????StyleGAN是NVIDIA繼ProGAN之后提出的新的生成網絡，其主要通過分別修改每一層級的輸入，在不影響其他層級的情況下，來控制該層級所表示的視覺特征。這些特征可以是粗的特征（如姿勢、臉型等），也可以是一些細節特征（如瞳色、發色等）。StyleGAN，提出了一個新的 generator architecture，號稱能夠控制所生成圖像的高層級屬性(high-level attributes)，如 發型、雀斑等；并且生成的圖像在一些評價標準上得分更好；同時隨論文開源了一個高質量數據集：FFHQ， 包含 7W 張高清人臉照。

????本文整理了StyleGAN，StyleGAN2相關一些列經典的模型，數據集，論文等資源，分享給大家。

資源整理自網絡，源地址：https://github.com/justinpinkney/awesome-pretrained-stylegan

目錄

????StyleGAN相關

????·?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相關

????·?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相關

????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相關

????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

總結

以上是生活随笔為你收集整理的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的全部內容，希望文章能夠幫你解決所遇到的問題。

如果覺得生活随笔網站內容還不錯，歡迎將生活随笔推薦給好友。