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GAN-Inversion

[TPAMI 2022] GAN Inversion: A Survey
https://github.com/weihaox/GAN-Inversion

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  • GAN Inversion Methods

  • Applications

    • Image and Video Generation and Manipulation

      • [PDF
      • [PDF - One-shot-GAN-Adaptation)]
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      • [PDF - time.github.io/)] [[Code](https://github.com/rotemtzaban/STIT)]
      • [PDF
      • [PDF - Visual-Prompt)]
      • Yuchen Liu - Yuan Kung.*<br>
      • [PDF - FM-GAN-Webpage/)]
      • [PDF
      • Xiaoming Zhao - schwing.de/), [Alex Colburn](https://www.colburn.org/).*<br>
      • [PDF - zhao.github.io/projects/gmpi/)] [[Code](https://github.com/apple/ml-gmpi)]
      • [PDF
      • [PDF - edit-gan.github.io/)]
      • [PDF - lab.github.io/eccv2022sound/)] [[Code]()]
      • [PDF - alaluf.github.io/stylegan3-editing/)] [[Code](https://github.com/yuval-alaluf/stylegan3-editing)]
      • [PDF
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      • [PDF - gan)]
      • Rinon Gal - chechik), [Daniel Cohen-Or](https://www.cs.tau.ac.il/~dcor/).*<br>
      • [PDF - nada.github.io/)] [[Code](https://github.com/rinongal/StyleGAN-nada)]
      • [PDF
      • [PDF
      • [PDF - ustc/HairCLIP)]
      • [PDF - 33wfwmyq-dhhqeb3s-mtstuqw7/view/default/11118541390008)]
      • [PDF - hair-FFHQ/blob/main)] [[Non-hair-FFHQ Data](https://github.com/oneThousand1000/non-hair-FFHQ)]
      • [PDF
      • Anna Frühstück - shechtman/), [Niloy J. Mitra](https://research.adobe.com/person/niloy-mitra/), [Peter Wonka](http://peterwonka.net/), [Jingwan Lu](https://research.adobe.com/person/jingwan-lu/).*<br>
      • [PDF - human/StyleGAN-Human/blob/main/insetgan.py)]
      • Jing Shi
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      • Gereon Fox - inf.mpg.de/~atewari/), Mohamed Elgharib, [Christian Theobalt](http://gvv.mpi-inf.mpg.de/).*<br>
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      • Alireza Zaeemzadeh
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      • Yucheol Jung - us/research/people/xtong/), [Seungyong Lee](http://phome.postech.ac.kr/~leesy/).*<br>
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      • Daniel Cohen-Or
      • [PDF - alaluf/SAM)]
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      • Mahmoud Afifi
      • [PDF - Shot-Face-Swapping-on-Megapixels)]
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      • Hyunsu Kim
      • [PDF - ai/StyleMapGAN)]
      • [PDF - Modal-CelebA-HQ)] [[Code](https://github.com/weihaox/TediGAN)]
      • [PDF
      • [PDF - mdal/deep-landscape)] [[Project](https://saic-mdal.github.io/deep-landscape/)]
      • [PDF
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      • Trevine Oorloff
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      • [PDF - in-Style.io/)] [[Code](https://github.com/trevineoorloff/Encode-in-Style)] [[Data](https://trevineoorloff.github.io/Encode-in-Style.io/)]
      • [PDF
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      • Viraj Shah
      • [PDF
      • [PDF
      • [PDF - yuki-t/Fewshot-SMIS)]
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      • [PDF - by-word)]
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      • Yiqian Wu
      • Peihao Zhu
      • Yiran Xu - Bin Huang](https://jbhuang0604.github.io/).*<br>
      • [PDF - by-word)]
      • [PDF - driven_GAN-Inversion/)]
      • [PDF - Shot-Face-Swapping-on-Megapixels)]

    • Image Restoration

      • Kangfu Mei
      • [PDF - GAN/)]
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      • Xuan Luo - yoo-768a3715b), [Ricardo Martin-Brualla](http://www.ricardomartinbrualla.com/), [Jason Lawrence](http://jasonlawrence.info/), [Steven M. Seitz](https://homes.cs.washington.edu/~seitz/).*<br>
      • [PDF - travel-rephotography.github.io/)] [[Code](https://github.com/Time-Travel-Rephotography/Time-Travel-Rephotography.github.io)]
      • [PDF
      • Kelvin C.K. Chan
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      • Xintao Wang - li.github.io/), [Honglun Zhang](https://scholar.google.com/citations?hl=en&user=KjQLROoAAAAJ), [Ying Shan](https://scholar.google.com/citations?user=4oXBp9UAAAAJ&hl=en).*<br>
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      • Aviv Gabbay
      • [PDF - image-prior/)] [[Code](https://github.com/avivga/style-image-prior)]
      • Aviv Gabbay

