https://github.com/sled-group/cyclenet

Official Code for NeurIPS 2023 Paper: CycleNet: Rethinking Cycle Consistent in Text‑Guided Diffusion for Image Manipulation
https://github.com/sled-group/cyclenet

cycle-consistency cyclegan diffusion-models image-edit

Last synced: 3 months ago
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Official Code for NeurIPS 2023 Paper: CycleNet: Rethinking Cycle Consistent in Text‑Guided Diffusion for Image Manipulation

• Host: GitHub
• URL: https://github.com/sled-group/cyclenet
• Owner: sled-group
• License: apache-2.0
• Created: 2023-03-27T03:49:53.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2023-10-24T21:28:27.000Z (over 1 year ago)
• Last Synced: 2024-08-01T18:37:56.806Z (6 months ago)
• Topics: cycle-consistency, cyclegan, diffusion-models, image-edit
• Language: Python
• Homepage: https://cyclenetweb.github.io/
• Size: 585 KB
• Stars: 58
• Watchers: 6
• Forks: 4
• Open Issues: 6
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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• awesome-diffusion-categorized - [Code

README

        
# CycleNet

**This repository is still actively under construction!**

This is the official implementation of:

CycleNet: Rethinking Cycle Consistency in Text-Guided Diffusion for Image Manipulation  

Sihan Xu*, Ziqiao Ma*, Yidong Huang, Honglak Lee, Joyce Chai  

University of Michigan, LG AI Research  

[NeurIPS 2023](https://neurips.cc/virtual/2023/poster/69913)

### [Project Page](https://cyclenetweb.github.io) | [Paper](http://arxiv.org/abs/2310.13165) | [ManiCups Dataset](https://huggingface.co/datasets/sled-umich/ManiCups) | [Models](https://huggingface.co/sled-umich/CycleNet)

## Conda Environment

```

conda env create -f environment.yaml

conda activate cycle

```

## Training

This implementation builds upon [ControlNet](https://github.com/lllyasviel/ControlNet).  

Please redirect to this document on how to [train the model](./docs/train.md).

## Citation

```

@inproceedings{xu2023cyclenet,

    title = "CycleNet: Rethinking Cycle Consistent in Text‑Guided Diffusion for Image Manipulation",

    author = "Xu, Sihan and Ma, Ziqiao and Huang, Yidong and Lee, Honglak and Chai, Joyce",

    booktitle = "Advances in Neural Information Processing Systems (NeurIPS)",

    year = "2023",

}

```