both hands and the piece in view while the form is opened, pulled, joined or carved.

03

Hand pose through the whole shaping sequence

3D hand pose with per-joint visibility carries how the fingers move on the piece from the first touch to the finished form.

04

Step boundaries on the same clock

Frame-accurate action segments mark where centring ends, where walls are pulled and where trimming starts, aligned to video and depth.

05

Rights you can ship on

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

Why it matters

What is egocentric pottery and ceramics video data, and why does it need its own page?

Egocentric pottery and ceramics video data is real-world, first-person video of studio ceramics work. It is recorded from the potter viewpoint, with depth, 3D hand pose, contact events and frame-accurate action segments aligned on one hardware clock. The tasks it covers are the ones the site states in its task catalog: wheel throwing, hand-building, ceramic sculpting, glazing, and kiln loading and firing.

Ceramics is hands-and-material work from start to finish. The deformable object page covers cloth, bedding and bags, the tool use page covers hand-tool and tool-mediated manipulation, and the baking and dough handling page covers dough. This page covers the studio sequence for clay, from the first lump on the wheel to a loaded kiln.

Setting

Which ceramics tasks can be captured?

The site states pottery in its task catalog, in a Pottery & Ceramics Studio environment under the Creative Workshops & Crafts sector. The environment lists five rows: Ceramic sculpting, Glazing, Hand-building, Kiln loading and firing, and Wheel throwing. Its examples are pottery studio, wheel throwing, hand-building, glazing, kiln firing and ceramic sculpting.

Every row uses the same capture mode, a head-mounted phone or a multiview rig, and every row is listed as Available on request. Two rows are rated Hard and three are rated Medium.

Wheel throwing

How is the Wheel throwing row described?

The catalog row reads "Centre clay on the wheel, open and pull walls and trim the finished form." It is the stated throwing task, and it runs from centring through opening and pulling to trimming, so one row covers the whole throwing sequence.

The row is rated Hard. It names a wheel and clay and no more. Clay types, wheel models and piece sizes are Not stated, so they are set in the written spec.

Hand-building

How is the Hand-building row described?

The catalog row reads "Roll slabs and coils and join them by hand into a vessel or form." It covers forming without a wheel, where the potter rolls, cuts and joins pieces of clay with the hands.

The row is rated Medium. The site does not state how many pieces a session covers or how long a build takes, so the session plan is agreed in the spec.

Ceramic sculpting

How is Ceramic sculpting covered?

The catalog row reads "Model and carve clay into a sculptural form with hands and loop tools." It covers modelling and carving a form, which is a different sequence from throwing a vessel on the wheel.

The row is rated Hard. Sculptural form sizes and the carving tools used are Not stated, so the spec sets which forms and tools the session uses.

Glazing

How is the Glazing row described?

The catalog row reads "Mix glaze, dip or brush it onto bisque pieces and wipe the foot clean." It covers the surface step after the first firing, from mixing the glaze to cleaning the base of the piece.

The row is rated Medium. Glaze recipes and colours are Not stated, and the site states no outcome label for how a glaze comes out, so those are defined in the spec if your policy needs them.

Kiln

How is Kiln loading and firing covered?

The catalog row reads "Stack pieces on kiln shelves, set the firing programme and unload when cool." It covers loading the kiln, setting the firing programme and unloading, so it is the end of the studio sequence.

The row is rated Medium. Kiln models and firing temperatures are Not stated, and so are firing outcomes. The site does not state how the firing programme is shown on screen, so raise it in the spec if your policy needs it.

What is not covered

Which neighbouring rows are not pottery tasks?

A Sculpting row in the Art Studio environment reads "Shape clay, stone or wood with hands and tools into a three-dimensional form." It names clay, but it also names stone and wood and sits in a painting, sculpture and printmaking environment, so this page lists it as a neighbour and does not count it as a pottery task.

Generic crafts, dough and deformable-object lines on the site do not name clay, pottery or ceramics. They have their own pages and are not counted here.

