Tactile Sensing for Robotic Manipulation

Overview

This field studies how robots can use touch—such as pressure maps, shear, vibration, and contact geometry—to perceive interactions that cameras may miss. Researchers build optical, resistive, capacitive, and acoustic sensors, then use tactile feedback for tasks such as stable grasping, slip correction, delicate force control, and peg insertion. Learning approaches range from fast reactive controllers and tactile state estimators to vision-tactile policies, world models, and simulation-to-real training; benchmarks increasingly test different sensors, robot hands, and contact-rich tasks. A central challenge is making tactile representations and policies transfer across sensors and settings, since the value of touch depends on the task and simply adding tactile input does not guarantee better control.

Latest papers

CardsList

178 papers33 papers in the last four weeks, down 6% on the four weeks before. 0.2% of all new papers.

  1. TORL-VLA: Tactile Guided Online Reinforcement Learning for Contact-Rich Manipulation

    Jun 8, 2026Huaihang Zheng, Yi Yang, Kai Ma +8RL for RoboticsLong-Horizon Robotic Manipulation

  2. EgoTactile: Learning Grasp Pressure for Everyday Objects from Egocentric Video

    Jun 8, 2026Yuan Zeng, Yujia Shi, Tiao Tan +6Vision-Based Tactile SensingVideo Diffusion Models

  3. RGB-S: Image-Aligned Tactile Saliency for Robust Dexterous Manipulation

    Jun 7, 2026Shengcheng Luo, Kefei Wu, Xiaoying Zhou +3Contact-Rich Robotic ManipulationVisuo-Tactile Representation Learning

  4. Dream-Tac: A Unified Tactile World Action Model for Contact-Rich Robot Manipulation

    Jun 7, 2026Yunfan Lou, Yifan Ye, Yankai Fu +7World Models for RoboticsContact-Rich Robotic Manipulation

  5. Multi-Resolution Tactile Imitation Learning for Contact-Rich Robotic Manipulation

    Jun 4, 2026Rickmer Krohn, Erik Helmut, Niklas Funk +3Tactile SensingContact-Rich Robotic Manipulation

  6. Learning Controlled Separation of Small Objects Between Two Fingers with a Tactile Skin

    May 29, 2026Ulf Kasolowsky, Berthold BäumlTactile Sensing for Robotic Manipulation

  7. ARISTO Hand: Sensing-Driven Distal Hyperextension for Fine-Grained Manipulation

    May 28, 2026Aaron Kim, Dong Ho Kang, Mark Helwig +4Robotic Hand DesignRobotic Grasping

  8. Beyond Binary: Sim-to-Real Dexterous Manipulation with Physics-Grounded Contact Representation

    May 27, 2026Jiahe Pan, Stelian Coros, Jitendra Malik +1RL for RoboticsTactile Sensing

  9. InvariantCloud: A Globally Invariant, Uniquely Indexed Point Cloud Framework for Robust 6-DoF Tactile Pose Tracking

    May 24, 2026Pengfei Ye, Yuxiang Ma, Yi Zhou +3Vision-Based Tactile SensingObject Pose Estimation

  10. TactileReflex: Noise-Statistics-Driven Vision-Tactile Reflex Control for Force-Sensitive Manipulation

    May 22, 2026Ziyan Feng, Yulong Fu, Zheng Li +6Robotic ControlVision-Based Tactile Sensing

  11. TacO: Benchmarking Tactile Sensors for Object Manipulation

    May 21, 2026Anya Zorin, Zilin Si, Myungsun Park +11Tactile SensingContact-Rich Robotic Manipulation

  12. roto 2.0: The Robot Tactile Olympiad

    May 20, 2026Elle Miller, Jayaram Reddy, Ayush Deshmukh +4RL for RoboticsDexterous Manipulation

  13. VBT-MPC: Vision-Based Tactile MPC for Contour Following

    May 19, 2026Edison Velasco-Sanchez, Luis F. Recalde, Guanrui Li +1Vision-Based Tactile SensingTactile Sensing

  14. TacSE3: Equivariant SE(3) Motion Estimation from Low-Texture Visuotactile Images for In-Gripper Tracking and Compensation

    May 18, 2026Zhongyuan Liao, Junzhe Wang, Qingyang Liu +6Tactile SensingObject Pose Estimation

  15. Tactile-based Multimodal Fusion in Embodied Intelligence: A Survey of Vision, Language, and Contact-Driven Paradigms

    May 17, 2026Zhixiang Cao, Di Tian, Runwei Guan +11Tactile SensingMultimodal Generation

  16. A Visuo-Tactile Data Collection System with Haptic Feedback for Coarse-to-Fine Imitation Learning

    May 9, 2026Yeseung Kim, Nayoung Oh, Jun Park +2Haptic FeedbackImitation Learning

  17. AT-VLA: Adaptive Tactile Injection for Enhanced Feedback Reaction in Vision-Language-Action Models

    May 8, 2026Xiaoqi Li, Muhe Cai, Jiadong Xu +5Contact-Rich Robotic ManipulationVLM Adaptation

  18. TouchDrive: Electronics-Free Tactile Sensing Interface for Assistive Grasping

    May 7, 2026Jing Xu, Xuezhi Niu, Didem Gurdur Broo +1Tactile SensingHaptic Feedback

  19. Reduced-order Neural Modeling with Differentiable Simulation for High-Detail Tactile Perception

    May 6, 2026Yuhu Guo, Zhikai Shen, Jiasheng Qu +4Neural Surrogate ModelingMaterial Point Method

  20. From Reach to Insert: Tactile-Augmented Precision Assembly under Sub-Millimeter Tolerances

    May 6, 2026Xinpan Meng, Siyao Huang, JingPu Yang +6RL for RoboticsContact-Rich Robotic Manipulation

  21. ShapeGrasp: Simultaneous Visuo-Haptic Shape Completion and Grasping for Improved Robot Manipulation

    May 4, 2026Lukas Rustler, Matej HoffmannRobotic Grasping3D Reconstruction

  22. Learning Tactile-Aware Quadrupedal Loco-Manipulation Policies

    Apr 29, 2026Pokuang Zhou, Yuhao Zhou, Quan Khanh Luu +7Legged RoboticsRL for Robotics

  23. VTouch++: A Multimodal Dataset with Vision-Based Tactile Enhancement for Bimanual Manipulation

    Apr 22, 2026Qianxi Hua, Xinyue Li, Zheng Yan +4Vision-Based Tactile SensingRobot Manipulation Datasets

  24. ETac: A Lightweight and Efficient Tactile Simulation Framework for Learning Dexterous Manipulation

    Apr 22, 2026Zhe Xu, Feiyu Zhao, Xiyan Huang +1Robotic GraspingRobotics Simulation

  25. Learning Versatile Humanoid Manipulation with Touch Dreaming

    Apr 14, 2026Yaru Niu, Zhenlong Fang, Binghong Chen +8Humanoid Loco-ManipulationContact-Rich Robotic Manipulation

  26. OmniUMI: Towards Physically Grounded Robot Learning via Human-Aligned Multimodal Interaction

    Apr 12, 2026Shaqi Luo, Yuanyuan Li, Youhao Hu +7Robot LearningContact-Rich Robotic Manipulation

  27. How to Train your Tactile Model: Tactile Perception with Multi-fingered Robot Hands

    Apr 1, 2026Christopher J. Ford, Kaichen Shi, Laura Butcher +2Tactile SensingTactile Sensing for Robotic Manipulation