StyleGAN是NVIDIA继ProGAN之后提出的新的生成网络，其主要通过分别修改每一层级的输入，在不影响其他层级的情况下，来控制该层级所表示的视觉特征。这些特征可以是粗的特征（如姿势、脸型等），也可以是一些细节特征（如瞳色、发色等）。StyleGAN，提出了一个新的 generator architecture，号称能够控制所生成图像的高层级属性(high-level attributes)，如 发型、雀斑等；并且生成的图像在一些评价标准上得分更好；同时随论文开源了一个高质量数据集：FFHQ， 包含 7W 张高清人脸照。
本文整理了StyleGAN，StyleGAN2相关一些列经典的模型，数据集，论文等资源，分享给大家。
资源整理自网络，源地址：https://github.com/justinpinkney/awesome-pretrained-stylegan
目录
StyleGAN相关
· LSUN Bedrooms
· LSUN Cars
· LSUN Cats
· CelebA HQ Faces
· FFHQ Faces
· Pokemon
· Anime Faces
· Anime Portraits
· WikiArt Faces
· Abstract Photos
· Vases
· Fireworks
· Ukiyo-e Faces
· Butterflies
StyleGAN2相关
· car (config-e)
· car (config-f)
· cat
· church
· faces (FFHQ config-e)
· faces (FFHQ config-e 256x256)
· faces (FFHQ config-f)
· horse
· Imagenet
· WikiArt
· Anime portraits
· microscope images
· wildlife
· modern art
· trypophobia
· Abstract art
StyleGAN相关
LSUN Bedrooms
· Dataset: LSUN bedrooms
· Resolution: 256x256
· Author: karras
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/NVlabs/stylegan/blob/master/LICENSE.txt
· Source
LSUN Cars
· Dataset: LSUN cars
· Resolution: 512x384
· Author: karras
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/NVlabs/stylegan/blob/master/LICENSE.txt
· Source
LSUN Cats
· Dataset: LSUN cats
· Resolution: 256x256
· Author: karras
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/NVlabs/stylegan/blob/master/LICENSE.txt
· Source
CelebA HQ Faces
· Dataset: CelebAHQ
· Resolution: 1024x1024
· Author: karras
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/NVlabs/stylegan/blob/master/LICENSE.txt
· Source
FFHQ Faces
· Dataset: FFHQ
· Resolution: 1024x1024
· Author: karras
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/NVlabs/stylegan/blob/master/LICENSE.txt
· Source
Pokemon
· Dataset: Unknown
· Resolution: 256x256
· Author: Michael Friesen
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Anime Faces
· Dataset: Danbooru2017
· Resolution: 512x512
· Author: gwern
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Anime Portraits
· Dataset: Danbooru2017
· Resolution: 512x512
· Author: gwern
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
WikiArt Faces
· Dataset: WikiArt
· Resolution: 512x512
· Author: ak9250
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: https://github.com/ak9250/stylegan-art/blob/master/LICENSE.txt
· Source
Abstract Photos
· Dataset: 1-2-3 Abstract Photography Flickr Group
· Resolution: 512x512
· Author: Michael Friesen
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Vases
· Dataset: Museum photos
· Resolution: 1024x1024
· Author: Derek Philip Au
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Fireworks
· Dataset: Unknown
· Resolution: 512x512
· Author: Jonathan Fly
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Ukiyo-e Faces
· Dataset: Museum photos
· Resolution: 512x512
· Author: Justin Pinkney
· Download link
· StyleGAN implementation: https://github.com/NVlabs/stylegan
· Licence: Unknown
· Source
Butterflies
· Dataset: London Natural History Museum butterflies
· Resolution: 256x256
· Author: Marian Kleineberg
· Download link
· StyleGAN implementation: https://github.com/marian42/style-based-gan-pytorch
· Licence: Unkown
· Source
StyleGAN2相关
car (config-e)
· Dataset: LSUN Cat
· Resolution: 512x384 config: e
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NCNvidia Source Code License-NC
· Source
car (config-f)
· Dataset: LSUN Cat
· Resolution: 512x384 config: f
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
cat
· Dataset: LSUN Cat
· Resolution: 256x256 config: f
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
church
· Dataset: LSUN Church
· Resolution: 256x256 config: f
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
faces (FFHQ config-e)
· Dataset: FFHQ
· Resolution: 1024x1024 config: e
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
faces (FFHQ config-e 256x256)
· Dataset: FFHQ
· Resolution: 256x256 config: e
· Author: Justin Pinkney
· Download link
· StyleGAN2 implementation: https://github.com/justinpinkney/awesome-pretrained-stylegan2/issues/2
· Notes: Trained to FID 11.2 from scratch for 3810 kimg
· Licence: CC BY-NC-SA 4.0
· Source
faces (FFHQ config-f)
· Dataset: FFHQ
· Resolution: 1024x1024 config: f
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
horse
· Dataset: LSUN Horse
· Resolution: 256x256 config: f
· Author: NVIDIA
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
Imagenet
· Dataset: Image net
· Resolution: 512x512 config: Unknown
· Author: Shawn Presser
· Download link
· StyleGAN2 implementation: Unknown
· Notes: Trained using TPUs
· Licence: Unknown
· Source
WikiArt
· Dataset: WikiArt
· Resolution: Unknown config: Unknown
· Author: Peter Baylies
· Download link
· StyleGAN2 implementation: https://github.com/pbaylies/stylegan2
· Notes: Conditional
· Licence: Unknown
· Source
Anime portraits
· Dataset: Danboru
· Resolution: 512x512 config: f
· Author: Aaron Gokaslan
· Download link
· StyleGAN2 implementation: Unknown
· Licence: Unknown
· Source
microscope images
· Dataset: Unknown
· Resolution: 1024x1024 config: Unknown
· Author: Michael Friesen
· Download link
· StyleGAN2 implementation: Unknown
· Licence: Unknown
· Source
wildlife
· Dataset: Unknown
· Resolution: Unknown config: Unknown
· Author: Michael Friesen
· Download link
· StyleGAN2 implementation: Unknown
· Licence: Unknown
· Source
modern art
· Dataset: Unknown
· Resolution: Unknown config: Unknown
· Author: Michael Friesen
· Download link
· StyleGAN2 implementation: Unknown
· Licence: Unknown
· Source
trypophobia
· Dataset: https://drive.google.com/file/d/1u_fLHmO6JuJlBTQIKRGgl4PeBKbBu9GJ/view
· Resolution: 1024x1024 config: f
· Author: Sid Black
· Download link
· StyleGAN2 implementation: https://github.com/NVlabs/stylegan2
· Licence: Nvidia Source Code License-NC
· Source
Abstract art
· Dataset: Frea Buckler artwork
· Resolution: 1024x1024 config: f
· Author: Derrick Schultz
· Download link
· StyleGAN2 implementation: RunwayML
· Notes: Based on Frea Buckler’s artwork from her Instagram account (purposefully undertrained to be abstract and not infringe on the artist’s own work)
· Licence: Unknown
· Source
