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Task family

Stereo Table Saw and Wood Cutting Data

Measuring and marking a panel, cutting it on the table saw, shaping a curve with a jigsaw, dimensioning and cutting timber: workshop cutting is a chain of tool-led steps where the line, the blade and both hands all have to stay in view. This page covers the stereo and container side of woodworking robot training data for the two catalog rows that name this work: what a calibrated stereo pair adds to stereo table saw and jigsaw cutting video, what MCAP is according to its own documentation, and what the site does not state. We run custom furniture workshop data collection fast and on demand against a spec you write, as an egocentric timber dimensioning dataset in MCAP, at scale through a network of thousands of capture providers.
Catalog rows
Cut and shape wood panels using a table saw and jigsaw; Wood Cutting
Status
Both Hard, Active collection, 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 wood cutting video?

01

Depth of the panel, the line and the cutting tool

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the panel being cut, the marked line and the tool in use sit in the same frame as the hands.

02

Hands near blades and behind work, flagged when hidden

A panel or a tool 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 or tool meets the panel.

03

Steps of the cut on one clock

Measuring and marking, cutting on the table saw and shaping with a jigsaw are different 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 table saw and wood cutting data?

It is first-person video of a person cutting wood in a workshop: measuring and marking panels, cutting them on the table saw, shaping curves with a jigsaw, and dimensioning and cutting timber. It is recorded from their own point of view with two calibrated cameras, with hand pose and sensor streams alongside. The tasks are the two rows the site’s catalog lists for it. 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, and what is their status?

Two, both in the Carpentry & Furniture Workshop environment of the Manufacturing & Workshops sector, which the catalog describes as a joinery and furniture workshop with saws, sanders and finishing stations. The first is named "Cut and shape wood panels using a table saw and jigsaw" and reads "Measure and mark panels, cut them on the table saw and shape curves with a jigsaw." The second is named "Wood Cutting" and reads "Dimensioning and cutting timber with commercial saws and cutting equipment."

Both rows are rated Hard, list a head-mounted phone or a multiview rig as the capture setup, and are listed as Active collection. The site says nothing further about what that status means in volume, hours or delivered stereo footage, so this page claims none, and what applies to a given order is confirmed when you request the quote. This page names only the tools and steps that appear in the rows: the table saw, the jigsaw, cutting and shaping wood panels, and cutting timber. The first table below reproduces both rows as the catalog states them.

Scope

Does Wood Cutting mean a sawmill or a production line?

No claim is made. The "Wood Cutting" row mentions commercial saws and cutting equipment, but the site states no sawmill, industrial production line or mill capability, so this page makes none either. The row sits in a joinery and furniture workshop. Which saws and which equipment a given order covers is Not stated and is agreed in the spec, not assumed.

Difference

How is this different from the stereo carpentry and egocentric woodworking pages?

The stereo carpentry and framing page treats five rows across two environments as one family: three construction-site rows, a circular saw lumber row, and these two workshop cutting rows, in stereo and MCAP. The egocentric woodworking and carpentry page treats the eleven rows of the workshop environment as egocentric capture, these two among them, and points to the stereo carpentry page for stereo.

This page narrows to the two workshop cutting rows. It gives the table saw, jigsaw and timber cutting steps their own stereo and MCAP treatment, stream map and failure modes. The site does not list an off-the-shelf table saw or wood cutting dataset, so this work is custom collection. The comparison table below sets the pages side by side.

Why stereo

Why capture table saw and wood cutting work in stereo?

A cut is defined by a line on a surface and a tool moving along it, with the hands holding and guiding the panel. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the panel, the surface under the tool and the hands share a frame.

The site gives no depth accuracy figure and no label for wood species, panel dimensions, a cut-line deviation or a tolerance, so whether those are resolvable in depth is Not stated. How stereo depth behaves on pale wood grain, sawdust, reflective saw surfaces or a moving tool 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 wood cutting 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 wood cutting 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 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.

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 wood cutting data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For cutting 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 wood cutting in stereo?

Occlusion is the first risk. A panel, a saw or a jigsaw can hide the fingers that hold it, and the cut line can leave the view as the panel moves. The visibility flag on each joint is the answer the site gives, contact events mark when a hand or tool meets the panel, masks are recorded per frame, and a spec can ask for wrist views so a grip the head camera loses is still recorded.

Sequence is the second. Measuring and marking, cutting on the table saw and shaping with a jigsaw are separate steps, so the spec decides how each is split into action segments. A spec that says only “cut the wood” gives one long segment. Lighting, glare, dust, vibration and motion blur are Not stated for this task and are raised in the spec. Force and tactile readings are not among the listed streams of standard capture, and no label is stated for cut-line deviation or tolerance.

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, 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.

Safety and privacy

What does the site say about safety, protective equipment and people in frame?

Nothing beyond the rows. Safety certifications, protective equipment, blade guards, saw models, cut tolerances, cycle times and throughput are Not stated for these rows, and this page makes no such claim. What a contributor may wear, do or show is agreed in the spec.

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. An undocumented bystander is a stated reject criterion. How other people in a shared workshop are handled beyond that general rule is Not stated and is settled in the spec before capture.

