Source boundary
Public sources stay visible
Each note keeps source attribution separate from RoboSkin.ai interpretation.
Research
Robot hand tactile sensor research and slip detection briefs
A source-backed signal board for robot hand tactile sensor research, slip detection robot hand questions, robot skin, tactile AI, e-skin, multimodal sensing, ROS 2 tactile pipelines, and contact-aware robot hands.
Public notes use conservative language. Application-specific performance, durability, and integration claims still need source-backed, application-specific evidence.
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- technical briefs
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- research lanes
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- source paths
- 88
- focus terms
Evaluation lens
Claims are routed to checks
Performance, durability, and integration language is framed as evidence to verify.
Category memory
Terms connect across pages
Research briefs link back to glossary language, tactile AI routes, and application context.
Physical AI route
Tactile research supports physical-world AI
Use the Physical AI explainer to connect robot skin research, tactile sensing, and contact feedback without turning source notes into product claims.
Open Physical AI contact-feedback route ->Touch data route
Contact logs make research reusable
Use the touch-data guide to connect tactile papers to contact events, timestamps, body frames, calibrated values, and robot actions.
Trace Physical AI touch data ->Research lane
Conformable Skin
2026-06-17 / 5 min read
DexSkin and high-coverage conformable robotic skin for manipulation
A practical research note on DexSkin, conformable capacitive e-skin, high-coverage tactile sensing, calibration transfer, and contact-rich manipulation learning.
DexSkinconformable robot skincontact-rich manipulationcalibration transfer
Research lane
Dexterous Manipulation
2026-04-23 / 5 min read
Full-hand tactile sensing for adaptive dexterous grasping
A research-oriented explanation of why full-hand tactile coverage matters for adaptive grasping, occluded manipulation, and contact-aware robot hands.
full-hand tactile sensingadaptive graspingdexterous manipulationhigh-resolution touch
Research lane
Field Map
2026-06-18 / 5 min read
Tactile Robotics outlook for robot skin research priorities
A source-backed research landscape note on Tactile Robotics outlook, sensor types, distributed tactile sensing, simulation, benchmarking, and data interpretation.
Tactile Robotics outlookdistributed tactile sensingtactile benchmarkingrobot skin research map
Research lane
Human-Robot Interaction
2026-06-16 / 5 min read
Fluid-based robot skin for contact detection and thermal display
A source-backed note on fluid-based soft robot skin, human-robot interaction, contact detection, temperature control, and why exterior feel matters.
fluid-based robot skinthermal displaycontact detectionhuman-robot interaction
Research lane
Large-Area E-Skin
2026-06-18 / 5 min read
Origami capacitive robotic e-skin for large-area tactile sensing
A source-backed brief on origami capacitive robotic e-skin, large-area coverage, super-resolution tactile localization, shear sensing, and proximity detection.
origami capacitive robotic e-skinlarge-area tactile sensingsuper-resolution localizationproximity sensing
Research lane
Magnetic Tactile Sensing
2026-06-18 / 5 min read
Open-source magnetic tactile calibration for gripper-agnostic touch
A practical research note on open-source magnetic tactile calibration, three-axis force sensing, in-situ calibration, and why low-cost sensors still need repeatable setup.
open-source magnetic tactile calibrationthree-axis force sensingin-situ calibrationrobot grippers
2026-06-18 / 5 min read
eFlesh and customizable magnetic touch sensing for robot grippers
A source-backed note on eFlesh, cut-cell microstructures, 3D-printable magnetic tactile sensors, low-cost fabrication, and robot gripper deployment tradeoffs.
eFleshmagnetic tactile sensing3D-printable sensorsrobot grippers
Research lane
Manufacturing
2026-04-18 / 5 min read
Large-area flexible tactile arrays for curved robot surfaces
A deployment-focused article on large-area tactile arrays, curved-surface coverage, adjustable resolution, slip detection, and manufacturing tradeoffs.
large-area tactile arraycurved robot surfacesslip detectionmanufacturing tradeoffs
Research lane
Multimodal E-Skin
2026-06-18 / 5 min read
Optical/electronic artificial skin for molecular sensing
A research note on optical/electronic artificial skin, CNT haptic layers, near-infrared molecular sensing, force-temperature sensing, and robotic perception beyond touch.
optical/electronic artificial skinmolecular sensingnear-infrared sensingmultimodal e-skin
Research lane
Multimodal Sensing
2026-04-22 / 5 min read
Temperature/pressure bimodal sensing and the crosstalk problem
A practical brief on temperature and pressure bimodal tactile sensing, signal decoupling, and why crosstalk matters for robot skin.
temperature/pressure bimodalsignal decouplingcrosstalkmultimodal e-skin
Research lane
Neuromorphic Touch
2026-06-18 / 5 min read
Energy constrained touch encoding for large-area e-skin
A technical brief on bioinspired spiking architecture, large-area soft e-skin, low-power tactile localization, and neuromorphic touch processing.
energy constrained touch encodingspiking neural networklarge-area e-skinneuromorphic tactile sensing
Research lane
Robotics Software
2026-04-19 / 5 min read
ROS 2 Kilted and tactile sensor data pipelines
A robotics software guide to ROS 2 Kilted, tactile data messages, rosbag workflows, force-torque context, and replayable sensor evaluation.
