Summary

This paper presents a tactile-reactive gripper that integrates a Visuo-Tactile Active Palm (VTAP) and compliant, reconfigurable fingers equipped with tactile array sensors. The design exploits structured finger-palm synergy and multi-modal perception to achieve both robust grasping and fine manipulation. The actuated bi-modal palm seamlessly combines long-range visual localization with contact-rich tactile feedback, substantially extending the system's manipulation capability. To bridge the embodiment gap between human hand motion and the heterogeneous three-finger structure, we further propose a staged, gesture-conditioned retargeting framework for dexterous teleoperation. Extensive experiments validate the system across a range of challenging tasks: reactive grasping of YCB and fragile objects, in-hand syringe reorientation and plunger actuation, singulation of clustered objects down to 3 mm in diameter, and vision-tactile peg-in-hole insertion. Results demonstrate that high manipulation performance can be achieved through coordinated finger-palm interaction and multi-modal sensing, without resorting to high degrees of freedom anthropomorphic designs. The VTAP gripper and its retargeting framework offer a practical reference architecture for dexterous gripper design, manipulation, and contact-rich data collection in support of learning-based approaches.

Design

Mechanical

overview

Sensing

Fingertip tactile sensor
FlexiTac Fingertip Sensing
Visuo-tactile active palm
Visuo-Tactile Active Palm

Retargeting Framework

framework

Overview of the proposed retargeting framework for teleoperated dexterous manipulation. (a) Experimental setup. (b) Gesture recognition for selecting grasp primitives of the reconfigurable three-finger gripper (cage, power, and pinch). (c) Key optimization objectives for human-to-gripper retargeting. (d) Mapping of thumb-index rolling motions to the gripper's adduction/abduction DOF for fine in-hand singulation.

Experiments

Tactile-Reactive Grasping

Soccer Ball
Baseball
Rope
Wide Box
Drill
Hammer
Potato Chip
Light bulb
Strawberry

In-Hand Object Reorientation



Singulation


Human Teleoperation
Mung Bean
Gummy Bear
Chocolate Candy
4mm Steel Ball
Swab

Videos of in-hand singulation across five representative objects with varying size, geometry, and stiffness. Each video shows the transition from an initial multi-object grasp with multiple tactile contact patterns, through object removal during in-hand manipulation, to successful isolation of a single object verified by a distinct tactile contact pattern on each fingertip.


Dexterous In-Hand Manipulation


In-hand syringe reorientation and plunger actuation via teleoperation using the proposed gripper. The sequence illustrates pinch-based grasping, in-hand reorientation to align the syringe outlet, and coordinated palm actuation for controlled plunger depression.


Autonomous Peg-in-Hole Insertion


Peg-in-hole insertion enabled by the bi-modal actuated palm. Vision mode is used for initial pose estimation, followed by tactile-based hole localization through edge extraction and circle fitting. Finally, the robotic arm adjusts the end-effector pose based on the estimated hole center and executes peg insertion with a 1 mm tolerance.

Bibtex

If you find this work useful, please consider citing:


@article{zhou2026vtap,
      title={VTAP Gripper: Synergizing Fingertip Sensing and a Visuo-Tactile Active Palm for Dexterous In-Hand Manipulation},
      author={Yuhao Zhou and Sheeraz Athar and Zhixian Hu and Binghao Huang and Yunzhu Li and Juan Wachs and Yu She},
      journal={arXiv preprint arXiv:2607.15448},
      year = {2026}
    }

Acknowledgements

The authors would like to thank Zhonghao Mai for helping with the VR hand-keypoint acquisition module.

This work was supported in part by the National Science Foundation under Award 2423068 and Award 2520136; and in part by the U.S. Department of Agriculture under Award 2023-67021-39072 and Award 2024-67021-42878. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the funding agencies.


Fun Facts

From start to submission: 2 months. The palm finished just 10 days before the deadline.