Skip to content

HannesImitation is an imitation learning approach to control the Hannes prosthetic hand with a single Diffusion Policy to grasp several objects in diverse scenarios.

License

Notifications You must be signed in to change notification settings

hsp-iit/HannesImitation

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

51 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

HannesImitation: Grasping with the Hannes Prosthetic Hand via Imitation Learning

hannes_imitation_overview

HannesImitation is an imitation learning-based approach that trains a single grasping policy across diverse objects and environments. The learned policy is deployed on the Hannes prosthetic hand, enabling control of wrist orientation and hand closure. The main contributions are

  • HannesImitationPolicy: The novel application of Diffusion Policy to control a prosthetic hand equipped with and anthropomorphic wrist.
  • HannesImitationDataset: A novel dataset for imitation learning with the Hannes prosthetic hand for grasping on unstructured scenarios.

🛠️ Installation

To set up the environment and dependencies, please follow the installation instructions provided in the Diffusion Policy repository: https://github.com/real-stanford/diffusion_policy.

The HannesImitation project builds on top of that setup.

📂 Dataset

The HannesImitationDataset is available at: https:...

📚 Learn more

📄 Preprint available on arXiv: https://arxiv.org/abs/your-arxiv-id.

🤝 Citation

If you found this useful, you could cite the article as follows:

@inproceedings{...,
  title={HannesImitation: Grasping with the Hannes Prosthetic Hand via Imitation Learning},
  author={...},
  booktitle={...},
  pages={...},
  year={...},
  organization={...}
}

📬 Contacts

If you have any questions, please feel free to contact Carlo Alessi.

About

HannesImitation is an imitation learning approach to control the Hannes prosthetic hand with a single Diffusion Policy to grasp several objects in diverse scenarios.

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Contributors 3

  •  
  •  
  •