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Stereo Soldering and Circuit Board Assembly Data

Place the components, seat the connectors, solder, trim the leads and inspect the joints: board work is a run of small, ordered steps whose state changes under the hands doing it. This page covers the stereo and container side of soldering robot training data for two catalog rows: what a calibrated stereo pair adds at a circuit board, what MCAP is according to its own documentation, and what the site does not state. We run custom electronics manufacturing data collection fast and on demand against a spec you write, as stereo circuit board assembly video and an egocentric PCB soldering dataset in MCAP.
Catalog rows
Two rows, Electronics Manufacturing & E-Waste, Medium and Hard
Container
MCAP (.mcap), open source
Stereo head rig (06)
Dual fisheye, 1080p per eye, 62 mm baseline
License
Perpetual, buyer-owned

Why stereo and MCAP here

What do a stereo pair and an MCAP file add to soldering and board assembly video?

01

Depth of the board and the tool

The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the board, the iron and the component sit in the same frame as the hands.

02

Hands close to the work, with a flag when they are hidden

Board work keeps both hands near the board for the whole step. 3D hand pose carries a per-joint visibility flag, so a finger hidden behind the board or the iron is flagged as hidden rather than silently guessed.

03

Ordered steps on one clock

Placing components, seating connectors, soldering, trimming leads and inspecting joints are different operations. 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 soldering and circuit board assembly data?

It is first-person video of a person working at a circuit board, recorded from their own point of view with two calibrated cameras and with hand pose and sensor streams alongside. The tasks are the two rows the site’s catalog lists in Electronics Manufacturing & E-Waste. 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?

Two, both in the Electronics Manufacturing & E-Waste environment under the Manufacturing & Workshops sector, both listed as Available on request, which the site defines as scoped and recruited to spec when a buyer asks for it. "Circuit board assembly" reads "Place components on the board, seat connectors and secure parts before soldering." and is rated Medium. "Component soldering" reads "Solder components to the board with an iron and solder wire, trim leads and inspect joints." and is rated Hard.

Both list a head-mounted phone or a multiview rig as the capture setup. The first table below reproduces them as the catalog states them. This page names only the tools, components and steps that appear in those rows: a board, components, connectors, an iron, solder wire, leads and joints, and placing, seating, securing, soldering, trimming and inspecting.

Difference

How is this different from the egocentric soldering, electronics assembly and electrical installation pages?

The egocentric soldering and PCB rework page covers the soldering rows, "Component soldering" and "Solder through-hole", as first-person capture with ten streams, and the egocentric electronics assembly page covers board, connector, housing and harness rows from the catalog. The stereo electrical installation page covers five electrical rows and lists no board or soldering rows. None of them gives these two rows a stereo and MCAP treatment.

This page is the stereo and MCAP treatment of just "Circuit board assembly" and "Component soldering". It does not cover the through-hole row, which sits in another environment, or the housing and harness rows. The comparison table below sets the pages side by side.

Why stereo

Why capture soldering and circuit board assembly in stereo?

Board work is about the state of a small assembly: which components are placed, which connectors are seated, which joints are made, which leads are trimmed, which joints have been inspected. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the board and the tool share a frame with the hands. The site gives no depth accuracy figure and no label for how a joint looks, so whether a joint is resolvable in depth is Not stated.

The site states that small fasteners can fall below a depth sensor’s reliable floor, that hand pose stays valid at that range, and that metric depth on sub-centimetre parts is flagged rather than interpolated. It states no depth floor for board features, leads or joints, so confirm it in the spec. The setting, a real workplace or a staged set, is also agreed in the spec: the site does not say where any batch is captured.

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 board 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 soldering or board assembly 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.

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 soldering and board assembly data?

Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For board work the site states hand pose, a stereo-derived depth stream, 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 board work in stereo?

Hands are the first risk. An iron is held in one hand while the other steadies the board or feeds the wire, and the contact point is often hidden behind the fingers. The visibility flag on each joint is the answer the site gives, and contact events mark when a hand or tool meets an item. A spec can also ask for wrist views, so a grip the head camera loses is still recorded.

Depth is the second. The site says depth degrades on wet and reflective surfaces and masks low-confidence regions with per-frame confidence maps, and an episode is rejected when more than 35 percent of depth pixels in the manipulation region are invalid. The site does not say how depth behaves on a board, a lead or a joint, so this page promises no figure.

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 or an undocumented bystander appears, and a reject log ships with every batch.

Privacy

How are people in frame handled?

A bench or a factory floor can be a shared space, so bystanders matter, and a screen can be in view. 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 site states no contributor safety protocol, no joint-quality criterion, no iron setting and no certification for either row, so this page describes none. Capture at your own facility is listed as not offered.

Scale

How do off-the-shelf stereo data and custom collection combine?

Off-the-shelf covers what is already in stock: the stereo category lists the stereo datasets and hand-tracking video, and only dataset 06 is stated as MCAP. This page does not claim off-the-shelf coverage of the soldering or board assembly rows. 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 applies to these rows, so ask when you request the quote. Collections are billed per validated hour.

