{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/analyzing-and-improving-the-image-quality-of","title":"Analyzing and Improving the Image Quality of StyleGAN","arxiv_id":"1912.04958","date":"2019-12-03","proceeding":"CVPR 2020 6","authors":["Tero Karras","Samuli Laine","Miika Aittala","Janne Hellsten","Jaakko Lehtinen","Timo Aila"],"abstract":"The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its characteristic artifacts, and propose changes in both model architecture and training methods to address them. In particular, we redesign the generator normalization, revisit progressive growing, and regularize the generator to encourage good conditioning in the mapping from latent codes to images. In addition to improving image quality, this path length regularizer yields the additional benefit that the generator becomes significantly easier to invert. This makes it possible to reliably attribute a generated image to a particular network. We furthermore visualize how well the generator utilizes its output resolution, and identify a capacity problem, motivating us to train larger models for additional quality improvements. Overall, our improved model redefines the state of the art in unconditional image modeling, both in terms of existing distribution quality metrics as well as perceived image quality.","url_abs":"https://arxiv.org/abs/1912.04958v2","url_pdf":"https://arxiv.org/pdf/1912.04958v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/NVlabs/stylegan2","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Ajasra/TattooStyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Ajasra/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Ajasra/tattoo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Bakikii/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Bakikii/stylegan2-pytorch23","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/DaVran369/face","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Di-Is/stylegan2-ada-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/EmptySamurai/pytorch-reconet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Error-code404/Random-Unreal-Face","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Heliang-Zheng/Style2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Herge/GAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/HighCWu/stylegan2-paddle","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Ichi-Mark-Kate/Cowboy-StyleGAN-2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/JCBrouwer/maua-stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Kate589/gan","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/LightNormal/StyleGAN2withGUI","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/NariMo91/GANs-generative-art","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/NawafAlsuwailem/artathon_code","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Nirav-Agarwal/GANs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/RuiLiFeng/LAE","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/RuiLiFeng/invGAN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/RuiLiFeng/noise","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/RyanWu2233/Style_GAN2_FFHQ","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/RyanWu2233/Style_GAN2_TWDNE","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/ShreyasArthur/StyleGAN-2-with-Urban-Plans","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/SiavashCS/sgan_simple","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/SpikeKing/stylegan2encoder-my","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Takuya-Shuto-engineer/PokemonGAN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/-gan","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/gan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/imet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/imet2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Uemuet/stylegan22","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/Xiaomao136/stylegan2-faceswap","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/XieBaoshi/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/a-mcego/stylegannish","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/adelliax/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/akashgit/stylegan2_wt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/alekseynp/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/amberkboulton/StyleGAN3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/amirhb29/StyleGAN2_Style-Mixing","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/armaank/archlectures","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/autonomousvision/frequency_bias","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/aydao/stylegan2-surgery","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/b4nn3d/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/b4nn3d/stylegan2encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/babyboy201/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/benguk46/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/bgtripp/stylegan2glacier","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cbhower/style-gan-music-video","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cbritom/GAN