Skill ratings

What do the Hard and Medium ratings mean?

The catalog rates each task row, and the pottery rows are Hard for Wheel throwing and Ceramic sculpting and Medium for Glazing, Hand-building and Kiln loading and firing. The rating describes the task as the catalog lists it.

The site does not state skill levels for the potters who record the data, how experienced they are or how many take part. Contributor skill and the number of potters are Not stated, and they are agreed in the spec.

Environments

Where is ceramics work captured?

The catalog places all five rows in the Pottery & Ceramics Studio environment. The site names no studio, city, school or potter, and it does not state capture at a customer own studio or facility.

Environment, access and schedule are agreed in the spec. The number of studios is Not stated.

Capture setup

How is pottery work captured from a first-person view?

A head-mounted phone records the first-person view of real work on site, and a multiview rig adds synchronized third-person angles when the spec asks for them. Both are the capture modes the catalog lists for every pottery row.

The site does not state a camera count, resolution or frame rate for ceramics. Throughput is Not stated, so session length and volume are quoted against your spec.

Streams and labels

What does each ceramics episode contain?

Each episode follows the Firsthand episode schema: ten streams synced under 2 ms, with head and wrist RGB, depth, 3D hand pose with per-joint visibility, contact and grasp events, and frame-accurate action segments. For ceramics, hand pose tracks how the fingers work the piece, contact events mark when fingers meet clay or a glazed surface, and action segments mark each step.

Object labels use the terms your spec sets. Force or tactile data, and material-deformation or shape-outcome labels, are Not stated. They are defined in the spec if your policy needs them.

Delivery

How is pottery data labeled and delivered?

Delivery formats are RLDS, LeRobot and WebDataset, plus HDF5, zarr and Rerun .rrd. The format table below sets each against what its official documentation states. Ceramics episodes use the same schema as every other Firsthand collection, so a loader that reads another Firsthand dataset reads this one without changes.

Every batch is validated against signed accept criteria before it ships, with a reject log, and delivery is rolling, per validated batch.

Privacy

How is privacy handled when capturing ceramics work?

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. The anonymization record is delivered with the data.

The site states no further privacy rule specific to studios, so this page makes none. The consent chain, the blur pass and the anonymization record are the stated privacy steps.

Fast · on demand

How fast can a custom ceramics 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.

On-demand top-ups run against the same spec and accept criteria after each training run. All five pottery rows are Available on request, so the site states no capture timeline for them beyond a quote against your spec.

The spec

How do you start a pilot?

You describe the pieces, steps and sequence your policy needs. We turn that into a written spec covering tasks, environments, capture tier, annotation depth and accept criteria, then quote reach, timeline and price before any capture begins.

A Spec Pilot, a small and fast first batch, can prove the spec and accept criteria before you scale. Billing is per validated hour, a reject log ships with every batch, rejected items are recaptured at our cost, and every collection ships under a perpetual, buyer-owned commercial license.

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.

What the site states

What does the site state about pottery and ceramics?

Where pottery and ceramics appear on this site, what each place states and how this page uses it.
Where it appearsWhat the site statesUsed on this page as
Task catalog, Pottery & Ceramics Studio environmentFive rows, all Available on request: Ceramic sculpting, Glazing, Hand-building, Kiln loading and firing and Wheel throwingThe stated ceramics tasks
Task catalog, Art Studio environmentA Sculpting row that shapes clay, stone or woodA neighbour, not counted as pottery
Anonymization and delivery termsFaces, plates and screens are irreversibly blurred at ingest and a reviewer confirms the resultThe privacy pass applied to every episode
Episode schema and collection termsTen streams synced under 2 ms, median 48 h to a first batch where coverage is deep, billing per validated hourThe stated capture, speed and billing terms

Catalog rows

Which catalog rows cover pottery and ceramics?

