Flux-SimplePoster

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

• Paper
• Official GitHub
• Internal inference project

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

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

For inference code and setup instructions, see the official GitHub repository.

Recommended inference settings

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

Citation

@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.