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cffo/stylegan2-encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/ch10tang/stylegan2-based-face-frontalization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/chenqiguo/gan_replication","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/christophmeyer/stylegan2-tf2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cto300/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cwvisuals/FleshDigressions","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cwvisuals/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/cyrilzakka/stylegan2-tpu","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/dkn16/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/dzld00/pytorch-manifold-matching","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/e4s2022/e4s","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/eps696/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/erikakaeri/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/erikakaeri/asdf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/gori1x62/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/grunnery/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/hanehein921/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/hiroyasuakada/StyleGAN2-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/huangzh13/StyleGAN2.pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/hussain18804/toonify-poc","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/jazzup6176/StyleGAN1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/jdbugs/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/jdbugs/stylegan2encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/jimzers/stylegan2-colabs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/kerryvernebegeman/Kerry-Verne-Begeman","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/kh12lee/kh_lee","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/kunheek/style-aware-discriminator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/lucasgb98/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/lucidrains/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/luckyfarnon/StyleGAN22","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/lukemelas/unsupervised-image-segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/mahbouldom/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/manicman1999/StyleGAN2-Tensorflow-2.0","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/mbbrodie/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/mhuse/StyleGAN2LatentspaceInterpolation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/minyoungg/GAN-Transform-and-Project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/minyoungg/pix2latent","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/mmetaa/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/nekitmm/StyleGan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/ohomburg/stylegan","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/philcryer/randota","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/phymhan/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/ps-dban/Gradient-Workflows-Tutorial","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/robertluxemburg/stylegan2encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/rolux/stylegan2encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/rolux/stylegan2tpu","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/rosasalberto/StyleGAN2-TensorFlow-2.x","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/rosinality/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/safi842/Microstructure-GAN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/sahidrahmanxx12/TEMPEK","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/santoshchaurasiyacs/StyleGANv2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/sidward14/gan-lab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/simplerick/stylegan2_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/spacegoing/stylegan2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/srinivas1857-ton/toonify-poc","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/thomaspool97/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/thwin0923/kjhij","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/tjwei/stylegan2_workshop","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/tompaperspaceio/stylegan3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/tr1pzz/stylegan2-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/woctezuma/steam-stylegan2-ada","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/woctezuma/stylegan2-projecting-images","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/xunings/styleganime2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/xx88xx/stylegan2ky","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/yangyucheng000/StyleGAN-V2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/yuzq97/starter_project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/yyusuf3d/StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/SzuPc/MindSpore-StyleGAN2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/labmlai/annotated_deep_learning_paper_implementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/open-mmlab/mmgeneration","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"analyzing-and-improving-the-image-quality-of","repo_url":"https://github.com/toshas/torch-fidelity","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"attribute","task_name":"Attribute"},{"task_slug":"conditional-image-generation","task_name":"Conditional