Mystyle: A personalized generative prior

Y Nitzan, K Aberman, Q He, O Liba, M Yarom… - ACM Transactions on …, 2022 - dl.acm.org
… Conversely, our personalized prior is learned from a few images of Michelle Obama. Left …
MyStyle, a personalized deep generative prior trained with a few shots of an individual. MyStyle

MyStyle++: A Controllable Personalized Generative Prior

L Zeng, L Chen, Y Xu, NK Kalantari - SIGGRAPH Asia 2023 Conference …, 2023 - dl.acm.org
… a personalized generative prior with explicit control over a set of attributes. We build upon
MyStyle, a … However, MyStyle does not demonstrate precise control over the attributes of the …

Diffusionrig: Learning personalized priors for facial appearance editing

Z Ding, X Zhang, Z Xia, L Jebe… - Proceedings of the …, 2023 - openaccess.thecvf.com
… DiffusionRig that learns a personal prior from a set of personal album of the person, MyStyle
[32] … Still, using these buffers, we can “rig” our generative model in a disentangled, physically …

Pvp: Personalized video prior for editable dynamic portraits using stylegan

KE Lin, A Trevithick, K Cheng, M Sarkis… - Computer Graphics …, 2023 - Wiley Online Library
… video and learns a personalized video prior, which allows … Many of these approaches rely
on learning a 3D generative prior, thus … stage has two differences from MyStyle [NAH*22]. First, …

LIPE: Learning Personalized Identity Prior for Non-rigid Image Editing

A Liu, Q Fan, S Qin, H Gu, Y Tang - arXiv preprint arXiv:2406.17236, 2024 - arxiv.org
… the generative … a personalized prior with the pre-trained generative model was first researched
on GANs [2, 66, 56, 6]. Based on pivotal tuning [66], MyStyle [51] learns the domain prior

Personalized face inpainting with diffusion models by parallel visual attention

J Xu, S Motamed, P Vaddamanu… - Proceedings of the …, 2024 - openaccess.thecvf.com
… Despite the significant advances in face generative models, … to ours are MyStyle and the
diffusion-based personalization … to be trained with a prior regularization loss to fight against the …

StyleLipSync: Style-based personalized lip-sync video generation

T Ki, D Min - Proceedings of the IEEE/CVF International …, 2023 - openaccess.thecvf.com
… As a result, we obtain a personalized lip-sync generative … • We present StyleLipSync, a
lip-sync video generative model which … lip prior since we aim to build a lip-sync video generative

Hyperdreambooth: Hypernetworks for fast personalization of text-to-image models

N Ruiz, Y Li, V Jampani, W Wei, T Hou… - Proceedings of the …, 2024 - openaccess.thecvf.com
Personalization of Generative Models Personalized generation aims to create varied … -tunes
StyleGAN with around 100 images for a personalized generative prior. Casanova et al. [6] …

High-fidelity facial avatar reconstruction from monocular video with generative priors

Y Bai, Y Fan, X Wang, Y Zhang, J Sun… - Proceedings of the …, 2023 - openaccess.thecvf.com
… , we propose to learn a personalized generative prior, which is … to construct the personalized
generative prior based on a … Mystyle: A personalized generative prior. arXiv preprint arXiv:…

Customizing Text-to-Image Models with a Single Image Pair

M Jones, SY Wang, N Kumari, D Bau… - arXiv preprint arXiv …, 2024 - arxiv.org
… a generative model to capture the demonstrated stylistic difference. Our goal is to customize
a pre-trained generativePrior works on model customization/personalization [18,43,71] take …