Attention
Where the eyes settle. What matters in a crowded scene.
Gaze · pupil responseHuman context for
machine intelligence.
Desmo brings gaze, pupil and EMG signals together to help machines understand human attention and effort, learn from demonstrations, and work alongside people.
More of what makes
an action human.
A camera can see the movement. Human signals add the attention, muscle activity and physiological response around it.
Interaction
The reach, the contact, the release. An action in its surroundings.
Scene · motion · hand poseEffort & response
Muscle activity and physiology. A path to the force behind the action.
sEMG · PPG · IMUsHelp the robot
follow the work.
We’re developing a context layer for cobots: what step a worker is on, where their attention goes, and when help could be useful.
The next part. Already in reach.
As a worker populates a circuit board, gaze helps locate the next insertion point on its pad map. The robot presents the matching component when the worker is ready. Reusable board recipes can reduce reaching, part errors and changeover time across small batches.
Discuss this workflowDemonstrations with
the human context left in.
The scene tells you what happened. Gaze adds attention. Motion adds movement. Muscle activity opens a path to the effort a task takes.
What mattered
Attention registered against the scene.
How the action unfolded
Hands, motion and events on a shared timeline.
The effort behind it
sEMG and motion for exploring calibrated force estimates.
Meet Desmo.
A connected wearable system. Each part brings a different view of the person doing the work.
The wearer’s perspective
Scene, attention, audio and head movement.
The effort behind the action
Muscle activity, PPG and inertial sensing.
A common clock and compute
Recording and processing, carried with you.
Real Eyes Realize Faster
Gaze stability and pupil novelty for efficient egocentric learning.
What are you working on?
Bring a workcell, a demonstration task, or a question we haven’t thought of yet.
Discuss your workflow