Shadow Dexterous Hand Series
About
About Shadow Dexterous Hand Series
Shadow Dexterous Hand uses 20 motors to control 24 joints across five fingers, palm and wrist. Tendon-driven actuation supports finger abduction, opposition, palm flexion and detailed in-hand manipulation within an anthropomorphic structure weighing approximately 4.3 kilograms.
More than 100 sensors provide joint, tendon and tactile information at rates reaching one kilohertz. EtherCAT and ROS integration connect the hand with robot arms, teleoperation gloves and learning systems. Shadow supplies lighter four-, three- and two-finger variants within the same product family.
Capabilities
Source-backed capabilities
- Capability areas: Tactile Dexterity, Robotic grasping, Force control
- Workflows: End-effector manipulation
- Operating environments: Robotics labs, AI research settings, teleoperation systems and humanoid or arm-based manipulation testbeds.
- Target markets: Researchers, labs, humanoid builders and AI teams needing a canonical high-DoF hand platform.
- Deployment model: Commercial specialist end-effector in Shadow Robot's Dexterous Hand series.
- Tactile interaction sensing
Claimed - Shadow Robot presents its Dexterous Hand for precise tool and object manipulation, tactile research and glove-based teleoperation in remote or hazardous environments.
Source - Object manipulation
Research demonstration - 2022-10-11 - The paper evaluates multi-agent reinforcement learning for in-hand manipulation tasks on the Shadow Dexterous Hand.
Source - Robotic grasping
Claimed - Shadow Robot presents its Dexterous Hand for precise tool and object manipulation, tactile research and glove-based teleoperation in remote or hazardous environments.
Source - Dexterous manipulation
Claimed - Shadow Robot presents its Dexterous Hand for precise tool and object manipulation, tactile research and glove-based teleoperation in remote or hazardous environments.
Source - Remote and shared control
Research demonstration - 2023-04-10 - The paper introduces a 6D object-in-hand pose dataset collected through teleoperation with a Shadow Dexterous Hand.
Source - Remote and shared control
Research demonstration - 2018-09-17 - Imitation and grasping trials with novice users show faster and more reliable teleoperation than the compared vision-based method.
Source - Remote and shared control
Claimed - Shadow Robot presents its Dexterous Hand for precise tool and object manipulation, tactile research and glove-based teleoperation in remote or hazardous environments.
Source
Supply
Supply / Components
- Shadow Dexterous Hand
Moulded Fingers And Cnc Aluminium Tactile Parts - Manufacturing - Protolabs - Protolabs moulded finger parts and CNC-machined aluminium tactile-sensor parts for Shadow Dexterous Hand development - source: protolabs.com
Source
Research
- FIRMGrasp: A Friction-Informed Risk Margin for Robust Grasp Synthesis
2026-07-27 - Research Publication - Simulation studies test friction-robust grasp ranking on LEAP, Allegro and Shadow hand models.
Source - Cross-Embodiment Robot Manipulation via a Unified Hand Action Space
2026-07-03 - Research Publication - Cross-embodiment transfer is physically tested on LEAP Hand and simulated on Allegro and Shadow hands.
Source - DMFC-GraspNet: Differentiable Multi-Fingered Robotic Grasp Generation in Cluttered Scenes
2023-08-01 - Research Publication - Robotic grasping is a fundamental skill required for object manipulation in robotics.
Source - PoseFusion: Robust Object-in-Hand Pose Estimation with SelectLSTM
2023-04-10 - Research Publication - Accurate estimation of the relative pose between an object and a robot hand is critical for many manipulation tasks.
Source - A Multi-Agent Approach for Adaptive Finger Cooperation in Learning-based In-Hand Manipulation
2022-10-11 - Research Publication - In-hand manipulation is challenging for a multi-finger robotic hand due to its high degrees of freedom and the complex interaction with the object.
Source - GradTac: Spatio-Temporal Gradient Based Tactile Sensing
2022-03-14 - Research Publication - GradTac processes BioTac SP signals on a Shadow Dexterous Hand to improve tactile tracking under fluid-sensor noise.
Source - Grasping in the Dark: Zero-Shot Object Grasping Using Tactile Feedback
2020-11-02 - Research Publication - A tactile slip controller enables a BioTac-equipped Shadow Dexterous Hand to grasp previously unseen objects without object models.
Source - Demonstration-Guided Deep Reinforcement Learning of Control Policies for Dexterous Human-Robot Interaction
2019-06-27 - Research Publication - Demonstration-guided reinforcement learning controls a Shadow Dexterous Hand for handshake, hand-clap, and finger-touch interactions.
Source - Shadow Dexterous Hand teleoperation paper maps hand depth images to robot joint angles
2019-05-01 - Research Publication - This paper covers Shadow Dexterous Hand teleoperation paper maps hand depth images to robot joint angles for Shadow Dexterous Hand in dexterity.