Ordering

How do you order a stereo soldering and circuit board assembly dataset?

Describe the tool, the board and components, the setting and the steps in order, what counts as one completed step, 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
Two rows in Electronics Manufacturing & E-Waste (Manufacturing & Workshops): "Circuit board assembly" (Medium) and "Component soldering" (Hard); both Available on request
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 soldering and circuit board assembly?

The two 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
Circuit board assemblyPlace components on the board, seat connectors and secure parts before soldering.Electronics Manufacturing & E-WasteMediumPhone (head-mounted) / multiview rigAvailable on request
Component solderingSolder components to the board with an iron and solder wire, trim leads and inspect joints.Electronics Manufacturing & E-WasteHardPhone (head-mounted) / multiview rigAvailable on request

Compared pages

How does this page differ from the neighbouring soldering, assembly and electrical pages?

Each page, what it covers and how it treats the two board rows. “Not covered” means the page does not list them.
PageRows it coversTreatment of the two board rows
This page: stereo soldering and circuit board assembly dataThe "Circuit board assembly" and "Component soldering" rowsStereo pair and MCAP delivery, stream map and failure modes for these rows only
Egocentric soldering and PCB rework dataThe soldering rows: "Component soldering" and "Solder through-hole"Egocentric catalog treatment, ten streams; no stereo or MCAP treatment
Egocentric electronics assembly dataBoard, connector, housing and harness rows from the catalogEgocentric catalog treatment; no stereo or MCAP treatment
Stereo electrical installation dataFive electrical rows in four environmentsNot covered

Stated vs not stated

What the site states about stereo capture for board work

Left to right: the item, what the site states, and what that means for a board order. “Not stated” means the site does not say.
ItemWhat the site statesFor a board 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 board 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 board order uses it: Not stated
Depth on small partsSmall fasteners can fall below a depth sensor’s reliable floor; hand pose stays valid; sub-centimetre metric depth is flagged, not interpolatedFloor for board features, leads and joints: Not stated
Depth on wet and reflective surfacesDegrades; per-frame confidence maps mask low-confidence regionsStated; behaviour on a board or a joint 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
Hand pose21 joints per hand with a per-joint visibility flagStated
Board type, component types, iron or solder specification, joint-quality labels, results, safety or certificationNot stated; the rows say a board, components, connectors, an iron, solder wire, leads and joints onlyAgreed in the skill spec, or not claimed on this page
MCAP topics, schemas, ratesNot statedAgreed in the skill spec

Stream map

Streams for board 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 soldering and board assembly 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
Step and orderWhat one step is: place components, seat connectors, secure parts, solder, trim leads, inspect jointsEpisode boundaries and action segments; set per program
Which row"Circuit board assembly" or "Component soldering"Set per program; one is Medium and one is Hard
Episode boundaryOne component, one board or one full assembly sequenceSet per program; the site does not state an episode length
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 QAReject log per batch
PrivacyHow people 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 footage of hands-on work and stereo capture look like?

Two real clips already published on this site. The first is a household chores clip of an operator carrying a cordless vacuum down a staircase into a living room, a first-person hands-on clip hosted on the site. The second is a format and rig example: a head-mounted stereo capture with hands in frame. Neither shows soldering or circuit board assembly.

sample-egocentric-capture.mp4 · household chores · carrying a vacuum between floors · fisheye, 960 × 540 web preview · not a soldering clip
egocentric_stereo_sample.mp4 · head-mounted stereo · hands in frame · 1920 × 1080 web preview · rig example

No soldering or circuit board assembly clip is published on the site, so these are labelled as format and rig examples. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.

FAQ

Soldering robot training data, answered.

What is stereo soldering and circuit board assembly data?
First-person video from two calibrated cameras of a person placing components on a board, seating connectors, soldering components with an iron and solder wire, trimming leads and inspecting joints, with depth and hand pose alongside.
Which catalog rows cover it?
"Circuit board assembly" (Medium) and "Component soldering" (Hard), both in Electronics Manufacturing & E-Waste and both Available on request, which the site defines as scoped and recruited to spec when a buyer asks for it.
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.
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 it include joint-quality, component, iron or force labels?
Not stated. The site lists no joint-quality result, component type, iron or solder specification or force label for these rows. The delivered fields are action segments, hand pose with visibility flags, contact events, objects and instance masks where the spec calls for them.
How fast is a first batch, and who owns the data?
Where coverage is deep, the median time from signed spec to first validated batch is a median of 48 hours; thin coverage runs three to four weeks. The buyer owns the dataset under a perpetual, irrevocable, non-exclusive-by-default licence, with exclusivity available.

Sources

Where is MCAP documented?

Request a custom soldering and circuit board assembly dataset delivered as MCAP.

Tell us the tool, the board and components, the setting, the steps and their order, 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, with a first validated batch in a median of 48 hours where coverage is deep.