DexhandsIndustry hub

DEXTEROUS MANIPULATION

The world of dexterous hands.

Compare hardware. Discover applications. Share what works. An open reference and community for dexterous manipulation.

Start with the task

Application and evaluation ideas, not proof of product capability.

Pen & stylus control

Keep a tool aligned while tracing a path.

Buttons & camera controls

Hold a device while pressing the intended control.

Knobs, dials & switches

Set a control without releasing the tool or panel.

Human-designed tool handles

Grip a drill handle and actuate its trigger in a guarded setup.

Eggs & soft food

Transfer an egg or tofu sample without visible damage.

Fruit & stem separation

Hold a fruit and separate it from a defined stem.

Cards & thin sheet parts

Separate one sheet and position it for the next operation.

Garments & flexible materials

Find an edge and place a shirt on a hanger.

Rotate an object in the hand

Change an object’s orientation without setting it down.

Open & close lids

Stabilize a container while the other hand turns its lid.

Scoop & portion

Support a cup while the other hand moves a scoop.

Pour & control vessel angle

Tilt a vessel into a target container, then return safely.

Variable-object bin picking

Pick reviewed objects from a controlled bin setup.

Sorting & kit preparation

Identify, pick and place items in the correct kit positions.

Reorient for inspection

Present several faces of a part to a camera.

Connector insertion

Align a connector and complete insertion without damage.

Peg insertion & part fitting

Align and join mating parts despite small pose errors.

Fastening & disassembly

Hold a part while another tool or hand fastens it.

Machine loading & unloading

Load a part, clear the machine and unload the finished item.

Teleoperation & demonstration data

Record synchronized hand, arm and task observations.

Simulation-to-real evaluation

Train a policy in simulation and evaluate it on the physical hand.

Touch, slip & contact datasets

Learn how contact changes across materials and grasps.

Keys & household retrieval

Retrieve a small everyday object and place it within reach.

Plates & trays

Lift and carry a plate or tray while maintaining orientation.

Object handovers

Transfer an object between two robot hands; assess human handover separately.

Pipettes & drop dispensing

Squeeze a pipette and transfer a measured quantity of benign liquid.

Remote tools in hazardous areas

Operate a representative maintenance tool from a safe station.

Remote work in controlled environments

Handle a defined nonclinical laboratory object behind a barrier.

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