Stereo Watch and Shoe Repair Data

It is first-person video of a person doing hands-on repair work at a bench, recorded with two calibrated cameras, with hand pose and sensor streams alongside. People reach it through several phrasings: watch repair robot training data, stereo shoe repair video, an egocentric cobbler and watchmaker dataset, or custom small-repair data collection at scale. Stereo describes the capture, and MCAP describes the container. They are separate choices.

Two, listed in lib/commercial-catalog-data.ts under the Repair Shop environment, in the Repair Services sector. "Watch repair" reads "Open the case, replace the battery or movement parts under magnification and reseal" and is rated Hard. "Shoe repair" reads "Remove worn soles or heels, cut and glue replacements and stitch and finish edges" and is rated Hard. Both list "Phone (head-mounted) / multiview rig" as the capture setup. The first table below reproduces them with the catalog wording.

This page is the stereo and MCAP treatment of both rows together. The egocentric watch and small mechanism repair page covers the Watch repair row, and the egocentric shoe repair page covers the Shoe repair row, each as first-person video that is not stereo as its subject. Their capture setup is the same head-mounted phone or multiview rig.

The stereo leathercraft page covers four Leathercraft Workshop rows, all Hard and Available on request. The stereo jewelry and metalsmithing page covers five Jewelry & Metalsmithing Studio rows, all Available on request. The stereo bicycle and appliance repair page covers two other Repair Shop rows, Bicycle repair and Appliance repair, both Available on request. This page is stereo capture of watch repair and shoe repair, the other two rows of that same Repair Shop environment. The second table below sets the pages side by side.

The catalog lists "Phone (head-mounted) / multiview rig" for both rows. The site does not state a stereo pair for either of them. Stereo applies only through the site’s general stereo offer: a stereo pair is a capture choice agreed in the skill spec and confirmed on a Spec Pilot. Camera count, resolution and frame rate for repair work are Not stated.

The Watch repair row names three steps: open the case, replace the battery or movement parts under magnification and reseal. It is rated Hard. The row says "the battery or movement parts", so a spec can choose battery replacement, movement-part replacement or both. The site does not state which one a collection covers, how many parts are replaced in an episode or what counts as a finished repair.

The phrase "under magnification" appears in the row as part of the task. The site does not state a magnified camera view, a macro lens or any close-range capture setting for repair, so this page claims none. In stereo, the case, the part and the hands on it are recorded in the same frame pair, and a wrist-mounted camera is available alongside the head camera for close-range detail. How depth behaves at the close range of a bench is Not stated, so a spec that relies on it should say so and confirm it on a Spec Pilot. Watch types, movements, calibres and part sizes are Not stated.

The Shoe repair row names five operations: removing worn soles or heels, cutting replacements, gluing replacements, stitching and finishing edges. It is rated Hard. Other footwear jobs, such as cleaning, dyeing or resizing, are Not stated, so none is claimed.

These are different hand sequences on a single work piece. Both hands hold, guide and press the shoe while a replacement is cut, fitted and stitched, and a calibrated pair records how the hands, the tool and the piece sit relative to each other. Action segments can separate removing, cutting, gluing, stitching and finishing when the spec names them. Shoe types, materials, adhesives and tools are Not stated, and so is how long a job takes. This page gives no adhesive or tool-use instruction.

The site states a consent chain for contributors. Every contributor signs a written release, each delivered episode links to it through consent artefact IDs, and a break at any of the six checkpoints discards the footage. An undocumented bystander is a stated reject criterion. For every delivered episode the site states that faces, plates and screens are detected and irreversibly blurred at ingest, that a reviewer confirms the result before anything ships, and that footage that cannot be de-identified is discarded. The anonymization record ships with the data.

The site states no rule for a shop customer who is nearby or for a customer item brought in for repair, so how people who are present are handled is settled in the spec. This page describes capturing repair work, not customers. This is not legal advice, and the executed agreement controls.

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.

Hand occlusion by the part, the tool or the work piece is the first risk, under the visibility flag above. Small parts that leave the view are the second, and how often that happens is Not stated. Calibration is measured at the start and end of every session under a 0.28 px RMS gate, and an episode is rejected for a sync breach beyond the ceiling for more than three consecutive frames, for the manipulated object out of frame for more than 15 percent of the episode, for more than 35 percent of depth pixels in the manipulation region being invalid, for an undocumented bystander or for a mismatch against the named skill spec.

A reject log ships with every batch, and rejected items are recaptured at the provider’s cost.

The October 2026 off-the-shelf catalog lists ~324,800 hours across 18 datasets, of which stereo is ~64,800 hours across 9 datasets. None of them names watch repair or shoe repair, so for stereo capture of these tasks this is custom collection, not an off-the-shelf purchase.

It is 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, and both are Available on request, so the timeline is quoted against your spec. Collections are billed per validated hour, and rejected episodes and recaptures are never billed.

Most programs begin with a Spec Pilot, a small first batch that proves the spec and accept criteria on real footage before you scale.