TVPaint Animation
The digital solution for your professional 2D animation projects.
Creativity
Paid
From $750
2D Animation
Storyboarding
Character Design
Custom Diffusion
4.6
Free Users praise the efficiency and flexibility of Custom Diffusion for fine-tuning text-to-image models.
Multi-concept customization of text-to-image diffusion models.
0 views
0 saves
|
Refined 2/22/2026
About Custom Diffusion
Custom Diffusion is a method for fine-tuning text-to-image diffusion models like Stable Diffusion with a few images (4-20) of a new concept. It achieves fast training (~6 minutes on 2 A100 GPUs) by fine-tuning only a subset of model parameters—key and value projection matrices in the cross-attention layers. This reduces storage per concept to 75MB. The method allows combining multiple concepts, such as a new object and artistic style. It uses regularization images to prevent overfitting. The tool provides scripts for single and multi-concept fine-tuning and merging fine-tuned models. Custom Diffusion supports training and inference through the Diffusers library and offers a dataset of 101 concepts with evaluation prompts.
Core Capabilities
Custom Diffusion is a method for fine-tuning text-to-image diffusion models like Stable Diffusion with a few images (4-20) of a new concept.
Main Tasks
Text-to-Image Generation
Explore all tools that specialize in text-to-image generation. This domain focus ensures Custom Diffusion delivers optimized results for this specific requirement.
