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deep-face-generation-and-editing-a-survey

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Deep Face Generation and Editing: A Survey

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## 📖 Face Generation and Editing with StyleGAN: A Survey

Survey link: https://arxiv.org/abs/2212.09102

```
@article{melnik2024face,
  title={Face Generation and Editing with StyleGAN: A Survey},
  author={Melnik, Andrew and Miasayedzenkau, Maksim and Makaravets, Dzianis and Pirshtuk, Dzianis and Akbulut, Eren and Holzmann, Dennis and Renusch, Tarek and Reichert, Gustav and Ritter, Helge},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2024},
  publisher={IEEE}
}
```

---

## Papers
[Click to see Figures](#papers)  
- [2023](#2023), [2022](#2022), [2021](#2021), [2020](#2020), [2019](#2019), [2018](#2018), [2017](#2017), [2016](#2016)
## 2023

📄 FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention 
[[Paper]](https://arxiv.org/pdf/2305.10431v2.pdf) [[Project]](https://fastcomposer.mit.edu/) [[Github]](https://github.com/mit-han-lab/fastcomposer) CVPR Guangxuan Xiao, Tianwei Yin, William T. Freeman, Frédo Durand, Song Han

📄 Drag Your GAN: Interactive Point-based Manipulation on the
Generative Image Manifold 
[[Paper]](https://arxiv.org/pdf/2305.10973.pdf) [[Project]](https://vcai.mpi-inf.mpg.de/projects/DragGAN/) [[Github]](https://github.com/XingangPan/DragGAN) SIGGRAPH Xingang Pan, Ayush Tewari, Thomas Leimkühler,Lingjie Liu, Abhimitra Meka, Christian Theobalt

📄 Collaborative Diffusion for Multi-Modal Face Generation and Editing 
[[Paper]](https://arxiv.org/pdf/2304.10530.pdf) [[Project]](https://ziqihuangg.github.io/projects/collaborative-diffusion.html) [[Github]](https://github.com/ziqihuangg/Collaborative-Diffusion) CVPR Ziqi Huang, Kelvin C.K. Chan, Yuming Jiang, Ziwei Liu

📄 Towards Real-time Text-driven Image Manipulation with Unconditional Diffusion Models 
[[Paper]](https://arxiv.org/pdf/2304.04344v1.pdf) arxiv Nikita Starodubcev, Dmitry Baranchuk, Valentin Khrulkov, Artem Babenko

📄 DR2: Diffusion-based Robust Degradation Remover for Blind Face Restoration 
[[Paper]](https://arxiv.org/pdf/2303.06885.pdf) arxiv Zhixin Wang, Xiaoyun Zhang, Ziying Zhang, Huangjie Zheng, Mingyuan Zhou, Ya Zhang, Yanfeng Wang

📄LinkGAN: Linking GAN Latents to Pixels for Controllable Image Synthesis 
[[Paper]](https://arxiv.org/abs/2301.04604) [[Project]](https://zhujiapeng.github.io/linkgan/) [[Github]](https://github.com/zhujiapeng/linkgan) arxiv Jiapeng Zhu, Ceyuan Yang, Yujun Shen, Zifan Shi, Deli Zhao, Qifeng Chen

📄 FastSwap: A Lightweight One-Stage Framework for Real-Time Face Swapping 
[[Paper]](https://openaccess.thecvf.com/content/WACV2023/papers/Yoo_FastSwap_A_Lightweight_One-Stage_Framework_for_Real-Time_Face_Swapping_WACV_2023_paper.pdf) [[Project]](https://wacv-1752.github.io/FastSwap/) [[Github]](https://github.com/sahngmin/fastswap) WACV Sahng-Min Yoo, Tae-Min Choi, Jae-Woo Choi, Jong-Hwan Kim

📄 SLI-pSp: Injecting Multi-Scale Spatial Layout in pSp 
 [[Paper]](https://openaccess.thecvf.com/content/WACV2023/papers/Mathur_SLI-pSp_Injecting_Multi-Scale_Spatial_Layout_in_pSp_WACV_2023_paper) WACV 
Aradhya Neeraj Mathur, Anish Madan, Ojaswa Sharma

