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.
Now recruiting capture teams worldwide. Get paid to record first-person video of real work.
Apply to captureTask family
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 panel being cut, the marked line and the tool in use sit in the same frame as the hands.
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.
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.
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 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
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
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
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
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
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
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 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
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
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
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
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
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 |
|---|---|---|---|---|---|
| Cut and shape wood panels using a table saw and jigsaw | Measure and mark panels, cut them on the table saw and shape curves with a jigsaw. | Carpentry & Furniture Workshop | Hard | Phone (head-mounted) / multiview rig | Active collection |
| Wood Cutting | Dimensioning and cutting timber with commercial saws and cutting equipment. | Carpentry & Furniture Workshop | Hard | Phone (head-mounted) / multiview rig | Active collection |
Compared pages
| Page | What it covers | Treatment of the two cutting rows |
|---|---|---|
| This page: stereo table saw and wood cutting data | The two workshop cutting rows | Stereo pair and MCAP delivery, stream map and failure modes for these rows only |
| Stereo carpentry and framing data | Five rows in two environments, from construction-site carpentry to workshop cutting | Stereo and MCAP treatment across all five rows as one family; this page narrows to the two workshop cutting rows |
| Egocentric woodworking and carpentry data | The eleven rows of the Carpentry & Furniture Workshop environment | Egocentric treatment of both rows among the eleven; stereo is covered on the stereo carpentry page |
| Egocentric stereo data in MCAP | The stereo and MCAP hub across tasks | General stereo and MCAP treatment; not specific to wood cutting |
Stated vs not stated
| Item | What the site states | For a wood cutting 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 wood cutting 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 wood cutting order uses it: Not stated |
| Objects, hands and masks | Per-frame instance masks stored at 848×480; per-joint visibility flag on hand pose; contact events | Stated; whether a panel, a timber piece or a tool counts as the object 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 |
| Row status | Both rows are Active collection | No volume, hours or delivered stereo footage is claimed on this page |
| Wood Cutting scope | Commercial saws and cutting equipment in a joinery and furniture workshop | No sawmill, industrial production line or mill capability is stated |
| Force or tactile streams | Not among the listed streams of standard capture | Not claimed on this page |
| Wood species, panel dimensions, cut-line deviation or tolerance | No label stated | Agreed in the skill spec, or not claimed on this page |
| Safety, PPE, blade guards, saw models, cycle times, throughput or results | Not stated; the rows say table saw, jigsaw, cutting and shaping wood panels, and cutting timber 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 |
|---|---|---|
| Tasks and order | What one step is: measure and mark, cut on the table saw, shape with a jigsaw or dimension timber | Episode boundaries and action segments; set per program |
| Workpieces | Which panels or timber pieces and how each begins | Set per program; both rows are Hard and Active collection |
| Tools and equipment | Which saws and cutting equipment are named | Set per program; the site states no saw model |
| Episode boundary | One cut, one panel or a full piece | Set per program; the site does not state an episode length for these rows |
| 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, including what counts as a reject | Reject log per batch |
| Privacy | How people and items in frame are protected | Faces, plates and screens blurred at ingest |
| License | Who owns the dataset | Perpetual, irrevocable, buyer-owned, non-exclusive by default |
Example footage
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.
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
Sources
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.