Confused about dataset

[chenj02]

Great work! But I'm a litle confused about training data. It seems that StyleShot need data like, content-style-stylized image, but in the data tutorial I didn't see this preparation step? Can you explain more clearly? Thanks!

[Jeoyal]

Hi @chenj02 , thank your for your interest in our work. StyleShot follows the self-supervised training paradigm, which means reference image-style image-ground truth are processed from the same image input.
Specifically, when training stage 1, the input image will be partitioned and further processed into style embeddings by our style-aware encoder.
And in stage 2, the input image is contoured into a content image.
Although the style and content inputs are derived from the same image, they are decoupled to distinctly represent style and content, respectively.

[chenj02]

Hi @chenj02 , thank your for your interest in our work. StyleShot follows the self-supervised training paradigm, which means reference image-style image-ground truth are processed from the same image input. Specifically, when training stage 1, the input image will be partitioned and further processed into style embeddings by our style-aware encoder. And in stage 2, the input image is contoured into a content image. Although the style and content inputs are derived from the same image, they are decoupled to distinctly represent style and content, respectively.

oh! Thank you for quick reply! I understand it! I have one more question: will the StyleGallery be fully organized and open-sourced?

[Jeoyal]

Hi, we have released the JSON file and dataset tutorial of StyleGallery.
StyleGallery includes three open-sourced dataset JourneyDB, WIKIART, and a subset of stylized images from MultiGen-20M ( A subset of LAION-Aesthetics).
Before proceeding StyleGallery with further processing, you need to download these three datasets.

[chenj02]

Thanks very much!