GelSlim: A High-Resolution, Compact, Robust, and Calibrated Tactile-sensing Finger
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Abstract (arXiv)
This work describes the development of a high-resolution tactile-sensing finger for robot grasping. This finger, inspired by previous GelSight sensing techniques, features an integration that is slimmer, more robust, and with more homogeneous output than previous vision-based tactile sensors. To achieve a compact integration, we redesign the optical path from illumination source to camera by combining light guides and an arrangement of mirror reflections. We parameterize the optical path with geometric design variables and describe the tradeoffs between the finger thickness, the depth of field of the camera, and the size of the tactile sensing area. The sensor sustains the wear from continuous use -- and abuse -- in grasping tasks by combining tougher materials for the compliant soft gel, a textured fabric skin, a structurally rigid body, and a calibration process that maintains homogeneous illumination and contrast of the tactile images during use. Finally, we evaluate the sensor's durability along four metrics that track the signal quality during more than 3000 grasping experiments.
Key facts. Cited by 50 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Mar 2018.
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Citing papers per year: 2021: 5; 2022: 8; 2023: 9; 2024: 8; 2025: 13; 2026: 7.
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- 2025AnyTouch: Learning Unified Static-Dynamic Representation across Multiple Visuo-tactile Sensorscited by 46
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Fingercited by 34
- 2021ReSkin: versatile, replaceable, lasting tactile skinscited by 33
- 2023MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulationcited by 30
- 2023Neural feels with neural fields: Visuo-tactile perception for in-hand manipulationcited by 28
- 2024RoboPack: Learning Tactile-Informed Dynamics Models for Dense Packingcited by 18
- 2023Learning to Read Braille: Bridging the Tactile Reality Gap with Diffusion Modelscited by 17
- 2024Touch-GS: Visual-Tactile Supervised 3D Gaussian Splattingcited by 16
- 2024Hearing Touch: Audio-Visual Pretraining for Contact-Rich Manipulationcited by 14
- 2022DenseTact: Optical Tactile Sensor for Dense Shape Reconstructioncited by 13
- 2023Visual-Tactile Sensing for In-Hand Object Reconstructioncited by 13
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policiescited by 13
38 more
- 2023FingerSLAM: Closed-loop Unknown Object Localization and Reconstruction from Visuo-tactile Feedbackcited by 12
- 2026AnyTouch 2: General Optical Tactile Representation Learning For Dynamic Tactile Perceptioncited by 11
- 2025VT-Refine: Learning Bimanual Assembly with Visuo-Tactile Feedback via Simulation Fine-Tuningcited by 10
- 2021A soft thumb-sized vision-based sensor with accurate all-round force perceptioncited by 9
- 2022Robust Pivoting: Exploiting Frictional Stability Using Bilevel Optimizationcited by 8
- 2022All the Feels: A dexterous hand with large-area tactile sensingcited by 7
- 2024HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signals Through Contrastive Learningcited by 6
- 2024Tactile DreamFusion: Exploiting Tactile Sensing for 3D Generationcited by 6
- 2025OSMO: Open-Source Tactile Glove for Human-to-Robot Skill Transfercited by 6
- 2022Enhancing Generalizable 6D Pose Tracking of an In-Hand Object with Tactile Sensingcited by 5
- 2022Visual-tactile Fusion for Transparent Object Grasping in Complex Backgroundscited by 5
- 2026OCRA: Object-Centric Learning with 3D and Tactile Priors for Human-to-Robot Action Transfercited by 5
- 2021Learning Intuitive Physics with Multimodal Generative Modelscited by 4
- 2024LeTac-MPC: Learning Model Predictive Control for Tactile-reactive Graspingcited by 4
- 2024Learning Force Distribution Estimation for the GelSight Mini Optical Tactile Sensor Based on Finite Element Analysiscited by 4
- 2025V-HOP: Visuo-Haptic 6D Object Pose Trackingcited by 4
- 2022Learning to Synthesize Volumetric Meshes from Vision-based Tactile Imprintscited by 3
- 2023Robust Pivoting Manipulation using Contact Implicit Bilevel Optimizationcited by 3
- 2024Posture-Informed Muscular Force Learning for Robust Hand Pressure Estimationcited by 3
- 2025ViTa-Zero: Zero-shot Visuotactile Object 6D Pose Estimationcited by 3