Image Generation"},{"task_slug":"image-generation","task_name":"Image Generation"}],"methods":[{"method_slug":"adam","method_name":"Adam"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":null,"method_name":null},{"method_slug":"path-length-regularization","method_name":"Path Length Regularization"},{"method_slug":"r1-regularization","method_name":"R1 Regularization"},{"method_slug":"residual-connection","method_name":"Residual Connection"},{"method_slug":"stylegan2","method_name":"StyleGAN2"},{"method_slug":"weight-demodulation","method_name":"Weight Demodulation"}],"datasets_introduced":[],"methods_introduced":[{"slug":"stylegan2","name":"StyleGAN2","full_name":"StyleGAN2"}],"results":[{"leaderboard":"/sota/conditional-image-generation-on-artbench-10","task":"Conditional Image Generation","dataset":"ArtBench-10 (32x32)","model":"StyleGAN2","rank_in_archive_order":4,"of":6,"metrics":{"FID":"4.491"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-ffhq","task":"Image Generation","dataset":"FFHQ","model":"StyleGAN2","rank_in_archive_order":2,"of":12,"metrics":{"Clean-FID (70k)":"2.98","FID":"2.84"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-ffhq-1024-x-1024","task":"Image Generation","dataset":"FFHQ 1024 x 1024","model":"StyleGAN2","rank_in_archive_order":7,"of":20,"metrics":{"FID":"2.84"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-lsun-car-256-x-256","task":"Image Generation","dataset":"LSUN Car 256 x 256","model":"StyleGAN2","rank_in_archive_order":1,"of":1,"metrics":{"FID":"2.32"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-lsun-car-512-x-384","task":"Image Generation","dataset":"LSUN Car 512 x 384","model":"StyleGAN2","rank_in_archive_order":2,"of":2,"metrics":{"FID":"2.32"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-lsun-cat-256-x-256","task":"Image Generation","dataset":"LSUN Cat 256 x 256","model":"StyleGAN2","rank_in_archive_order":5,"of":8,"metrics":{"Clean-FID (trainfull)":"6.97 ± 0.16","FID":"6.93"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-lsun-churches-256-x-256","task":"Image Generation","dataset":"LSUN Churches 256 x 256","model":"StyleGAN2","rank_in_archive_order":10,"of":27,"metrics":{"Clean-FID (trainfull)":"4.28 ± 0.03","FID":"3.86"},"uses_additional_data":false},{"leaderboard":"/sota/image-generation-on-lsun-horse-256-x-256","task":"Image Generation","dataset":"LSUN Horse 256 x 256","model":"StyleGAN2","rank_in_archive_order":4,"of":6,"metrics":{"Clean-FID (trainfull)":"4.06 ± 0.03","FID":"3.43"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/1912.04958","atlas_url":"https://app.syntology.ai/?focus=1912.04958","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1912.04958"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rolux/stylegan2encoder","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rosinality/stylegan2-pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dkn16/stylegan2-pytorch","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Takuya-Shuto-engineer/PokemonGAN","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/EmptySamurai/pytorch-reconet","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/tr1pzz/stylegan2-pytorch","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/phymhan/stylegan2-pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/chenqiguo/gan_replication","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/RyanWu2233/Style_GAN2_FFHQ","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/autonomousvision/frequency_bias","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/NariMo91/GANs-generative-art","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/christophmeyer/stylegan2-tf2","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/robertluxemburg/stylegan2encoder","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SzuPc/MindSpore-StyleGAN2","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/HighCWu/stylegan2-paddle","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Uemuet/imet","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/DaVran369/face","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Uemuet/-gan","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/minyoungg/GAN-Transform-and-Project","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lukemelas/unsupervised-image-segmentation","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/amirhb29/StyleGAN2_Style-Mixing","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/philcryer/randota","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rosasalberto/StyleGAN2-TensorFlow-2.x","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/srinivas1857-ton/toonify-poc","reach":{"status":"ok","spdx":"NOASSERTION"}}],"summary":{"ran":33,"ran_fixture":3,"ran_violates":6,"ran_draft_wrong":15,"ran_honours":3,"unverified":32},"by_repo_kind":{"official":{"samples":1,"ran":0,"repositories":1},"listed":{"samples":91,"ran":60,"repositories":26}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":18,"samples":[{"code_sha256_prefix":"8bacd060ce9aa706","entry":"D_logistic","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"loss.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/loss.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8bacd060ce9aa706"}},{"code_sha256_prefix":"3afef538049c0b44","entry":"D_logistic_r1","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"loss/loss.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/loss/loss.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3afef538049c0b44"}},{"code_sha256_prefix":"b8884c80b0981815","entry":"D_logistic_r2","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"loss/loss.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/loss/loss.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b8884c80b0981815"}},{"code_sha256_prefix":"737fe4ff1cef5f47","entry":"DiffAugment","repo":"Di-Is/stylegan2-ada-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/Di-Is/stylegan2-ada-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"737fe4ff1cef5f47"}},{"code_sha256_prefix":"688410c911dd9bc7","entry":"DiffAugment","repo":"lucidrains/stylegan2-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/lucidrains/stylegan2-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"688410c911dd9bc7"}},{"code_sha256_prefix":"3ad4567c3a15de09","entry":"G_logistic_ns","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"loss.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/loss.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3ad4567c3a15de09"}},{"code_sha256_prefix":"f11bcd77ae7e45cd","entry":"G_map","repo":"nekitmm/StyleGan2","repo_kind":"listed","path":"stylegan2.py","file_url":"https://github.com/nekitmm/StyleGan2/blob/HEAD/stylegan2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f11bcd77ae7e45cd"}},{"code_sha256_prefix":"e6c1de4697e7ed81","entry":"calc_fid","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"fid.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/fid.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e6c1de4697e7ed81"}},{"code_sha256_prefix":"cbe94318d8c3dd02","entry":"cast_list","repo":"Bakikii/stylegan2-pytorch23","repo_kind":"listed","path":"stylegan2_pytorch/stylegan2_pytorch.py","file_url":"https://github.com/Bakikii/stylegan2-pytorch23/blob/HEAD/stylegan2_pytorch/stylegan2_pytorch.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"cbe94318d8c3dd02"}},{"code_sha256_prefix":"b80de22ba51da829","entry":"circular_interpolation","repo":"cwvisuals/FleshDigressions","repo_kind":"listed","path":"aydao_flesh_digressions.py","file_url":"https://github.com/cwvisuals/FleshDigressions/blob/HEAD/aydao_flesh_digressions.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"b80de22ba51da829"}},{"code_sha256_prefix":"85f67e8fb251251f","entry":"combine_contexts","repo":"Di-Is/stylegan2-ada-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/stylegan2_pytorch.py","file_url":"https://github.com/Di-Is/stylegan2-ada-pytorch/blob/HEAD/stylegan2_pytorch/stylegan2_pytorch.py","link_basis":"plan_row","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"85f67e8fb251251f"}},{"code_sha256_prefix":"b83c9dfb41ea1c2a","entry":"compute_prd","repo":"claim-berlin/3d_stylegan_circle_of_willis","repo_kind":"listed","path":"MedicalNet/evaluation.py","file_url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis/blob/HEAD/MedicalNet/evaluation.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"b83c9dfb41ea1c2a"}},{"code_sha256_prefix":"7fe245a7216ae67b","entry":"convert_conv","repo":"rosinality/stylegan2-pytorch","repo_kind":"listed","path":"convert_weight.py","file_url":"https://github.com/rosinality/stylegan2-pytorch/blob/HEAD/convert_weight.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7fe245a7216ae67b"}},{"code_sha256_prefix":"1c7cd5abc48bcf75","entry":"convert_modconv","repo":"rosinality/stylegan2-pytorch","repo_kind":"listed","path":"convert_weight.py","file_url":"https://github.com/rosinality/stylegan2-pytorch/blob/HEAD/convert_weight.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1c7cd5abc48bcf75"}},{"code_sha256_prefix":"96b279b9ef818d94","entry":"convert_torgb","repo":"rosinality/stylegan2-pytorch","repo_kind":"listed","path":"convert_weight.py","file_url":"https://github.com/rosinality/stylegan2-pytorch/blob/HEAD/convert_weight.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"96b279b9ef818d94"}},{"code_sha256_prefix":"842b4512e2f900b8","entry":"crop_to_rectangular","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"preprocessing/dataset.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/preprocessing/dataset.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"842b4512e2f900b8"}},{"code_sha256_prefix":"3651db4e5ae8d189","entry":"d_logistic_loss","repo":"phymhan/stylegan2-pytorch","repo_kind":"listed","path":"train_aegan.py","file_url":"https://github.com/phymhan/stylegan2-pytorch/blob/HEAD/train_aegan.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3651db4e5ae8d189"}},{"code_sha256_prefix":"dbb756dcd778f52f","entry":"data_sampler","repo":"phymhan/stylegan2-pytorch","repo_kind":"listed","path":"train_aegan.py","file_url":"https://github.com/phymhan/stylegan2-pytorch/blob/HEAD/train_aegan.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dbb756dcd778f52f"}},{"code_sha256_prefix":"feab88ece44cfb43","entry":"default","repo":"claim-berlin/3d_stylegan_circle_of_willis","repo_kind":"listed","path":"stylegan2_pytorch.py","file_url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis/blob/HEAD/stylegan2_pytorch.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"feab88ece44cfb43"}},{"code_sha256_prefix":"d4a98e207f6dc8d9","entry":"default","repo":"Bakikii/stylegan2-pytorch23","repo_kind":"listed","path":"stylegan2_pytorch/stylegan2_pytorch.py","file_url":"https://github.com/Bakikii/stylegan2-pytorch23/blob/HEAD/stylegan2_pytorch/stylegan2_pytorch.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"d4a98e207f6dc8d9"}},{"code_sha256_prefix":"0b6b64ce27b6f5d8","entry":"disc_logistic_loss_r1","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/training.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/training.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0b6b64ce27b6f5d8"}},{"code_sha256_prefix":"aa5486a3650902d8","entry":"exists","repo":"Di-Is/stylegan2-ada-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/stylegan2_pytorch.py","file_url":"https://github.com/Di-Is/stylegan2-ada-pytorch/blob/HEAD/stylegan2_pytorch/stylegan2_pytorch.py","link_basis":"plan_row","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"aa5486a3650902d8"}},{"code_sha256_prefix":"3a70fcd4a1ef51b5","entry":"fraction","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"ffmpeg_tools.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/ffmpeg_tools.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3a70fcd4a1ef51b5"}},{"code_sha256_prefix":"86c7a1518eea5484","entry":"gen_logistic_non_sat_loss","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/training.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/training.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"86c7a1518eea5484"}},{"code_sha256_prefix":"93402ab39ef7bf7f","entry":"generate_zs_from_seeds","repo":"mhuse/StyleGAN2LatentspaceInterpolation","repo_kind":"listed","path":"run_generator.py","file_url":"https://github.com/mhuse/StyleGAN2LatentspaceInterpolation/blob/HEAD/run_generator.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"93402ab39ef7bf7f"}},{"code_sha256_prefix":"ea6c82ed6a138df9","entry":"get_lr","repo":"mbbrodie/stylegan2","repo_kind":"listed","path":"projector.py","file_url":"https://github.com/mbbrodie/stylegan2/blob/HEAD/projector.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ea6c82ed6a138df9"}},{"code_sha256_prefix":"854f44ea3c707948","entry":"get_module_from_obj_name","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"utils/utils.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/utils/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"854f44ea3c707948"}},{"code_sha256_prefix":"f7c472870e1621ff","entry":"get_noise_range","repo":"JCBrouwer/maua-stylegan2","repo_kind":"listed","path":"generate_audiovisual.py","file_url":"https://github.com/JCBrouwer/maua-stylegan2/blob/HEAD/generate_audiovisual.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f7c472870e1621ff"}},{"code_sha256_prefix":"8d54fc5b205e0566","entry":"get_obj_from_module","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"utils/utils.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/utils/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8d54fc5b205e0566"}},{"code_sha256_prefix":"fa6245afd0bd3943","entry":"grid","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"misc.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/misc.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fa6245afd0bd3943"}},{"code_sha256_prefix":"3009b511634a89fb","entry":"grouped_conv2d","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/layers.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/layers.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3009b511634a89fb"}},{"code_sha256_prefix":"78d64d6c6d3e642a","entry":"is_empty","repo":"Bakikii/stylegan2-pytorch23","repo_kind":"listed","path":"stylegan2_pytorch/stylegan2_pytorch.py","file_url":"https://github.com/Bakikii/stylegan2-pytorch23/blob/HEAD/stylegan2_pytorch/stylegan2_pytorch.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"78d64d6c6d3e642a"}},{"code_sha256_prefix":"a691acff20d5a466","entry":"is_square","repo":"kerryvernebegeman/Kerry-Verne-Begeman","repo_kind":"listed","path":"train_resnet.py","file_url":"https://github.com/kerryvernebegeman/Kerry-Verne-Begeman/blob/HEAD/train_resnet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a691acff20d5a466"}},{"code_sha256_prefix":"a73e1d557a70850c","entry":"latent_noise","repo":"mbbrodie/stylegan2","repo_kind":"listed","path":"projector.py","file_url":"https://github.com/mbbrodie/stylegan2/blob/HEAD/projector.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a73e1d557a70850c"}},{"code_sha256_prefix":"98e99278bbc2d9fc","entry":"linear_interpolate","repo":"spacegoing/stylegan2","repo_kind":"listed","path":"animate.py","file_url":"https://github.com/spacegoing/stylegan2/blob/HEAD/animate.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"98e99278bbc2d9fc"}},{"code_sha256_prefix":"1feff8453d5e0cc4","entry":"load_pallete","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"torchvision_sunner/transforms/categorical.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/torchvision_sunner/transforms/categorical.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1feff8453d5e0cc4"}},{"code_sha256_prefix":"3e85674588130c34","entry":"magnitude_squared","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3e85674588130c34"}},{"code_sha256_prefix":"6f65e378a4313f87","entry":"make_kernel","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"model.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/model.py","link_basis":"harvester_set","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6f65e378a4313f87"}},{"code_sha256_prefix":"beb915a3206ef2b0","entry":"mixedList","repo":"manicman1999/StyleGAN2-Tensorflow-2.0","repo_kind":"listed","path":"stylegan_two.py","file_url":"https://github.com/manicman1999/StyleGAN2-Tensorflow-2.0/blob/HEAD/stylegan_two.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"beb915a3206ef2b0"}},{"code_sha256_prefix":"bb4f3ee04b54c9cd","entry":"nhwc_to_nchw","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bb4f3ee04b54c9cd"}},{"code_sha256_prefix":"8af2f60798b76e8c","entry":"noise","repo":"manicman1999/StyleGAN2-Tensorflow-2.0","repo_kind":"listed","path":"stylegan_two.py","file_url":"https://github.com/manicman1999/StyleGAN2-Tensorflow-2.0/blob/HEAD/stylegan_two.py","link_basis":"harvester_set","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8af2f60798b76e8c"}},{"code_sha256_prefix":"44a45d3c0dd7f84f","entry":"noiseList","repo":"manicman1999/StyleGAN2-Tensorflow-2.0","repo_kind":"listed","path":"stylegan_two.py","file_url":"https://github.com/manicman1999/StyleGAN2-Tensorflow-2.0/blob/HEAD/stylegan_two.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"44a45d3c0dd7f84f"}},{"code_sha256_prefix":"d4a7743c226cbee2","entry":"noise_regularize","repo":"mbbrodie/stylegan2","repo_kind":"listed","path":"projector.py","file_url":"https://github.com/mbbrodie/stylegan2/blob/HEAD/projector.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d4a7743c226cbee2"}},{"code_sha256_prefix":"071ebfa6782a24ce","entry":"num_feature_maps_builder","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/utils.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"071ebfa6782a24ce"}},{"code_sha256_prefix":"e84a59c738a25e4f","entry":"prepare_mnist_images","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"preprocessing/dataset.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/preprocessing/dataset.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e84a59c738a25e4f"}},{"code_sha256_prefix":"011230b2b9b8fb6f","entry":"rand_brightness","repo":"Di-Is/stylegan2-ada-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/Di-Is/stylegan2-ada-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"011230b2b9b8fb6f"}},{"code_sha256_prefix":"8d3c9a8fec68ec10","entry":"rand_brightness","repo":"lucidrains/stylegan2-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/lucidrains/stylegan2-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8d3c9a8fec68ec10"}},{"code_sha256_prefix":"5b0d8787e670fc63","entry":"rand_saturation","repo":"Di-Is/stylegan2-ada-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/Di-Is/stylegan2-ada-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5b0d8787e670fc63"}},{"code_sha256_prefix":"31f2e654bb2eb0a1","entry":"rand_saturation","repo":"lucidrains/stylegan2-pytorch","repo_kind":"listed","path":"stylegan2_pytorch/diff_augment.py","file_url":"https://github.com/lucidrains/stylegan2-pytorch/blob/HEAD/stylegan2_pytorch/diff_augment.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"31f2e654bb2eb0a1"}},{"code_sha256_prefix":"13cb2d0d9cc08f48","entry":"readContain","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"torchvision_sunner/read.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/torchvision_sunner/read.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"13cb2d0d9cc08f48"}},{"code_sha256_prefix":"948b0cb2873fdc0c","entry":"readItem","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"torchvision_sunner/read.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/torchvision_sunner/read.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"948b0cb2873fdc0c"}},{"code_sha256_prefix":"3f0a1105ef251d78","entry":"reduce_sum","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"distributed.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/distributed.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3f0a1105ef251d78"}},{"code_sha256_prefix":"b1c1b03d103b2827","entry":"runtime_coef","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/layers.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/layers.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b1c1b03d103b2827"}},{"code_sha256_prefix":"6d7397331b84d54f","entry":"slerp","repo":"claim-berlin/3d_stylegan_circle_of_willis","repo_kind":"listed","path":"CoW_generator.py","file_url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis/blob/HEAD/CoW_generator.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"6d7397331b84d54f"}},{"code_sha256_prefix":"29e5e72bcd006dcd","entry":"spatial_average","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"lpips/networks_basic.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/lpips/networks_basic.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"29e5e72bcd006dcd"}},{"code_sha256_prefix":"fb54de042a2c0cee","entry":"tensors_sum","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fb54de042a2c0cee"}},{"code_sha256_prefix":"d4bb2865508c3d4b","entry":"to_img","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"misc.