Scale

How do custom collection and stereo capture combine for wood cutting?

The site lists no off-the-shelf table saw or wood cutting dataset, so this work is custom collection. The only stereo head rig the site states as shipping as MCAP is dataset 06, and this page does not claim off-the-shelf stereo coverage of wood cutting. 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 speed applies to a stereo wood cutting order, and the catalog lists both rows as Active collection without defining it further, 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 table saw and wood cutting dataset?

Describe the tasks and where each starts and ends: the measuring and marking, the table saw cut, the jigsaw shaping and the timber dimensioning steps, the start state of each workpiece, 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
"Cut and shape wood panels using a table saw and jigsaw" and "Wood Cutting" in the Carpentry & Furniture Workshop environment of the Manufacturing & Workshops sector (both Hard)
Catalog descriptions
"Measure and mark panels, cut them on the table saw and shape curves with a jigsaw." and "Dimensioning and cutting timber with commercial saws and cutting equipment."
Status
Active collection on both rows
Catalog capture setup
Phone (head-mounted) / multiview rig on both rows; 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 table saw and wood cutting work?

The 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
Cut and shape wood panels using a table saw and jigsawMeasure and mark panels, cut them on the table saw and shape curves with a jigsaw.Carpentry & Furniture WorkshopHardPhone (head-mounted) / multiview rigActive collection
Wood CuttingDimensioning and cutting timber with commercial saws and cutting equipment.Carpentry & Furniture WorkshopHardPhone (head-mounted) / multiview rigActive collection

Compared pages

How does this page differ from the neighbouring carpentry and stereo pages?

Each page, what it covers and how it treats the two workshop cutting rows. “Not covered” means the page leaves it out.
PageWhat it coversTreatment of the two cutting rows
This page: stereo table saw and wood cutting dataThe two workshop cutting rowsStereo pair and MCAP delivery, stream map and failure modes for these rows only
Stereo carpentry and framing dataFive rows in two environments, from construction-site carpentry to workshop cuttingStereo and MCAP treatment across all five rows as one family; this page narrows to the two workshop cutting rows
Egocentric woodworking and carpentry dataThe eleven rows of the Carpentry & Furniture Workshop environmentEgocentric treatment of both rows among the eleven; stereo is covered on the stereo carpentry page
Egocentric stereo data in MCAPThe stereo and MCAP hub across tasksGeneral stereo and MCAP treatment; not specific to wood cutting

Stated vs not stated

What the site states about stereo capture for wood cutting

Left to right: the item, what the site states, and what that means for a wood cutting order. “Not stated” means the site does not say.
ItemWhat the site statesFor a wood cutting 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 wood cutting 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 wood cutting 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 panel, a timber piece or a tool counts as the object 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
Row statusBoth rows are Active collectionNo volume, hours or delivered stereo footage is claimed on this page
Wood Cutting scopeCommercial saws and cutting equipment in a joinery and furniture workshopNo sawmill, industrial production line or mill capability is stated
Force or tactile streamsNot among the listed streams of standard captureNot claimed on this page
Wood species, panel dimensions, cut-line deviation or toleranceNo label statedAgreed in the skill spec, or not claimed on this page
Safety, PPE, blade guards, saw models, cycle times, throughput or resultsNot stated; the rows say table saw, jigsaw, cutting and shaping wood panels, and cutting timber onlyAgreed in the skill spec, or not claimed on this page
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for wood cutting 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 wood cutting 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
Tasks and orderWhat one step is: measure and mark, cut on the table saw, shape with a jigsaw or dimension timberEpisode boundaries and action segments; set per program
WorkpiecesWhich panels or timber pieces and how each beginsSet per program; both rows are Hard and Active collection
Tools and equipmentWhich saws and cutting equipment are namedSet per program; the site states no saw model
Episode boundaryOne cut, one panel or a full pieceSet per program; the site does not state an episode length for these rows
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 QA, including what counts as a rejectReject log per batch
PrivacyHow people and items 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 table saw, jigsaw or wood cutting work.

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

No table saw, jigsaw or wood cutting 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

Woodworking robot training data, answered.

What is stereo table saw and wood cutting data?
First-person video from two calibrated cameras of a person measuring and marking wood panels, cutting them on a table saw, shaping curves with a jigsaw, and dimensioning and cutting timber, with depth and hand pose alongside.
Which catalog rows cover it, and what is their status?
Two rows in the Carpentry & Furniture Workshop environment: "Cut and shape wood panels using a table saw and jigsaw" and "Wood Cutting". Both are Hard and Active collection. 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 wood cutting dataset, and does this mean a sawmill?
The site lists no off-the-shelf table saw or wood cutting dataset, so this is custom collection, at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs. The site states no sawmill, industrial production line or mill capability.
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 site state saw, safety or tolerance detail?
No. Safety, protective equipment, blade guards, saw models, cut tolerances, cycle times and throughput are Not stated, and no force or tactile stream is listed for standard capture. Faces, plates and screens are blurred irreversibly for every delivered episode.

Sources

Where is MCAP documented?

Request a custom table saw and wood cutting dataset delivered as MCAP.

Tell us the tasks and where each starts and ends, the panels or timber and how they begin, the setting, 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.