Pre-rendered regularization images of man and women on Stable Diffusion 1.5, 2.1 and SDXL checkpoints
Regularization images are images that are used as part of a regularization process to improve the stability and performance of deep learning models.
By creating regularization images, you're essentially defining a "class" of what you're trying to invert. For example, if you're trying to invert a new airplane, you might want to create a bunch of airplane images for regularization. This is so that your training doesn't drift into another class, let's say "car" or "bike". This can even help against going towards a "toy plane" if you are using real references and not interpretations. source
All images were generated with Stable Diffusion 1.5, 2.1, and SDXL 1.0 checkpoint. For each class (man and woman), a total of 5000 images were generated.
- woman
- man
All images were generated using only the base Stable Diffusion checkpoints (1.5, 2.1 and SDXL), with simple prompts such as photo of a woman
, a woman
or simply woman
.