Textual Inversion

GPTKB entity

Statements (25)
Predicate Object
gptkbp:instanceOf machine learning technique
gptkbp:application style transfer
art generation
novel concept synthesis
personalized avatars
gptkbp:citation Gal, R., Alaluf, Y., Atzmon, M., Patashnik, O., Bermano, A. H., Chechik, G., & Cohen-Or, D. (2022). Textual Inversion: Generating Images with Customized Textual Descriptions. arXiv:2208.01618.
gptkbp:developedBy researchers at Google
gptkbp:enables custom embeddings
user-defined tokens
https://www.w3.org/2000/01/rdf-schema#label Textual Inversion
gptkbp:input text prompt
gptkbp:introducedIn 2022
gptkbp:method keeps model weights frozen
optimizes embedding vectors
gptkbp:output gptkb:illustrator
gptkbp:purpose personalize AI models
teach new concepts to models
gptkbp:relatedTo gptkb:DreamBooth
gptkb:LoRA
gptkbp:requires pre-trained text-to-image model
gptkbp:usedIn gptkb:Stable_Diffusion
generative AI
text-to-image models
gptkbp:bfsParent gptkb:Diffusers
gptkbp:bfsLayer 6