## 2022

📄 Face Generation and Editing with StyleGAN: A Survey 
[[Paper]](https://arxiv.org/abs/2212.09102) arxiv 
Andrew Melnik, Maksim Miasayedzenkau, Dzianis Makarovets, Dzianis Pirshtuk, Eren Akbulut, Dennis Holzmann, Tarek Renusch, Gustav Reichert, Helge Ritter

📄 3D Cartoon Face Generation with Controllable Expressions from a Single GAN Image 
[[Paper]](https://arxiv.org/abs/2207.14425) arxiv 
Hao Wang, Guosheng Lin, Steven C. H. Hoi, Chunyan Miao

📄 Faces: AI Blitz XIII Solutions 
[[Paper]](https://arxiv.org/abs/2204.01081) [[Github]](https://github.com/ndrwmlnk/ai-blitz-xiii) arxiv 
Andrew Melnik, Eren Akbulut, Jannik Sheikh, Kira Loos, Michael Buettner, Tobias Lenze

📄 SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation 
[[Paper]](https://arxiv.org/pdf/2211.12194v2.pdf) [[Project]](https://sadtalker.github.io/) [[Github]](https://github.com/OpenTalker/SadTalker) CVPR Ziqi Huang, Kelvin C.K. Chan, Yuming Jiang, Ziwei Liu

📄 MyStyle: A Personalized Generative Prior 
[[Paper]](https://arxiv.org/abs/2203.17272) [[Github]](https://mystyle-personalized-prior.github.io/) [[Video]](https://www.youtube.com/watch?v=axWo_9Gt47o) arxiv 
Yotam Nitzan, Kfir Aberman, Qiurui He, Orly Liba, Michal Yarom, Yossi Gandelsman, Inbar Mosseri, Yael Pritch, Daniel Cohen-or

📄 Third Time's the Charm? Image and Video Editing with StyleGAN3 
[[Paper]](https://arxiv.org/abs/2201.13433) [[Github]](https://github.com/yuval-alaluf/stylegan3-editing) arxiv 
Yuval Alaluf, Or Patashnik, Zongze Wu, Asif Zamir, Eli Shechtman, Dani Lischinski, Daniel Cohen-Or

📄 E2Style: Improve the Efficiency and Effectiveness of StyleGAN Inversion 
[[Paper]](https://arxiv.org/abs/2201.13433) [[Github]](https://github.com/wty-ustc/e2style) IEEE Transactions on Image Processing 
Tianyi Wei, Dongdong Chen, Wenbo Zhou, Jing Liao, Weiming Zhang, Lu Yuan, Gang Hua, Nenghai Yu

📄 Unsupervised face frontalization using disentangled representation-learning CycleGAN 
[[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S1077314222001096) Computer Vision and Image Understanding 
Yanfei Liu Junhua Chen

## 2021

📄 HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing 
[[Paper]](https://arxiv.org/abs/2111.15666) [[Github]](https://github.com/yuval-alaluf/hyperstyle) [[Video]](https://www.youtube.com/watch?v=_sbXmLY2jMw) CVPR 
Yuval Alaluf, Omer Tov, Ron Mokady, Rinon Gal, Amit H. Bermano

📄 Fine-Tuning StyleGAN2 For Cartoon Face Generation 
[[Paper]](https://arxiv.org/abs/2106.12445) arxiv 
Jihye Back

📄 Pivotal Tuning for Latent-based Editing of Real Images 
[[Paper]](https://arxiv.org/abs/2106.05744) [[Github]](https://github.com/danielroich/PTI) ACM 
Daniel Roich, Ron Mokady, Amit H. Bermano, Daniel Cohen-Or

📄 Transforming the Latent Space of StyleGAN for Real Face Editing 
[[Paper]](https://arxiv.org/abs/2105.14230) [[Github]](https://github.com/AnonSubm2021/TransStyleGAN) arxiv 
Heyi Li, Jinlong Liu, Xinyu Zhang, Yunzhi Bai, