Latent Diffusion Models (LDM)

URI: https://gptkb.org/entity/Latent_Diffusion_Models_(LDM)
GPTKB entity
Statements (30)
Predicate Object
gptkbp:instanceOf gptkb:model
gptkbp:advantage computational efficiency
high-quality image generation
gptkbp:architecture diffusion model
gptkbp:arXivID 2112.10752
gptkbp:author gptkb:Björn_Ommer
gptkb:Andreas_Blattmann
gptkb:Dominik_Lorenz
gptkb:Patrick_Esser
gptkb:Robin_Rombach
gptkbp:category gptkb:artificial_intelligence
gptkb:machine_learning
generative model
gptkbp:citation gptkb:High-Resolution_Image_Synthesis_with_Latent_Diffusion_Models
gptkbp:developedBy gptkb:CompVis
https://www.w3.org/2000/01/rdf-schema#label Latent Diffusion Models (LDM)
gptkbp:influenced gptkb:Stable_Diffusion
gptkbp:input text prompt
gptkbp:introducedIn 2022
gptkbp:openSource true
gptkbp:operatesIn latent space
gptkbp:output gptkb:illustrator
gptkbp:publishedIn gptkb:CVPR_2022
gptkbp:relatedTo gptkb:Stable_Diffusion
gptkbp:repository https://github.com/CompVis/latent-diffusion
gptkbp:trainer gptkb:LAION-400M
gptkbp:usedFor text-to-image generation
image synthesis
gptkbp:bfsParent gptkb:Diffusers
gptkbp:bfsLayer 6