| --- |
| library_name: diffusers |
| tags: |
| - diffusion |
| - image-decomposition |
| - rgba |
| - layered-image-editing |
| - synlayers |
| --- |
| |
| # SynLayers Stage 2 Checkpoints |
|
|
| This repository hosts the **Stage 2 checkpoints and runtime assets** for SynLayers, our real-world image layer decomposition system. |
|
|
| The main assets in this repo include: |
|
|
| - `SynLayers_checkpoints/FLUX.1-dev` |
| - `SynLayers_checkpoints/FLUX.1-dev-Controlnet-Inpainting-Alpha` |
| - `SynLayers_ckpt/step_120000` |
| - `ckpt/trans_vae/0008000.pt` |
| - `ckpt/pre_trained_LoRA` |
| - `ckpt/prism_ft_LoRA` |
|
|
| These assets are used by our public Space: |
| [SynLayers/synlayers](https://huggingface.co/spaces/SynLayers/synlayers) |
|
|
| The full SynLayers system has two stages: |
|
|
| 1. bbox + whole-caption prediction from [`SynLayers/Bbox-caption-8b`](https://huggingface.co/SynLayers/Bbox-caption-8b) |
| 2. layer decomposition into transparent RGBA outputs using this repository |
|
|
| This repository is intended for the SynLayers decomposition pipeline. It is not meant to be loaded as a single generic `DiffusionPipeline(prompt)` model. |
|
|
| For more details, please check our paper: |
| [https://arxiv.org/abs/2605.15167](https://arxiv.org/abs/2605.15167) |
|
|
| If you find our work useful, please consider citing: |
|
|
| ```bibtex |
| @article{wu2026does, |
| title={Does Synthetic Layered Design Data Benefit Layered Design Decomposition?}, |
| author={Wu, Kam Man and Yang, Haolin and Chen, Qingyu and Tang, Yihu and Chen, Jingye and Chen, Qifeng}, |
| journal={arXiv preprint arXiv:2605.15167}, |
| year={2026} |
| } |
| ``` |
|
|
| Thanks for trying SynLayers. |
|
|