ROS 2 Kiltedros2_controlforce/torque broadcastersensor data pipeline
Research lane
Slip Detection
2026-06-18 / 5 min read
Wet slippage detection for bionic fingertip e-skin
A source-backed note on AI-integrated bionic fingertip e-skin, wet slippage detection, fingerprint microtextures, and why dry-surface slip claims are not enough.
wet slippage detectionbionic fingertip e-skinfingerprint microtexturerobotic hands
2026-06-18 / 5 min read
Slip-actuated bionic tactile sensing with E-textile
A source-backed note on slip-actuated bionic tactile sensing, dynamic DC generator E-textile, robotic fingers, and real-time grasp monitoring.
slip-actuated bionic tactile sensingE-textiledynamic slip detectionrobotic fingers
Research lane
Soft E-Skin
2026-04-24 / 5 min read
Single-material soft robotic skin and impedance-based multimodal touch
A practical review of single-material soft robotic skin, electrical impedance tomography, and why whole-surface sensing changes robot skin design.
single-material soft robotic skinelectrical impedance tomographymachine learningmultimodal touch
2026-04-20 / 5 min read
Self-healing multimodal e-skin: useful direction, careful claims
A conservative guide to self-healing e-skin claims, multimodal sensing, damage recovery, and what must be validated before deployment language is credible.
self-healing e-skinmultimodal sensingdamage recoverysoft materials
Research lane
Tactile AI
2026-06-18 / 5 min read
Sparsh-X and multisensory touch representations for robot manipulation
A source-backed note on Sparsh-X, Digit 360 multisensory touch, self-supervised tactile representation learning, and why robot skin data should not be reduced to images.
Sparsh-Xmultisensory touchDigit 360self-supervised tactile representation
2026-06-18 / 5 min read
MiTaS and multi-resolution tactile imitation learning
A technical note on MiTaS, heterogeneous tactile sensors, GelSight and event-based touch fusion, and why tactile frequency matters for contact-rich imitation learning.
MiTaSmulti-resolution tactile sensingevent-based touchGelSight
2026-06-18 / 5 min read
Dream-Tac and tactile world models for contact-rich manipulation
A source-backed brief on Dream-Tac, tactile world-action modeling, predictive contact dynamics, and why robot skin data needs future-state reasoning.
Dream-Tactactile world modelcontact-rich manipulationpredictive tactile control
2026-06-18 / 5 min read
GenForce and transferable force sensing across tactile sensors
A source-backed brief on GenForce, cross-sensor tactile representation, force prediction transfer, and why calibration reuse matters for robot skin deployment.
transferable force sensingGenForcecross-sensor calibrationslip detection
2026-04-21 / 5 min read
Event-based tactile sensing for sparse, low-latency robot touch
A source-backed note on event-based and neuromorphic tactile sensing, sparse contact events, and why low-latency touch matters for robot control.
event-basedneuromorphic tactile sensingopto-tactile skinlow-latency touch
Research lane
Tactile Data
2026-06-18 / 5 min read
FreeTacMan and robot-free visuo-tactile data collection
A source-backed brief on FreeTacMan, robot-free visuo-tactile data collection, human demonstrations, tactile datasets, and scaling contact-rich manipulation data.
FreeTacManvisuo-tactile data collectionhuman demonstrationscontact-rich manipulation
2026-06-18 / 5 min read
Humanoid visual-tactile-action dataset for contact-rich manipulation
A research note on humanoid visual-tactile-action datasets, contact-rich manipulation, multimodal robot data, and why humanoid tactile learning needs synchronized action context.
Humanoid visual-tactile-action datasetcontact-rich manipulationhumanoid robot skinmultimodal robot data
Research lane
Tactile Hardware
2026-04-25 / 5 min read
Graphene and liquid metal 3D force sensing for robot fingertips
A source-backed technical brief on miniaturized tactile sensors that separate normal force, shear force, slip, and texture signals for dexterous robot hands.
graphene and liquid metal3D force sensingslip detectionrobot fingertips
Research reading path
Read the field by evidence layer
Move from source papers to glossary definitions, then compare what each brief says about sensing surface, data quality, and robot control.