How to develop a Style Injection Model using diffusion-based latent encoding

Question

Can i know How to develop a Style Injection Model using diffusion-based latent encoding.

Answer 1

You can develop a Style Injection Model using diffusion-based latent encoding by integrating a style vector into the latent space before each diffusion step to control output appearance.

Here is the code snippet below:

In the above code we are using the following key points:

• StyleInjector module that maps style vectors to latent space.

• Latent manipulation before the diffusion step to inject style dynamically.

• Integration with pre-trained diffusion components (VAE and UNet).

Hence, this approach enables fine-grained style modulation directly within the latent diffusion process for customizable outputs.