Improved GelSight Tactile Sensor for Measuring Geometry and Slip
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Abstract (arXiv)
A GelSight sensor uses an elastomeric slab covered with a reflective membrane to measure tactile signals. It measures the 3D geometry and contact force information with high spacial resolution, and successfully helped many challenging robot tasks. A previous sensor, based on a semi-specular membrane, produces high resolution but with limited geometry accuracy. In this paper, we describe a new design of GelSight for robot gripper, using a Lambertian membrane and new illumination system, which gives greatly improved geometric accuracy while retaining the compact size. We demonstrate its use in measuring surface normals and reconstructing height maps using photometric stereo. We also use it for the task of slip detection, using a combination of information about relative motions on the membrane surface and the shear distortions. Using a robotic arm and a set of 37 everyday objects with varied properties, we find that the sensor can detect translational and rotational slip in general cases, and can be used to improve the stability of the grasp.
Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Aug 2017.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 7; 2024: 4; 2025: 5; 2026: 5.
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- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2023Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysiscited by 99
- 2022ObjectFolder 2.0: A Multisensory Object Dataset for Sim2Real Transfercited by 73
- 2023Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Playcited by 60
- 2024Transferable Tactile Transformers for Representation Learning Across Diverse Sensors and Taskscited by 44
- 2023The ObjectFolder Benchmark: Multisensory Learning with Neural and Real Objectscited by 40
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Fingercited by 34
- 2023See to Touch: Learning Tactile Dexterity through Visual Incentivescited by 33
- 2026VTAM: Video-Tactile-Action Models for Complex Physical Interaction Beyond VLAscited by 14
- 2022DenseTact: Optical Tactile Sensor for Dense Shape Reconstructioncited by 13
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policiescited by 13
- 2023Evetac: An Event-based Optical Tactile Sensor for Robotic Manipulationcited by 12
15 more
- 2026TaF-VLA: Tactile-Force Alignment in Vision-Language-Action Models for Force-aware Manipulationcited by 11
- 2021A soft thumb-sized vision-based sensor with accurate all-round force perceptioncited by 9
- 2024Towards Comprehensive Multimodal Perception: Introducing the Touch-Language-Vision Datasetcited by 6
- 2025Taccel: Scaling Up Vision-based Tactile Robotics via High-performance GPU Simulationcited by 6
- 2023Learning to Detect Slip through Tactile Estimation of the Contact Force Field and its Entropycited by 4
- 2024Tactile-based Object Retrieval From Granular Mediacited by 4
- 2025TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perceptioncited by 4
- 2021Monocular Depth Estimation for Soft Visuotactile Sensorscited by 3
- 2025GelBelt: A Vision-based Tactile Sensor for Continuous Sensing of Large Surfacescited by 2
- 2026Bench2Dex: Benchmarking Visuo-Tactile Bimanual Dexterous Manipulation Across Dexterous Handscited by 2
- 2026Tac-DINO: Learning Vision-Tactile Features with Patch Alignmentcited by 1
- 2022A Thin Format Vision-Based Tactile Sensor with A Micro Lens Array (MLA)cited by 0
- 2023Towards Design and Development of an ArUco Markers-Based Quantitative Surface Tactile Sensorcited by 0
- 2025A Modularized Design Approach for GelSight Family of Vision-based Tactile Sensorscited by 0
- 2026BiView-Touch: Learning Bimanual Tactile Representations by Cross-Hand Completioncited by 0
- 2026BiView-Touch: Learning Bimanual Tactile Representations by Cross-Hand Completion20 Sep 2026
- 2026Bench2Dex: Benchmarking Visuo-Tactile Bimanual Dexterous Manipulation Across Dexterous Hands14 Sep 2026
