Here is model, add character skeletons to a forest scene generated by SD, and keep the background unchanged to generate controllable characters

https://huggingface.co/spaces/hirol/controlnetOverMask

ControlnetWithBackground

Controlnet

Inpainting

Stable diffusion

Use controlnet to generate sketches and characters, and keep the background unchanged.

Usually when we generate a very perfect background image, we want to add image elements, but using controlnet directly will affect the original background. This project aims to add elements to the page while keeping the background unchanged, and can directly operate on the original background.

Support skeletal character generation and sketch generation.

Optimize an inpaint model for the general domain against the stablediffusion-inpaint model.

from diffusers import StableDiffusionControlNetPipeline, ControlNetModel, UniPCMultistepScheduler

controlnet = ControlNetModel.from_pretrained("./models/control_any5_openpose", torch_dtype=torch.float16)

Two modes, openpose control and manuscript control

openpose control

Add character skeletons to a forest scene generated by SD, and keep the background unchanged to generate controllable characters