HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 6527 - 6536
• Main Authors: Ruiz, Nataniel, Li, Yuanzhen, Jampani, Varun, Wei, Wei, Hou, Tingbo, Pritch, Yael, Wadhwa, Neal, Rubinstein, Michael, Aberman, Kfir
• Format: Conference Proceeding
• Language: English
• Published: IEEE 16.06.2024
• Subjects: Computer vision; diffusion; diffusion models; DreamBooth; Face recognition; GAN; Generative AI; generative models; Graphics processing units; HyperNetworks; Memory management; personalization; Semantics; subject driven personalization; Text to image

Personalization has emerged as a prominent aspect within the field of generative AI, enabling the synthesis of individuals in diverse contexts and styles, while retaining high-fidelity to their identities. However, the process of personalization presents inherent challenges in terms of time and memo...