Source - Computational Tactile Flow for Anthropomorphic Grippers
2019-03-19 - Research Publication - Computational tactile flow extracts motion and surface cues from pressure sequences recorded with a Shadow Dexterous Hand.
Source - Vision-based Teleoperation of Shadow Dexterous Hand using End-to-End Deep Neural Network
2018-09-17 - Research Publication - TeachNet maps human-hand depth images directly to Shadow C6 joint angles for markerless dexterous-hand teleoperation.
Source - Learning Dexterous In-Hand Manipulation
2018-08-01 - Research Publication - Simulation-trained reinforcement-learning policies transfer to a physical Shadow Dexterous Hand for vision-based object reorientation.
Source - Multi-goal RL benchmark paper includes in-hand manipulation with Shadow Dexterous Hand
2018-02-26 - Research Publication - This paper covers Multi-goal RL benchmark paper includes in-hand manipulation with Shadow Dexterous Hand for Shadow Dexterous Hand in dexterity.
Source - Multi-Goal Reinforcement Learning: Challenging Robotics Environments and Request for Research
2018-02-26 - Research Publication - First of all, it introduces a suite of challenging continuous control tasks (integrated with OpenAI Gym) based on currently existing robotics hardware.
Source
Resources
Media library
- Shadow Dexterous Hand tool grasp
image · Shadow Robot
Source - Shadow Dexterous Hand teleoperation
image · Shadow Robot
Source - Shadow Dexterous Hand coffee demonstration
video · Shadow Robot
Source
Official Shadow Robot specifications, integration references, research guidance and exact product media for the Shadow Dexterous Hand.
- Shadow Dexterous Hand product reference
WEB · Shadow Dexterous Hand · Shadow Robot
Source - Shadow Dexterous Hand technical specification
PDF · Shadow Dexterous Hand · Shadow Robot
Source - Shadow Dexterous Hand documentation
WEB · Shadow Dexterous Hand · Shadow Robot
Source - Shadow Robot ROS interface
WEB / SOURCE CODE · Shadow Dexterous Hand ROS interface · Shadow Robot
Source - Research uses of the Shadow Dexterous Hand
PDF · Shadow Dexterous Hand research applications · Shadow Robot
Source
Timeline
- Innovate UK awards Shadow Robot GBP 650k innovation loan for touch-transmitting teleoperation
2019-04-17 - Funding - Innovate UK awarded Shadow Robot a GBP 650k innovation loan for remote-touch teleoperation technology. The announcement centered on the Shadow Dexterous Hand, tactile fingertip sensing and haptic feedback for remote operation over long distances. Shadow positioned the work for hazardous or controlled environments including nuclear decommissioning, bomb disposal, space exploration and pharma labs.
Source - Shadow Robot, SynTouch and HaptX demonstrate Tactile Telerobot
2018-06-24 - Partnership - Shadow Robot said the Tactile Telerobot integrated its dexterous hand with SynTouch BioTac sensors and HaptX haptic gloves. The team demonstrated an operator in California controlling a Shadow hand in London while receiving touch feedback from the robot fingertips. ANA Holdings funded and facilitated the integration as part of its Avatar initiative.
Source - Shadow Robot starts Innovate UK semi-autonomous teleoperation project
2017-03-21 - Partnership - Shadow Robot said an Innovate UK-backed semi-autonomous teleoperation demonstrator launched on March 1, 2017. The project paired Shadow Dexterous Hand hardware with an OC Robotics snake-arm robot, Cambrian Intelligence augmented-VR work and UCL vision/testing support. The goal was to let operators command higher-level teleoperation tasks rather than directly controlling every robot movement.
Source
Context
Market context
Anthropomorphic five-finger dexterous robot hand for manipulation research, AI/ML experimentation, tactile-sensing work and teleoperation.
- Target environment: Robotics labs, AI research settings, teleoperation systems and humanoid or arm-based manipulation testbeds.
- Workflow context: Dexterous grasping, tactile sensing, teleoperation, sim-to-real learning and manipulation research.
- Customer context: Researchers, labs, humanoid builders and AI teams needing a canonical high-DoF hand platform.
- Deployment model: Commercial specialist end-effector in Shadow Robot's Dexterous Hand series.
- Commercial maturity: Commercial and long-running research platform with public specs and broad research recognition.
- Adoption constraints: Adoption depends on cost, integration complexity, maintenance, control software, tactile requirements and task fit.
- Market position: Canonical dexterous-hand research platform for testing high-DoF manipulation, tactile sensing and learning workflows.
- Adjacent products: AGILINK SkillHand, Linker Hand L30, DexRobot DexHand021 Pro, OceanTrix hand
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