- 2023GelFlow: Self-supervised Learning of Optical Flow for Vision-Based Tactile Sensor Displacement Measurementcited by 2
- 2025GelBelt: A Vision-based Tactile Sensor for Continuous Sensing of Large Surfacescited by 2
- 2025DexSkin: High-Coverage Conformable Robotic Skin for Learning Contact-Rich Manipulationcited by 2
- 2025Cross-Sensor Touch Generationcited by 2
- 2025Collaborative Representation Learning for Alignment of Tactile, Language, and Vision Modalitiescited by 2
- 2022Learning to Detect Slip with Barometric Tactile Sensors and a Temporal Convolutional Neural Networkcited by 1
- 2023Contact Energy Based Hindsight Experience Prioritizationcited by 1
- 2026TacPAC: Tactile Prediction and Real-Time Action Correction in World-Action Models for Contact-Rich Manipulationcited by 1
- 2021Under Pressure: Learning to Detect Slip with Barometric Tactile Sensorscited by 0
- 2022A Thin Format Vision-Based Tactile Sensor with A Micro Lens Array (MLA)cited by 0
- 2023Shape from Shading for Robotic Manipulationcited by 0
- 2025A Modularized Design Approach for GelSight Family of Vision-based Tactile Sensorscited by 0
- 2025Object Pose Estimation through Dexterous Touchcited by 0
- 2025UniTac2Pose: A Unified Approach Learned in Simulation for Category-level Visuotactile In-hand Pose Estimationcited by 0
- 2026OmniVaT: Single Domain Generalization for Multimodal Visual-Tactile Learningcited by 0
- 2026Test-Time Adaptation for Tactile-Vision-Language Modelscited by 0
- 2026Reduced-order Neural Modeling with Differentiable Simulation for High-Detail Tactile Perceptioncited by 0
- 2026Contact-Based Fringe Projection Profilometry for High-Resolution 3-D Surface Measurement of Reflective and Transparent Objectscited by 0
- 2026TacPAC: Tactile Prediction and Real-Time Action Correction in World-Action Models for Contact-Rich Manipulation4 Sep 2026
- 2026Contact-Based Fringe Projection Profilometry for High-Resolution 3-D Surface Measurement of Reflective and Transparent Objects16 Jun 2026
- 2026Reduced-order Neural Modeling with Differentiable Simulation for High-Detail Tactile Perception6 May 2026
- 2026OCRA: Object-Centric Learning with 3D and Tactile Priors for Human-to-Robot Action Transfer15 Mar 2026
- 2026AnyTouch 2: General Optical Tactile Representation Learning For Dynamic Tactile Perception10 Feb 2026
- 2026Test-Time Adaptation for Tactile-Vision-Language Models31 Jan 2026
- 2026OmniVaT: Single Domain Generalization for Multimodal Visual-Tactile Learning1 Jan 2026
- 2025OSMO: Open-Source Tactile Glove for Human-to-Robot Skill Transfer9 Dec 2025
- 2025Collaborative Representation Learning for Alignment of Tactile, Language, and Vision Modalities14 Nov 2025
- 2025VT-Refine: Learning Bimanual Assembly with Visuo-Tactile Feedback via Simulation Fine-Tuning16 Oct 2025
- 2025Cross-Sensor Touch Generation10 Oct 2025
- 2025DexSkin: High-Coverage Conformable Robotic Skin for Learning Contact-Rich Manipulation23 Sep 2025
38 more
- 2025UniTac2Pose: A Unified Approach Learned in Simulation for Category-level Visuotactile In-hand Pose Estimation19 Sep 2025
- 2025Object Pose Estimation through Dexterous Touch16 Sep 2025
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policies27 Apr 2025
- 2025A Modularized Design Approach for GelSight Family of Vision-based Tactile Sensors20 Apr 2025
- 2025ViTa-Zero: Zero-shot Visuotactile Object 6D Pose Estimation17 Apr 2025
- 2025V-HOP: Visuo-Haptic 6D Object Pose Tracking24 Feb 2025
- 2025AnyTouch: Learning Unified Static-Dynamic Representation across Multiple Visuo-tactile Sensors15 Feb 2025
- 2025GelBelt: A Vision-based Tactile Sensor for Continuous Sensing of Large Surfaces9 Jan 2025
- 2024Tactile DreamFusion: Exploiting Tactile Sensing for 3D Generation9 Dec 2024
- 2024Posture-Informed Muscular Force Learning for Robust Hand Pressure Estimation31 Oct 2024
- 2024Learning Force Distribution Estimation for the GelSight Mini Optical Tactile Sensor Based on Finite Element Analysis8 Oct 2024
- 2024HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signals Through Contrastive Learning15 Aug 2024
- 2024RoboPack: Learning Tactile-Informed Dynamics Models for Dense Packing1 Jul 2024
- 2024Hearing Touch: Audio-Visual Pretraining for Contact-Rich Manipulation14 May 2024
- 2024Touch-GS: Visual-Tactile Supervised 3D Gaussian Splatting14 Mar 2024
- 2024LeTac-MPC: Learning Model Predictive Control for Tactile-reactive Grasping7 Mar 2024
