StyleCLIP

Latent Diffusion

Latent Diffusion by CompVis is a text to image method that runs the diffusion process in a compressed latent space for speed and quality. A VAE encodes and decodes images, a U Net denoiser operates on latents, and a text encoder guides generation. It enables fast synthesis, image to image, and inpainting on modest hardware.

GLIDE

Midjourney V6.1

Midjourney V6.1 refines V6 with crisper detail, better prompt fidelity, steadier hands and text, and more reliable identity/style consistency. It’s the “cleaner, sharper, more controllable” update for production-ready visuals.