TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	REMOVE
Image Generation	CelebA-HQ 1024x1024	StyleGAN	FID	5.06	# 1
Image Generation	FFHQ	StyleGAN	FID	4.43	# 3

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/a-style-based-generator-architecture-for/image-generation-on-celeba-hq-1024x1024)](https://paperswithcode.com/sota/image-generation-on-celeba-hq-1024x1024?p=a-style-based-generator-architecture-for)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/a-style-based-generator-architecture-for/image-generation-on-ffhq)](https://paperswithcode.com/sota/image-generation-on-ffhq?p=a-style-based-generator-architecture-for)`

A Style-Based Generator Architecture for Generative Adversarial Networks

CVPR 2019 • Tero Karras • Samuli Laine • Timo Aila

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... (read more)

PDF Abstract