Opendream

Opendream brings much needed and familiar features, such as layering, non-destructive editing, portability, and easy-to-write extensions, to your Stable Diffusion workflows.

Diffusion models have emerged as powerful tools in the world of image generation and manipulation. While they offer significant benefits, these models are often considered black boxes due to their inherent complexity. The current diffusion image generation ecosystem is defined by tools that allow one-off image manipulation tasks to control these models - text2img, in-painting, pix2pix, among others.

For example, popular interfaces like Automatic1111, Midjourney, and Stability.AI's DreamStudio only support destructive editing: each edit "consumes" the previous image. This means users cannot easily build off of previous images or run multiple experiments on the same image, limiting their options for creative exploration.