DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
GPTKB entity
Statements (25)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:academic_journal
|
| gptkbp:author |
gptkb:Nataniel_Ruiz
gptkb:Varun_Jampani gptkb:Yuanzhen_Li Ting Liu Manuel Lopez-Antequera Samuel Schulter |
| gptkbp:citation |
high (hundreds as of 2024)
|
| gptkbp:enables |
personalization of text-to-image models
|
| gptkbp:field |
gptkb:machine_learning
computer vision generative models |
| gptkbp:focusesOn |
fine-tuning diffusion models
subject-driven image generation |
| gptkbp:hasMethod |
gptkb:DreamBooth
|
| https://www.w3.org/2000/01/rdf-schema#label |
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
|
| gptkbp:influenced |
subsequent research in personalized generative AI
|
| gptkbp:notableFor |
enabling generation of images of a specific subject in different contexts
|
| gptkbp:publicationYear |
2022
|
| gptkbp:publishedIn |
gptkb:arXiv
|
| gptkbp:url |
https://arxiv.org/abs/2208.12242
|
| gptkbp:uses |
few-shot learning
text-to-image diffusion models |
| gptkbp:bfsParent |
gptkb:DreamBooth
|
| gptkbp:bfsLayer |
7
|