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about own datasets #40

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fumoab opened this issue Dec 27, 2024 · 8 comments
Open

about own datasets #40

fumoab opened this issue Dec 27, 2024 · 8 comments

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@fumoab
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fumoab commented Dec 27, 2024

Hello, thank you very much for your work on the stylized dataset. As a beginner in this field, I want to conduct experiments by training with my own private dataset. I plan to create my own content images and manually create their content text descriptions. For the style aspect, I will use your StyleGallery.jsonl file. Could you please provide me with some steps or suggestions?

@Jeoyal
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Jeoyal commented Dec 27, 2024

Hi @fumoab , thank you for your interest in our work. What are your content images look like?

@fumoab
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fumoab commented Dec 27, 2024

Hi @fumoab , thank you for your interest in our work. What are your content images look like?

Thank you for your reply. My content images are water meters in various styles, and I have resized them to 320*320. Additionally, I manually wrote text descriptions for them and created corresponding txt files, with a directory structure like:

image
--000001.jpg
--000002.jpg
...
txt
--000001.txt
--000002.txt
...

I suspect I might need to adjust them further (resize to 512*512) and add them to StyleGallery.jsonl (setting them as styleless?) or adjust them and train on the basis of StableDiffusion v1.5.

@Jeoyal
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Jeoyal commented Dec 27, 2024

Could you please post some of your content images on this issue window?

@fumoab
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fumoab commented Dec 27, 2024

Could you please post some of your content images on this issue window?

no problem!
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@Jeoyal
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Jeoyal commented Dec 27, 2024

What will your final stylized image look like?

@fumoab
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fumoab commented Dec 27, 2024

What will your final stylized image look like?

These are images I generated using traditional style transfer techniques.
04400200011455_train_1
04400200011455_train_2
04400200011455_train_3

@Jeoyal
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Jeoyal commented Dec 27, 2024

I suggest you to inference on our StyleShot_lineart, a version taking the lineart of content image as highly detailed control.

@fumoab
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fumoab commented Dec 27, 2024

I suggest you to inference on our StyleShot_lineart, a version taking the lineart of content image as highly detailed control.

Thank you very much, I'm going to try it!

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