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Localization & NLP

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Wednesday, 5 October 2022

Japanese Stable Diffusion

Hugging Face Blog 3 years ago

rinna Co., Ltd. fine-tuned Stable Diffusion on approximately 100 million Japanese-captioned images to create a text-to-image model that accepts Japanese prompts and generates culturally appropriate images. The Japanese dataset used was 1/20th the size of the English training data, requiring a two-stage training approach that first replaced the text encoder and then fine-tuned both the encoder and diffusion model jointly. Japanese Stable Diffusion can now interpret Japanese-specific terms like "salary man" and cultural expressions that don't translate well to English, enabling generation of images reflecting Japanese culture rather than Western aesthetics.