StyleGAN图像风格转换相关经典论文、项目、数据集等资源整理分享

    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