What is Custom Diffusion?

Custom Diffusion is a method for fine-tuning text-to-image diffusion models, such as Stable Diffusion, with a few images of a new concept.

How fast is the fine-tuning process?

The fine-tuning process typically takes about 6 minutes on 2 A100 GPUs.

How much extra storage does each concept require?

Each additional concept requires approximately 75MB of storage.

Can I combine multiple concepts using Custom Diffusion?

Yes, Custom Diffusion allows you to combine multiple concepts, such as a new object and an artistic style.

What models are supported?

Custom Diffusion is primarily designed to work with Stable Diffusion models.

Do I need a powerful GPU to use Custom Diffusion?

While a powerful GPU like an A100 is recommended for faster training, it is possible to use Custom Diffusion on less powerful GPUs with longer training times.

Custom Diffusion

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Use Cases

Customizing e-commerce product images

Creating diverse and personalized product images for marketing campaigns.

VIEW EXECUTION STEPS

1. Collect a few images of the product.

2. Fine-tune the Stable Diffusion model using Custom Diffusion.

3. Generate new product images with different styles and backgrounds.

4. Use the generated images in marketing materials.

Generating unique artwork for NFT collections

Creating a large number of distinct and visually appealing NFTs.

VIEW EXECUTION STEPS

1. Select a base style or concept.

2. Fine-tune the Stable Diffusion model with examples of the chosen style.

3. Generate variations of the artwork using different prompts.

4. Mint the generated images as NFTs.

Personalizing avatars for social media platforms

Allowing users to create unique avatars that reflect their individual style.

VIEW EXECUTION STEPS

1. Collect a few images of the user.

2. Fine-tune the Stable Diffusion model to capture the user's likeness.

3. Generate avatar variations with different clothing and accessories.

4. Allow the user to select their favorite avatar.

Creating custom designs for textiles and apparel

Generating novel patterns and designs for the fashion industry.

VIEW EXECUTION STEPS

1. Select a design theme or concept.

2. Fine-tune the Stable Diffusion model with examples of the chosen theme.

3. Generate pattern variations using different color palettes and compositions.

4. Apply the generated designs to textile mockups.

Generating personalized learning materials

Creating unique visuals for educational content tailored to individual student needs.

VIEW EXECUTION STEPS

1. Define the learning objective and target audience.

2. Gather relevant images and concepts.

3. Fine-tune the Stable Diffusion model with the collected materials.

4. Generate visuals that illustrate the learning content.

Developing custom logos and branding assets

Creating unique and memorable logos for new businesses and brands.

VIEW EXECUTION STEPS

1. Define the brand identity and target audience.

2. Collect examples of logos with similar aesthetic properties.

3. Fine-tune the Stable Diffusion model to generate logo variations.

4. Refine the generated logos and create a branding style guide.

Custom Diffusion

About Custom Diffusion

Core Capabilities

Main Tasks

Text-to-Image Generation

What this tool is best suited for

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Key Features

Fast Fine-tuning

Low Storage Footprint

Multi-Concept Customization

Optimization-based Weights Merging

Diffusers Library Support

Regularization Images

Use Cases

Customizing e-commerce product images

Generating unique artwork for NFT collections

Personalizing avatars for social media platforms

Creating custom designs for textiles and apparel

Generating personalized learning materials

Developing custom logos and branding assets

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