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Apply screentone to line drawings or colored illustrations with diffusion models.

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Sketch2Manga

arXiv

Apply screentone to line drawings or colored illustrations with diffusion models.


Sketch2Manga - Drag and drop into ComfyUI to load the workflow (Source @ini_pmh)


Illustration2Manga - Drag and drop into ComfyUI to load the workflow (Source @curecu8)

Usage

Preperation

Install pytorch

Install ComfyUI or stable-diffusion-webui, download a diffusion model for colorization (the demo used meinapastel for ComfyUI, anything-v4.5 for sd-webui) and control_v11p_sd15_lineart.
Download the finetuned vae and diffusion model for screening.

ComfyUI

Clone this repo to the ComfyUI directory and install dependencies:

git clone https://github.com/dmMaze/sketch2manga [ComfyUI Directory]/custom_nodes/sketch2manga
cd [ComfyUI Directory]/custom_nodes/sketch2manga 
pip install -r requirements.txt

Launch ComfyUI, drag and drop the figure above to load the workflow.

Gradio Demo

Clone this repo and install dependencies, launch sd-webui with argument --api, and run

python gradio_demo/launch.py

SD-WebUI API

There is an example webuiapi_demo.ipynb showcasing inference using SD-WebUI API, it is a bit outdated though, but the logic applied is the same.

Comparsion

Our Illustration to Manga method compared with Mimic Manga (considered as SOTA)

Illustration (Input) Mimic Manga Ours
Input MimicManga Ours

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Apply screentone to line drawings or colored illustrations with diffusion models.

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