Training essentials for custom style models

Explore strategies and best practices for training custom style models.

Custom models trained on a style will identify the look and feel of the assets to generate similar images when prompted.

Images

To train an effective style model:

• Provide similar aesthetics: Include images that show various scenes and objects while maintaining the same look and feel.
• Use various images: Use as many images as you can to prevent the model from focusing too much on unwanted objects or subjects.
  
• Avoid any fixed phrases: A fixed pattern has a bigger weight than other phrases. For example, if every caption contains "The background is solid black" or “cute cartoon styles” the model will depend on this phrase, and any testing prompt without it will not generate the desired results. 
  

Captions

• Keep image captions short and concise. We recommend no more than 15-18 words. 
  
• The captions should call out details that allow Firefly to gain context about the style. 
• Focus on what is unique about each image using terminology that your Generators will use when prompting, such as “human figure” or “pink bulleted circles.”
• Avoid any fixed phrases, as a fixed pattern has bigger weight than other phrases. For example, if every caption contains "The background is solid black" or “cute cartoon styles” the model will depend on this phrase, and any testing prompt without it will not generate the desired results. 

More like this

• Custom models overview
• Train custom subject models
• Train custom styles models
• Preview and test custom models

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