---
license: apache-2.0
base_model:
- stable-diffusion-v1-5/stable-diffusion-v1-5
---

# LoRA Weights for Dual-Flow

<div style='display:flex; gap: 0.25rem; align-items: center'>
<a href="https://arxiv.org/pdf/2502.02096"><img src="https://img.shields.io/badge/arXiv-Paper-red"></a>
<a href="https://github.com/Chyxx/Dual-Flow"><img src="https://img.shields.io/badge/GitHub-Code-green"></a>
</div>

We provide LoRA weights trained for multi-target tasks using `Res152` and `Incv3` as surrogate models, as well as weights further fine-tuned for 8 individual classes.


#### Old Weights (for Reproducing Paper Results)
| Source | Multi-Targeted | 62 | 150 | 426 | 507 | 590 | 715 | 843 | 952 |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| Res152  |[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/multi.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/62.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/150.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/426.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/507.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/590.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/715.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/843.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152_paper/952.safetensors)|
| Incv3 |[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/multi.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/62.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/150.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/426.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/507.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/590.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/715.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/843.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3_paper/952.safetensors)|


#### New Weights

| Source | Multi-Targeted | 62 | 150 | 426 | 507 | 590 | 715 | 843 | 952 |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| Res152 |[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/multi.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/62.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/150.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/426.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/507.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/590.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/715.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/843.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/res152/952.safetensors)|
| Incv3  |[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/multi.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/62.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/150.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/426.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/507.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/590.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/715.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/843.safetensors)|[LoRA](https://huggingface.co/cyxxxxxxxxxx/Dual-Flow/resolve/main/incv3/952.safetensors)|


## Citation
If you find Dual-Flow is useful in your research or applications, please consider giving us a star 🌟 and citing it by the following BibTeX entry.

```bibtex
@article{chen2025dual,
  title={Dual-Flow: Transferable Multi-Target, Instance-Agnostic Attacks via In-the-wild Cascading Flow Optimization},
  author={Chen, Yixiao and Sun, Shikun and Li, Jianshu and Li, Ruoyu and Li, Zhe and Xing, Junliang},
  journal={arXiv preprint arXiv:2502.02096},
  year={2025}
}
```