---
pipeline_tag: image-to-image
tags:
  - flux
  - product-poster-generation
  - text-rendering
  - image-generation
  - cvpr-2026
language:
  - en
  - zh
---

# Flux-SimplePoster

Official SIMPLEPOSTER inference checkpoint for **SIMPLEPOSTER: A Simple Baseline for Product Poster Generation** (CVPR 2026).

- [Paper](https://arxiv.org/abs/2605.08784)
- [Official GitHub](https://github.com/Alibaba-VELLDEPTH/SIMPLEPOSTER)
- [Internal inference project](https://code.alibaba-inc.com/Alibaba-Yufeng/simple_poster)

## Model file

| File | Description |
|---|---|
| `dit.pth` | SIMPLEPOSTER DiT checkpoint (`checkpoint_0041012`) |

The checkpoint is used together with the FLUX.1-dev autoencoder and Qwen2.5-VL-7B-Instruct. Those dependency weights are not included in this repository and remain subject to their respective licenses and terms.

## Download

```bash
hf download Alibaba-VELLDEPTH/Flux-SimplePoster dit.pth --local-dir models
```

For inference code and setup instructions, see the [official GitHub repository](https://github.com/Alibaba-VELLDEPTH/SIMPLEPOSTER).

## Recommended inference settings

- Resolution: 1024 × 1024
- Sampling steps: 50
- `guidance_scale`: 4.5
- `guidance`: 30
- Seed: 100

## Citation

```bibtex
@article{simpleposter2026,
  title={SIMPLEPOSTER: A Simple Baseline for Product Poster Generation},
  author={Cui, Benlei and Zeng, Fangao and Jiang, Weitao and Zhai, Yuwen and Hong, Haiwen and Huang, Longtao and Xue, Hui and Shang, Wenxiang and Huang, Pipei},
  journal={arXiv preprint arXiv:2605.08784},
  year={2026}
}
```

## Intended use and limitations

This checkpoint is intended for research on product-poster generation. Generated text can contain spelling, typography, or layout errors. Users are responsible for reviewing generated content and complying with applicable laws, third-party rights, and the terms of all dependency models.