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--- |
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license: creativeml-openrail-m |
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language: |
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- en |
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thumbnail: "https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/resolve/main/example/IMG_9234_cunet_anime_noise0.jpg" |
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tags: |
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- stable-diffusion |
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- stable-diffusion-diffusers |
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- text-to-image |
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datasets: |
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- Norod78/caricature-portraits-blip-captions-512 |
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inference: true |
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--- |
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# Caricature portraits diffusion model |
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Stable Diffusion v1.5 fine tuned on the 2D Caricature Dataset from [3D-CariGAN](https://github.com/qq775193759/3D-CariGAN) cropped to 512x512 and blip captioned |
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If you want more details on how to generate your own blip cpationed dataset see this [colab](https://colab.research.google.com/gist/Norod/ee6ee3c4bf11c2d2be531d728ec30824/buildimagedatasetwithblipcaptionsanduploadtohf.ipynb) |
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Training was done using this Hugging-Face's text to image training [script](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image.py) |
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## About |
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Put in a text prompt and generate caricatures |
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## AUTOMATIC1111 webui checkpoint |
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The [main](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/tree/main) folder contains a .safetensors file to be put in [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) "stable-diffusion-webui/models/Stable-diffusion" folder and used to generate images |
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## Dataset and Training |
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Finetuned for 10,000 iterations upon [runwayml/stable-diffusion-v1-5](https://huggingface.co/runwayml/stable-diffusion-v1-5) on [BLIP captioned portraits portraits](https://huggingface.co/datasets/Norod78/caricature-portraits-blip-captions-512) using 1xA5000 GPU on my home desktop computer |
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Trained by [@Norod78](https://twitter.com/Norod78) |
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## The original Caricature dataset citation credits |
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``` |
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@article{ye2021caricature, |
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author = {Ye, Zipeng and Xia, Mengfei and Sun, Yanan and Yi, Ran and Yu, Minjing and Zhang, Juyong and Lai, Yu-Kun and Liu, Yong-Jin}, |
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title = {3D-CariGAN: An End-to-End Solution to 3D Caricature Generation from Normal Face Photos}, |
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journal = {IEEE Transactions on Visualization and Computer Graphics}, |
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year = {2021}, |
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doi={10.1109/TVCG.2021.3126659}, |
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} |
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``` |
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