https://github.com/WinKawaks/DreamWire

[CVPR 2024] Wired Perspectives: Multi-View Wire Art Embraces Generative AI
https://github.com/WinKawaks/DreamWire

aigc diffusion-models generative-art

Last synced: about 2 months ago
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[CVPR 2024] Wired Perspectives: Multi-View Wire Art Embraces Generative AI

• Host: GitHub
• URL: https://github.com/WinKawaks/DreamWire
• Owner: WinKawaks
• License: apache-2.0
• Created: 2023-11-21T22:32:06.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2024-02-27T14:32:26.000Z (10 months ago)
• Last Synced: 2024-08-01T13:26:56.517Z (5 months ago)
• Topics: aigc, diffusion-models, generative-art
• Homepage: https://dreamwireart.github.io/
• Size: 7.2 MB
• Stars: 76
• Watchers: 6
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        


  

# Wired Perspectives: Multi-View Wire Art 
 Embraces Generative AI




[![Paper](http://img.shields.io/badge/Paper-arxiv.2311.15421-B31B1B.svg)](https://arxiv.org/abs/2311.15421)

[![Conference](http://img.shields.io/badge/CVPR-2024-6790AC.svg)](https://cvpr.thecvf.com/)





[![Page Views Count](https://badges.toozhao.com/badges/01HG0WE973EGR8ENZCAEZR5G4G/green.svg)](https://badges.toozhao.com/stats/01HG0WE973EGR8ENZCAEZR5G4G "Get your own page views count badge on badges.toozhao.com")



Creating multi-view wire art (MVWA), a static 3D sculpture with diverse interpretations from different viewpoints, is a complex task even for skilled artists. In response, we present *DreamWire*, an AI system enabling everyone to craft MVWA easily. Users express their vision through text prompts or scribbles, freeing them from intricate 3D wire organisation. Our approach synergises 3D Bézier curves, Prim's algorithm, and knowledge distillation from diffusion models or their variants (e.g., ControlNet). This blend enables the system to represent 3D wire art, ensuring spatial continuity and overcoming data scarcity. Extensive evaluation and analysis are conducted to shed insight on the inner workings of the proposed system, including the trade-off between connectivity and visual aesthetics. 

![overview](figure/overview.png)

## Link

[Home page](https://dreamwireart.github.io/)

## Citation

```

@inproceedings{qu2023dreamwire,

  title={Wired Perspectives: Multi-View Wire Art Embraces Generative AI},

  author={Qu, Zhiyu and Yang, Lan and Zhang, Honggang and Xiang, Tao and Pang, Kaiyue and Song, Yi-Zhe},

  booktitle={CVPR},

  year={2024}

}

```

## Code

We are working on releasing the code... 🏗️ 🚧 🔨 Please stay tuned!