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/misc.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d4bb2865508c3d4b"}},{"code_sha256_prefix":"181e050b9236c790","entry":"to_tensor","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"misc.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/misc.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"181e050b9236c790"}},{"code_sha256_prefix":"47ffad5aa9bb9c7d","entry":"unpack_bz2","repo":"kerryvernebegeman/Kerry-Verne-Begeman","repo_kind":"listed","path":"align_images.py","file_url":"https://github.com/kerryvernebegeman/Kerry-Verne-Begeman/blob/HEAD/align_images.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"47ffad5aa9bb9c7d"}},{"code_sha256_prefix":"351677a36e1961df","entry":"upsample","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"lpips/networks_basic.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/lpips/networks_basic.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"351677a36e1961df"}},{"code_sha256_prefix":"ec9cdcb0bee74dce","entry":"Discriminator","repo":"nekitmm/StyleGan2","repo_kind":"listed","path":"stylegan2.py","file_url":"https://github.com/nekitmm/StyleGan2/blob/HEAD/stylegan2.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ec9cdcb0bee74dce"}},{"code_sha256_prefix":"5789085967e4b1df","entry":"G_logistic","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"training/loss.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/training/loss.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5789085967e4b1df"}},{"code_sha256_prefix":"b6668f9bde89d3bf","entry":"G_logistic_ns","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"training/loss.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/training/loss.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b6668f9bde89d3bf"}},{"code_sha256_prefix":"87603f13ae23b98e","entry":"G_logistic_ns_pathreg","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"loss/loss.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/loss/loss.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"87603f13ae23b98e"}},{"code_sha256_prefix":"0ee33b2ac67da641","entry":"R1_reg","repo":"simplerick/stylegan2_pytorch","repo_kind":"listed","path":"loss.py","file_url":"https://github.com/simplerick/stylegan2_pytorch/blob/HEAD/loss.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0ee33b2ac67da641"}},{"code_sha256_prefix":"ed03ba54397adbe4","entry":"all_gather","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"distributed.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/distributed.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ed03ba54397adbe4"}},{"code_sha256_prefix":"9179909d74e399ab","entry":"blur2d","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"training/networks_stylegan.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/training/networks_stylegan.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9179909d74e399ab"}},{"code_sha256_prefix":"03bf478c960a67ca","entry":"convertZtoW","repo":"mhuse/StyleGAN2LatentspaceInterpolation","repo_kind":"listed","path":"run_generator.py","file_url":"https://github.com/mhuse/StyleGAN2LatentspaceInterpolation/blob/HEAD/run_generator.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"03bf478c960a67ca"}},{"code_sha256_prefix":"5a6569d11eafa188","entry":"convert_path","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"dnnlib/submission/submit.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/dnnlib/submission/submit.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5a6569d11eafa188"}},{"code_sha256_prefix":"37f713eec2079edc","entry":"disc_logistic_loss","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"model/training.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/model/training.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"37f713eec2079edc"}},{"code_sha256_prefix":"d4a53739e4974d00","entry":"downscale2d","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"training/networks_stylegan.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/training/networks_stylegan.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d4a53739e4974d00"}},{"code_sha256_prefix":"31857d2f579c1600","entry":"execute_cmdline","repo":"Uemuet/-gan","repo_kind":"listed","path":"dataset_tool.py","file_url":"https://github.com/Uemuet/-gan/blob/HEAD/dataset_tool.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"31857d2f579c1600"}},{"code_sha256_prefix":"56dc57ef0acb82be","entry":"execute_cmdline","repo":"Ajasra/TattooStyleGAN2","repo_kind":"listed","path":"dataset_tool.py","file_url":"https://github.com/Ajasra/TattooStyleGAN2/blob/HEAD/dataset_tool.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"56dc57ef0acb82be"}},{"code_sha256_prefix":"44593202a560da74","entry":"execute_cmdline","repo":"xx88xx/stylegan2ky","repo_kind":"listed","path":"dataset_tool.py","file_url":"https://github.com/xx88xx/stylegan2ky/blob/HEAD/dataset_tool.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"44593202a560da74"}},{"code_sha256_prefix":"7284618ab4d5847d","entry":"extract_feature_from_samples","repo":"kh12lee/kh_lee","repo_kind":"listed","path":"fid.py","file_url":"https://github.com/kh12lee/kh_lee/blob/HEAD/fid.