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.
Janus Pro 1B is a multimodal LLM, not a diffusion model, so it's got a bit more things to pack in the parameters. It is super low parameter count, in an LLM context.