    • Image Understanding

      • [PDF
      • Rameen Abdal
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      • Yuxuan Zhang - Francois Lafleche](), [Adela Barriuso](), [Antonio Torralba](https://groups.csail.mit.edu/vision/torralbalab/), [Sanja Fidler](http://www.cs.utoronto.ca/~fidler/).*<br>
      • [PDF - tlabs/datasetGAN_release)] [[Project](https://nv-tlabs.github.io/datasetGAN/)]
      • Supasorn Suwajanakorn
      • [PDF - gan)]
      • [PDF - in-style.github.io/)] [[Code](https://github.com/warmspringwinds/segmentation_in_style)]
      • [PDF - in-style.github.io/)] [[Code](https://github.com/warmspringwinds/segmentation_in_style)]

    • Face Recognition

      • [PDF - for-facerec)]

    • 3D Reconstruction

    • Other Applications

      • [PDF - sm/generator-surgery)]
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      • [PDF - team.github.io/fairstyle/)] [[Code](https://drive.google.com/drive/folders/1PW7w80ZKuLnjnxJNeNkYxXUFvVYi6I6H?usp=sharing)]
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  • Inverted Pretrained Models

    • 2D GANs

      • Minguk Kang - Yan Zhu](https://www.cs.cmu.edu/~junyanz/), [Richard Zhang](https://richzhang.github.io/), [Jaesik Park](https://jaesik.info/), [Eli Shechtman](https://research.adobe.com/person/eli-shechtman/), [Sylvain Paris](https://research.adobe.com/person/sylvain-paris/), [Taesung Park](https://taesung.me/).*<br>
      • [PDF
      • [Project - t)]
      • [PDF - xl/)] [[Code](https://github.com/autonomousvision/stylegan_xl)]
      • Ron Mokady - Or, Tali Dekel, Michal Irani, Inbar Mosseri.*<br>
      • [PDF - distilled-stylegan.github.io/)] [[Code](https://github.com/self-distilled-stylegan/self-distilled-internet-photos)]
      • Nupur Kumari - shechtman/), [Jun-Yan Zhu](https://www.cs.cmu.edu/~junyanz/)<br>
      • [PDF - aided-gan/)] [[Code](https://github.com/nupurkmr9/vision-aided-gan)]
      • [PDF - free-gan)] [[Code](https://github.com/NVlabs/stylegan3)] [[Rosinality](https://github.com/rosinality/alias-free-gan-pytorch)]
      • [PDF - ada)] [[Steam StyleGAN2-ADA](https://github.com/woctezuma/steam-stylegan2-ada)]
      • Tero Karras - laine), [Miika Aittala](https://research.nvidia.com/person/miika-aittala), Janne Hellsten, Jaakko Lehtinen, [Timo Aila](https://research.nvidia.com/person/timo-aila).*<br>
      • [PDF - pytorch)] [[Offical TF](https://github.com/NVlabs/stylegan2)] [[Unoffical Tensorflow 2.0](https://github.com/manicman1999/StyleGAN2-Tensorflow-2.0)]
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      • Axel Sauer

    • 3D-aware GANs

      • Roy Or-El - Shlizerman.*<br>
      • survey - aware-Gen), and [project](https://weihaox.github.io/3D-aware-Gen/) for more details.
      • Jiatao Gu - inf.mpg.de/~theobalt/).*<br>
      • [PDF - a-chan.github.io/EG3D)] [[Code](https://github.com/NVlabs/eg3d)]
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      • [PDF - GAN-website/)] [[Code](https://github.com/lucidrains/pi-GAN-pytorch)]
      • Eric R. Chan - a-chan.github.io/), [Koki Nagano](https://luminohope.org/), [Boxiao Pan](https://cs.stanford.edu/~bxpan/), [Shalini De Mello](https://research.nvidia.com/person/shalini-gupta), [Orazio Gallo](https://oraziogallo.github.io/), [Leonidas Guibas](https://geometry.stanford.edu/member/guibas/), [Jonathan Tremblay](https://research.nvidia.com/person/jonathan-tremblay), [Sameh Khamis](https://www.samehkhamis.com/), [Tero Karras](https://research.nvidia.com/person/tero-karras), [Gordon Wetzstein](https://stanford.edu/~gordonwz/).*<br>

  • GAN Latent Space Editing

  • Diffusion Inversion

    • 2D GAN Inversion

      • [PDF - text-inversion.github.io/)] [[Code](https://github.com/google/prompt-to-prompt/#null-text-inversion-for-editing-real-images)]
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      • [PDF - inversion.github.io/)] [[Code](https://github.com/rinongal/textual_inversion)]
      • [PDF - to-prompt.github.io/)] [[Code](https://github.com/google/prompt-to-prompt/)]
      • [PDF - lab/DirectInversion)]
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      • Inbar Huberman-Spiegelglas
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  • Diffusion Latent Space Editing

  • Acknowledgement

Categories
GAN Inversion Methods 144 Applications 127 GAN Latent Space Editing 50 Inverted Pretrained Models 23 Diffusion Inversion 10 Diffusion Latent Space Editing 10 Acknowledgement 1
Sub Categories
2D GAN Inversion 199 Image and Video Generation and Manipulation 80 Image Restoration 16 3D GAN Inversion 15 2D GANs 15 3D Reconstruction 14 Image Understanding 9 Other Applications 8 3D-aware GANs 8 Face Recognition 1