This repo promises transparent layers, then sends you away

What it does

LayerDiffuse is positioned as a way to generate transparent image layers—think PNGs with alpha channels—using a technique the authors call “latent transparency.” In reality, this repository is purely a directory; the runnable integrations for Stable Diffusion WebUI (Forge), Diffusers CLI, and other platforms are maintained in separate repos linked from the README.

The interesting bit

It is unusual for a project with this much attention to function entirely as a signpost, with no code, models, or paper in sight. The README does not explain how latent transparency actually works, leaving the core innovation as an exercise for the reader—or for the other repositories.

Key highlights

• Acts as a central index for platform-specific LayerDiffuse implementations
• Currently links to working Forge WebUI and Diffusers CLI versions
• Plans to support ComfyUI, Fooocus, and original SD WebUI are noted
• Gradio demos, Hugging Face Spaces, and training data are all marked “coming soon”

Caveats

• No code, weights, or technical details live in this repository
• Multiple promised releases lack timelines beyond “highest priority”
• The mechanics of “latent transparency” remain undefined on this page

Verdict

Follow this if you want a curated map to transparent diffusion tools, but skip it if you are looking to read the method, train your own model, or run anything directly.