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7284618ab4d5847d"}},{"code_sha256_prefix":"805a0a55a20dd455","entry":"extract_feature_from_samples","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"fid.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/fid.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"805a0a55a20dd455"}},{"code_sha256_prefix":"826a4bfd8b5cb2fc","entry":"extract_features","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"calc_inception.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/calc_inception.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"826a4bfd8b5cb2fc"}},{"code_sha256_prefix":"9d5002fbab594877","entry":"get_path_from_template","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"dnnlib/submission/submit.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/dnnlib/submission/submit.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9d5002fbab594877"}},{"code_sha256_prefix":"28ef046211377170","entry":"get_path_or_url","repo":"DaVran369/face","repo_kind":"listed","path":"pretrained_networks.py","file_url":"https://github.com/DaVran369/face/blob/HEAD/pretrained_networks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"28ef046211377170"}},{"code_sha256_prefix":"fc6991cc46411667","entry":"get_path_or_url","repo":"NVlabs/stylegan2","repo_kind":"official","path":"pretrained_networks.py","file_url":"https://github.com/NVlabs/stylegan2/blob/HEAD/pretrained_networks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"fc6991cc46411667"}},{"code_sha256_prefix":"1f61e80b10011e25","entry":"get_template_from_path","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"dnnlib/submission/submit.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/dnnlib/submission/submit.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1f61e80b10011e25"}},{"code_sha256_prefix":"d6578d695d6c329e","entry":"get_top_level_function_name","repo":"tomguluson92/StyleGAN2_PyTorch","repo_kind":"listed","path":"utils/utils.py","file_url":"https://github.com/tomguluson92/StyleGAN2_PyTorch/blob/HEAD/utils/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d6578d695d6c329e"}},{"code_sha256_prefix":"d8d97d028dfccdb2","entry":"image_example","repo":"christophmeyer/stylegan2-tf2","repo_kind":"listed","path":"preprocessing/dataset.py","file_url":"https://github.com/christophmeyer/stylegan2-tf2/blob/HEAD/preprocessing/dataset.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d8d97d028dfccdb2"}},{"code_sha256_prefix":"5bdcd58a1b1c3547","entry":"load_features_from_npy_gz","repo":"claim-berlin/3d_stylegan_circle_of_willis","repo_kind":"listed","path":"MedicalNet/evaluation.py","file_url":"https://github.com/claim-berlin/3d_stylegan_circle_of_willis/blob/HEAD/MedicalNet/evaluation.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"5bdcd58a1b1c3547"}},{"code_sha256_prefix":"e08f316a9dc1f50e","entry":"make_table_for_imgs","repo":"hiroyasuakada/StyleGAN2-PyTorch","repo_kind":"listed","path":"generate_img_pre_trained.py","file_url":"https://github.com/hiroyasuakada/StyleGAN2-PyTorch/blob/HEAD/generate_img_pre_trained.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e08f316a9dc1f50e"}},{"code_sha256_prefix":"1fe64d4f2b0f6e34","entry":"readFlow","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"IO.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/IO.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1fe64d4f2b0f6e34"}},{"code_sha256_prefix":"0564ba38597daf7c","entry":"readPFM","repo":"EmptySamurai/pytorch-reconet","repo_kind":"listed","path":"IO.py","file_url":"https://github.com/EmptySamurai/pytorch-reconet/blob/HEAD/IO.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0564ba38597daf7c"}},{"code_sha256_prefix":"5144ad456049f8ce","entry":"reduce_loss_dict","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"distributed.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/distributed.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5144ad456049f8ce"}},{"code_sha256_prefix":"887196edb544b380","entry":"render_video","repo":"spacegoing/stylegan2","repo_kind":"listed","path":"project_images.py","file_url":"https://github.com/spacegoing/stylegan2/blob/HEAD/project_images.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"887196edb544b380"}},{"code_sha256_prefix":"514dd3c0eee3691c","entry":"score_2afc_dataset","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"lpips/dist_model.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/lpips/dist_model.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"514dd3c0eee3691c"}},{"code_sha256_prefix":"581c80d602289d6d","entry":"score_jnd_dataset","repo":"alekseynp/stylegan2-pytorch","repo_kind":"listed","path":"lpips/dist_model.py","file_url":"https://github.com/alekseynp/stylegan2-pytorch/blob/HEAD/lpips/dist_model.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"581c80d602289d6d"}},{"code_sha256_prefix":"06c39cfa6fb83ec9","entry":"upscale2d","repo":"tjwei/stylegan2_workshop","repo_kind":"listed","path":"training/networks_stylegan.py","file_url":"https://github.com/tjwei/stylegan2_workshop/blob/HEAD/training/networks_stylegan.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"06c39cfa6fb83ec9"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}