- 2023Neural feels with neural fields: Visuo-tactile perception for in-hand manipulation20 Dec 2023
- 2023Contact Energy Based Hindsight Experience Prioritization5 Dec 2023
- 2023MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulation25 Oct 2023
- 2023GelFlow: Self-supervised Learning of Optical Flow for Vision-Based Tactile Sensor Displacement Measurement13 Sep 2023
- 2023Shape from Shading for Robotic Manipulation24 Apr 2023
- 2023Learning to Read Braille: Bridging the Tactile Reality Gap with Diffusion Models3 Apr 2023
- 2023Visual-Tactile Sensing for In-Hand Object Reconstruction25 Mar 2023
- 2023Robust Pivoting Manipulation using Contact Implicit Bilevel Optimization15 Mar 2023
- 2023FingerSLAM: Closed-loop Unknown Object Localization and Reconstruction from Visuo-tactile Feedback14 Mar 2023
- 2022Visual-tactile Fusion for Transparent Object Grasping in Complex Backgrounds30 Nov 2022
- 2022All the Feels: A dexterous hand with large-area tactile sensing27 Oct 2022
- 2022Enhancing Generalizable 6D Pose Tracking of an In-Hand Object with Tactile Sensing8 Oct 2022
- 2022A Thin Format Vision-Based Tactile Sensor with A Micro Lens Array (MLA)19 Apr 2022
- 2022Learning to Synthesize Volumetric Meshes from Vision-based Tactile Imprints29 Mar 2022
- 2022Robust Pivoting: Exploiting Frictional Stability Using Bilevel Optimization22 Mar 2022
- 2022Learning to Detect Slip with Barometric Tactile Sensors and a Temporal Convolutional Neural Network19 Feb 2022
- 2022DenseTact: Optical Tactile Sensor for Dense Shape Reconstruction4 Jan 2022
- 2021A soft thumb-sized vision-based sensor with accurate all-round force perception10 Nov 2021
- 2021ReSkin: versatile, replaceable, lasting tactile skins29 Oct 2021
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Finger16 Jun 2021
- 2021Under Pressure: Learning to Detect Slip with Barometric Tactile Sensors24 Mar 2021
- 2021Learning Intuitive Physics with Multimodal Generative Models12 Jan 2021
- 2026Test-Time Adaptation for Tactile-Vision-Language Modelscited by 0
- 2026Test-Time Adaptation for Tactile-Vision-Language Models31 Jan 2026
- 2025AnyTouch: Learning Unified Static-Dynamic Representation across Multiple Visuo-tactile Sensorscited by 46
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Fingercited by 34
- 2021ReSkin: versatile, replaceable, lasting tactile skinscited by 33
- 2023MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulationcited by 30
- 2023Neural feels with neural fields: Visuo-tactile perception for in-hand manipulationcited by 28
- 2024RoboPack: Learning Tactile-Informed Dynamics Models for Dense Packingcited by 18
- 2024Touch-GS: Visual-Tactile Supervised 3D Gaussian Splattingcited by 16
- 2024Hearing Touch: Audio-Visual Pretraining for Contact-Rich Manipulationcited by 14
- 2022DenseTact: Optical Tactile Sensor for Dense Shape Reconstructioncited by 13
- 2023Visual-Tactile Sensing for In-Hand Object Reconstructioncited by 13
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policiescited by 13
- 2023FingerSLAM: Closed-loop Unknown Object Localization and Reconstruction from Visuo-tactile Feedbackcited by 12
12 most cited of 46 All 46 (JSON)
- 2026Contact-Based Fringe Projection Profilometry for High-Resolution 3-D Surface Measurement of Reflective and Transparent Objects16 Jun 2026
- 2026Reduced-order Neural Modeling with Differentiable Simulation for High-Detail Tactile Perception6 May 2026
- 2026OCRA: Object-Centric Learning with 3D and Tactile Priors for Human-to-Robot Action Transfer15 Mar 2026
- 2026AnyTouch 2: General Optical Tactile Representation Learning For Dynamic Tactile Perception10 Feb 2026
- 2026OmniVaT: Single Domain Generalization for Multimodal Visual-Tactile Learning1 Jan 2026
- 2025OSMO: Open-Source Tactile Glove for Human-to-Robot Skill Transfer9 Dec 2025
- 2025Collaborative Representation Learning for Alignment of Tactile, Language, and Vision Modalities14 Nov 2025
- 2025Cross-Sensor Touch Generation10 Oct 2025
- 2025DexSkin: High-Coverage Conformable Robotic Skin for Learning Contact-Rich Manipulation23 Sep 2025
- 2025UniTac2Pose: A Unified Approach Learned in Simulation for Category-level Visuotactile In-hand Pose Estimation19 Sep 2025
- 2025Object Pose Estimation through Dexterous Touch16 Sep 2025
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policies27 Apr 2025
12 newest of 46 All 46 (JSON)