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Vocabulary-Free 3D Instance Segmentation with Vision and Language Assistant

Welcome to the official repository for Vocabulary-Free 3D Instance Segmentation with Vision and Language Assistant! This repository hosts the source code, documentation, and resources for the PoVo project.

News

  • The paper has been accepted by 3DV 2025 🔥.
  • We have released the main model code and are currently fine-tuning it. Stay tuned for updates!

About PoVo

PoVo is a 3D Instance Segmentation method that can identify all object instances in a point cloud while associating them with semantic labels, without relying on any predefined vocabulary.

Visit the PoVo website to explore more details about the project, methodology, and results.

Contributing

We welcome and encourage contributions to the PoVo project! If you'd like to contribute:

  1. Fork this repository.
  2. Create a new branch for your changes.
  3. Submit a pull request with a detailed description of your modifications.

Before contributing, please review our contribution guidelines.

Acknowledgments

We extend our gratitude to all contributors and supporters of the PoVo project. Your valuable insights and contributions drive innovation and progress in the field of 3D and language-based AI systems.

Contact

For questions, issues, or collaboration opportunities:

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Website License

This project is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License.

Creative Commons License

For more information, visit the Creative Commons License page.

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CODE for 3DV 2025

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