CoDi

<h1 align="center"> CoDi:Subject-Consistent and Pose-Diverse Text-to-Image Generation <br> </h1> <div align="center"> <a href="https://arxiv.org/pdf/2507.08396" style="display: inline-block;"> <img src="https://img.shields.io/badge/arXiv%20paper-2507.08396-b31b1b.svg" alt="arXiv" style="height: 20px; vertical-align: middle;"> </a>&nbsp; <a href="https://zhanxin-gao.github.io/CoDi/" style="display: inline-block;"> <img src="https://img.shields.io/badge/Project_page-More visualizations-green" alt="project page" style="height: 20px; vertical-align: middle;"> </a>&nbsp; <a href="https://www.youtube.com/watch?v=sSzHHK4q1Dc" style="display: inline-block;"> <img src="https://img.shields.io/badge/Video-Presentation-blue" alt="project page" style="height: 20px; vertical-align: middle;"> </a>&nbsp; </div> <p align="center"> <a href="#model-architecture">Model Architecture</a> • <a href="#how-to-use">How To Use</a> • <a href="#citation">Citation</a> • <a href="#acknowledgement">Acknowledgement</a> • <a href="#visualization">Visualization</a> </p>

Model Architecture

How To Use

# Clone this repository
$ git clone https://github.com/NJU-PCALab/CoDi

# Go into the repository
$ cd CoDi

### Install dependencies ###
$ conda env create --file environment.yml
$ conda activate codi
### Install dependencies ENDs ###

# Run infer code
$ python main.py

# Run benchmark generation code
$ python gen_benchmark.py

Citation

If our work assists your research, feel free to give us a star ⭐ or cite us using:

@article{gao2025codi,
  title={Subject-Consistent and Pose-Diverse Text-to-Image Generation},
  author={Gao, Zhanxin and Zhu, Beier and Yao, Liang and Yang, Jian and Tai, Ying},
  journal={arXiv preprint arXiv:2507.08396},
  year={2025}
}

Acknowledgement

We gratefully acknowledge the following repositories for providing useful components and functions that contributed to our work.

• ConsiStory
• 1Prompt1Story

Visualization

Qualitative Results

<figure style="display: inline-block; margin: 20px; text-align: center; max-width: 700px;"> <img src="./teaser/qualtative_results.jpeg" alt="other_model" style="width: 100%;"> </figure>

Long Story Image Generation

<div align="center"> <figure style="display: inline-block; margin: 20px; text-align: center; max-width: 700px;"> <img src="./teaser/long_story.jpeg" alt="long_story" style="width: 100%;"> </figure>