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

Project Page | Paper | ManiCups Dataset | Models

Conda Environment

conda env create -f environment.yaml
conda activate cycle

Training

This implementation builds upon ControlNet.
Please redirect to this document on how to train the model.

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",
}