Cable Routing and Assembly using Tactile-driven Motion Primitives


Achu Wilson*1
Helen Jiang*1
Wenzhao Lian2
Wenzhen Yuan1


Carnegie Mellon University
Intrinsic Innovation


In ICRA 2023






Goal-conditioned cable manipulation using visual-tactile perception. Given an RGBD image of a goal configuration, our system parses the task, generates reference trajectories, and applies a sequence of tactile-guided motion primitives to accomplish a cable routing and assembly task.



Abstract

Manipulating cables is challenging for robots because of the infinite degrees of freedom of the cables and frequent occlusion by the gripper and the environment. These challenges are further complicated by the dexterous nature of the operations required for cable routing and assembly, such as weaving and inserting, hampering common solutions with vision-only sensing. In this paper, we propose to integrate tactile-guided low-level motion control with high-level vision-based task parsing for a challenging task: cable routing and assembly on a reconfigurable task board. Specifically, we build a library of tactile-guided motion primitives using a fingertip GelSight sensor, where each primitive reliably accomplishes an operation such as cable following and weaving. The overall task is inferred via visual perception given a goal configuration image, and then used to generate the primitive sequence. Experiments demonstrate the effectiveness of individual tactile-guided primitives and the integrated end-to-end solution, significantly outperforming the method without tactile sensing. Our reconfigurable task setup and proposed baselines provide a benchmark for future research in cable manipulation.




Paper

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Cable Routing and Assembly using Tactile-driven Motion Primitives

Achu Wilson*, Helen Jiang*, Wenzhao Lian, and Wenzhen Yuan

@InProceedings{wilson2023cable
    title = {Cable Routing and Assembly using Tactile-driven Motion Primitives},
    author = {Wilson, Achu and Jiang, Helen and Lian, Wenzhao and Yuan, Wenzhen},
    booktitle = {International Conference on Robotics and Automation (ICRA)},
    year = {2023}
  }
            




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