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
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