If I remember correctly, SD had less than 1B parameters at launch (~2 years ago?), and you could generate pretty impressive images with the right settings and prompts.
> 860M UNet and 123M text encoder
[0] https://github.com/CompVis/stable-diffusion/blob/main/README...