DeepAI AI Chat
Log In Sign Up

A Style-Based Generator Architecture for Generative Adversarial Networks

12/12/2018
by   Tero Karras, et al.
Nvidia
12

We propose an alternative generator architecture for generative adversarial networks, borrowing from style transfer literature. The new architecture leads to an automatically learned, unsupervised separation of high-level attributes (e.g., pose and identity when trained on human faces) and stochastic variation in the generated images (e.g., freckles, hair), and it enables intuitive, scale-specific control of the synthesis. The new generator improves the state-of-the-art in terms of traditional distribution quality metrics, leads to demonstrably better interpolation properties, and also better disentangles the latent factors of variation. To quantify interpolation quality and disentanglement, we propose two new, automated methods that are applicable to any generator architecture. Finally, we introduce a new, highly varied and high-quality dataset of human faces.

READ FULL TEXT

page 3

page 4

page 5

page 6

page 8

page 9

page 10

page 11

09/28/2020

EvolGAN: Evolutionary Generative Adversarial Networks

We propose to use a quality estimator and evolutionary methods to search...
09/22/2019

LoGANv2: Conditional Style-Based Logo Generation with Generative Adversarial Networks

Domains such as logo synthesis, in which the data has a high degree of m...
05/22/2017

Semantically Decomposing the Latent Spaces of Generative Adversarial Networks

We propose a new algorithm for training generative adversarial networks ...
11/02/2017

Structured Generative Adversarial Networks

We study the problem of conditional generative modeling based on designa...
07/29/2021

Swap-Free Fat-Water Separation in Dixon MRI using Conditional Generative Adversarial Networks

Dixon MRI is widely used for body composition studies. Current processin...
08/10/2021

An Image-based Generator Architecture for Synthetic Image Refinement

Proposed are alternative generator architectures for Boundary Equilibriu...
05/19/2020

CIAGAN: Conditional Identity Anonymization Generative Adversarial Networks

The unprecedented increase in the usage of computer vision technology in...

Code Repositories

stylegan

StyleGAN - Official TensorFlow Implementation


view repo

ffhq-dataset

Flickr-Faces-HQ Dataset (FFHQ)


view repo

style-based-gan-pytorch

Implementation A Style-Based Generator Architecture for Generative Adversarial Networks in PyTorch


view repo

StyleGAN-Keras

StyleGAN made with Keras


view repo

stylegan_reimplementation

Reimplementation of https://arxiv.org/abs/1812.04948


view repo