- 2026Tac-DINO: Learning Vision-Tactile Features with Patch Alignment10 Jun 2026
- 2026VTAM: Video-Tactile-Action Models for Complex Physical Interaction Beyond VLAs24 Mar 2026
- 2026TaF-VLA: Tactile-Force Alignment in Vision-Language-Action Models for Force-aware Manipulation28 Jan 2026
- 2025TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perception24 Nov 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
- 2025Taccel: Scaling Up Vision-based Tactile Robotics via High-performance GPU Simulation17 Apr 2025
- 2025GelBelt: A Vision-based Tactile Sensor for Continuous Sensing of Large Surfaces9 Jan 2025
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI9 Jul 2024
- 2024Transferable Tactile Transformers for Representation Learning Across Diverse Sensors and Tasks19 Jun 2024
15 more
- 2024Towards Comprehensive Multimodal Perception: Introducing the Touch-Language-Vision Dataset14 Mar 2024
- 2024Tactile-based Object Retrieval From Granular Media7 Feb 2024
- 2023Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysis14 Dec 2023
- 2023Evetac: An Event-based Optical Tactile Sensor for Robotic Manipulation2 Dec 2023
- 2023Towards Design and Development of an ArUco Markers-Based Quantitative Surface Tactile Sensor12 Oct 2023
- 2023See to Touch: Learning Tactile Dexterity through Visual Incentives21 Sep 2023
- 2023The ObjectFolder Benchmark: Multisensory Learning with Neural and Real Objects1 Jun 2023
- 2023Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play21 Mar 2023
- 2023Learning to Detect Slip through Tactile Estimation of the Contact Force Field and its Entropy2 Mar 2023
- 2022A Thin Format Vision-Based Tactile Sensor with A Micro Lens Array (MLA)19 Apr 2022
- 2022ObjectFolder 2.0: A Multisensory Object Dataset for Sim2Real Transfer5 Apr 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
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Finger16 Jun 2021
- 2021Monocular Depth Estimation for Soft Visuotactile Sensors5 Jan 2021
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2023Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysiscited by 99
- 2022ObjectFolder 2.0: A Multisensory Object Dataset for Sim2Real Transfercited by 73
- 2023Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Playcited by 60
- 2024Transferable Tactile Transformers for Representation Learning Across Diverse Sensors and Taskscited by 44
- 2023The ObjectFolder Benchmark: Multisensory Learning with Neural and Real Objectscited by 40
- 2021GelSight Wedge: Measuring High-Resolution 3D Contact Geometry with a Compact Robot Fingercited by 34
- 2023See to Touch: Learning Tactile Dexterity through Visual Incentivescited by 33
- 2022DenseTact: Optical Tactile Sensor for Dense Shape Reconstructioncited by 13
- 2025PolyTouch: A Robust Multi-Modal Tactile Sensor for Contact-rich Manipulation Using Tactile-Diffusion Policiescited by 13
- 2023Evetac: An Event-based Optical Tactile Sensor for Robotic Manipulationcited by 12
- 2021A soft thumb-sized vision-based sensor with accurate all-round force perceptioncited by 9
12 most cited of 25 All 25 (JSON)
- 2026BiView-Touch: Learning Bimanual Tactile Representations by Cross-Hand Completion20 Sep 2026
- 2026Bench2Dex: Benchmarking Visuo-Tactile Bimanual Dexterous Manipulation Across Dexterous Hands14 Sep 2026
- 2026Tac-DINO: Learning Vision-Tactile Features with Patch Alignment10 Jun 2026
- 2025TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perception24 Nov 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
- 2025Taccel: Scaling Up Vision-based Tactile Robotics via High-performance GPU Simulation17 Apr 2025
- 2025GelBelt: A Vision-based Tactile Sensor for Continuous Sensing of Large Surfaces9 Jan 2025
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI9 Jul 2024
- 2024Transferable Tactile Transformers for Representation Learning Across Diverse Sensors and Tasks19 Jun 2024
- 2024Towards Comprehensive Multimodal Perception: Introducing the Touch-Language-Vision Dataset14 Mar 2024
- 2024Tactile-based Object Retrieval From Granular Media7 Feb 2024
12 newest of 25 All 25 (JSON)