ArtisanManual finishing
Record how an operator follows a contour, adjusts pressure and judges a surface.
- Surface preparation and sanding
- Detail painting and masking
- Polishing, correction and inspection
Artisan
Sensory Fusion
Robotics training data
from the toughest manual work.
We design and run on-site capture projects for robotics data teams. Starting with automotive finishing and service work, we bring together what people see, touch and do.
Discuss a capture pilot
Video, touch
and movement.
A hand disappears behind a part. Pressure changes along an edge. The finish tells the operator when to stop. We design the capture around these details.
Wearer’s view
Egocentric video of the tools, hands and workpiece from the person doing the work.
Observer’s view
Exocentric video from a second person, showing the action and its surroundings.
Hand pressure
Contact pressure measured at the instrumented hand or glove.
Surface texture
Tactile signals from contact with the material as the work progresses.
Joint position
Instrumented hand and joint tracking, including movements hidden from the cameras.
Each pilot agrees the sensor setup, timing checks and measurement limits for the task.
Starting with
automotive work.
For robotics data teams working with carmakers, specialist workshops and service centres.
Service and repair
Record the hand movements and decisions inside a real disassembly, repair or rebuild.
- Inspection and fault-finding
- Component removal and fitting
- Assembly and final checks
A dataset your team
can work with.
We agree the episodes, signals and annotations your team needs, then deliver the recordings with the context and quality checks to interpret them.
You define the training question. We build the capture around it.
Inside a capture delivery
RecordingsVideo and sensor streams, aligned to the work.
Task contextTools, materials, actions, corrections and outcomes.
Quality recordTiming, calibration, coverage and known gaps.
Formats, annotations, usage rights and acceptance checks agreed with your team.
A focused capture pilot.
Define the work
Choose a task, the operators and the question your data needs to answer.
Capture on site
Set up around the real work. Record the technique, contact and result.
Review together
Check a sample against the agreed criteria before expanding the collection.
Tell us what
you need to capture.
Bring a task, an environment and a training question. We’ll scope the first collection with you.