The five rows in the Pottery & Ceramics Studio environment, with the catalog description, skill rating and status as listed, plus the neighbouring Sculpting row. All use the head-mounted phone or multiview rig capture mode.
Task familyCatalog task and descriptionSkillStatus
ThrowingWheel throwing: centre clay on the wheel, open and pull walls and trim the finished formHardAvailable on request
Hand-buildingHand-building: roll slabs and coils and join them by hand into a vessel or formMediumAvailable on request
SculptingCeramic sculpting: model and carve clay into a sculptural form with hands and loop toolsHardAvailable on request
SurfaceGlazing: mix glaze, dip or brush it onto bisque pieces and wipe the foot cleanMediumAvailable on request
FiringKiln loading and firing: stack pieces on kiln shelves, set the firing programme and unload when coolMediumAvailable on request
Neighbour, art studioSculpting: shape clay, stone or wood with hands and tools into a three-dimensional formHardAvailable on request

Streams and tasks

How do the stated streams map to ceramics tasks?

The streams the site states for Firsthand custom collections, set against what each carries in a ceramics episode.
Stream or labelStatus on this siteWhat it carries in a ceramics episode
Head and wrist RGB, depthStated; ten streams synced under 2 msKeeps the piece and both hands on one timeline
3D hand pose, per-joint visibilityStatedCarries how the fingers work the clay and handle a glazed piece
Contact and grasp eventsStatedMarks when fingers meet clay, a tool or a kiln shelf
Action segmentsStated; frame-accurateSeparates centring, pulling walls, trimming, glazing and loading
Object labelsSet by your specNames the pieces and steps in the terms your policy uses

What is not stated

Which ceramics details does the site not state?

Ceramics fields the site does not state, and where each one is settled.
ItemStatus on this siteWhere it is settled
Clay types, glaze recipesNot stated; rows name clay, glaze and bisque pieces onlyThe written spec
Wheel or kiln models, firing temperaturesNot statedThe written spec
Piece sizesNot statedThe written spec
Number of studios or potters, skill levelsNot statedThe written spec
ThroughputNot statedQuoted against your spec
Force or tactile dataNot statedThe written spec, if needed
Material-deformation or shape-outcome labelsNot statedThe written spec, if needed

Formats

Which formats carry pottery and ceramics 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

Pottery robot training data, answered.

What is egocentric pottery and ceramics video data?
Real-world, first-person video of studio ceramics work, such as wheel throwing, hand-building, ceramic sculpting, glazing and kiln loading, captured against a written spec with 3D hand pose, depth and action segments.
Which ceramics tasks does the site state?
The task catalog lists Wheel throwing, Hand-building, Ceramic sculpting, Glazing, and Kiln loading and firing in a Pottery & Ceramics Studio environment, all Available on request. Two are rated Hard and three Medium.
Does the site state clay types, wheel or kiln models, firing temperatures or piece sizes?
No. Clay, glaze, bisque pieces, a wheel and kiln shelves are named, but clay types, models, firing temperatures and piece sizes are Not stated, and the site does not state capture at a customer own studio or facility.
Are force data or shape-outcome labels included?
Not stated. They are defined in the written spec if your policy needs them. The site states hand pose, depth, contact events and action segments.
How is this different from deformable object and dough handling data?
Those pages cover cloth, bedding, bags and dough. This page centres on clay in a studio sequence, from throwing and hand-building to glazing and loading a kiln.
How is privacy handled?
Faces, plates and screens are detected and irreversibly blurred at ingest, and a reviewer confirms the result. Each episode links to a signed contributor release, and the anonymization record ships with the data.
How fast can a custom ceramics dataset be collected?
Where coverage is deep, the first validated batch lands in a median of 48 hours from signed spec. Thin environments typically take three to four weeks, and the pottery rows are quoted against your spec.
How do you start a pilot?
Describe the pieces, steps and sequence you need. We write a spec, quote against it, and a Spec Pilot proves the accept criteria before you scale.

Sources

Where are the delivery formats documented?

Request a custom dataset.

Tell us the pieces, steps and 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.