CLIP is All You Need for Human-like Semantic Representations in Stable Diffusion

Cameron Braunstein, Mariya Toneva, Eddy Ilg

Latent diffusion models such as Stable Diffusion achieve state-of-the-art results on text-to-image generation tasks. However, the extent to which these models have a semantic under…