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--- |
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license: apache-2.0 |
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library_name: diffusers |
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tags: |
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- text-to-image |
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- stable-diffusion |
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- diffusers |
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widget: |
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- text: A samurai warrior in traditional armor holding a katana. |
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output: |
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url: images/000.png |
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- text: A vase of camellias |
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output: |
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url: images/001.png |
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- text: The geysers of Enceladus |
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output: |
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url: images/002.png |
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- text: a serene temple by a lake |
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output: |
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url: images/003.png |
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- text: A fierce lion roaring in the savanna. |
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output: |
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url: images/004.png |
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- text: a quaint lakeside cabin. |
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output: |
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url: images/005.png |
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instance_prompt: A fierce lion roaring in the savanna. |
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datasets: |
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- Chan-Y/Mangaset |
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pipeline_tag: text-to-image |
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--- |
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# MangaDF |
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<Gallery /> |
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## Model Description |
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**Base Model:** [stabilityai/stable-diffusion-3-medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium) |
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**Finetuned On:** Images created by [alvdansen/BandW-Manga](https://huggingface.co/alvdansen/BandW-Manga) |
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## Overview |
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MangaDF is a finetuned version of the ['stabilityai/stable-diffusion-3-medium'](https://huggingface.co/stabilityai/stable-diffusion-3-medium) model. It has been specifically trained to generate bold line portrait illustrations, inspired by manga-style art. The finetuning dataset was created using images generated by the ['alvdansen/BandW-Manga'](https://huggingface.co/alvdansen/BandW-Manga) stable diffusion model, ensuring high-quality and stylistically consistent outputs. |
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## Intended Use |
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This model is designed for artists, illustrators, and enthusiasts who want to create manga-style bold line portraits. It can be used for various purposes, including concept art, character design, and graphic novels. |
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## How to Use |
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To use this model, you need to load it with the diffusers library in Python. Here's a quick start guide: |
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```python |
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from diffusers import DiffusionPipeline |
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import torch |
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pipeline = DiffusionPipeline.from_pretrained( |
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"Chan-Y/MangaDF", |
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torch_dtype=torch.float16 |
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).to("cuda") |
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# Generate an image |
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prompt = "A bold line portrait of a fantasy character" |
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image = pipeline(prompt).images[0] |
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image |
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``` |
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## Training Data |
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The finetuning dataset was created using images generated by the `alvdansen/BandW-Manga` stable diffusion model, which specializes in generating black and white manga-style illustrations. This dataset ensures that the MangaDF model produces high-quality and consistent manga-style bold line portraits. |
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## Contact |
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For any questions or issues, please contact [me](https://www.linkedin.com/in/chanyalcin/) |
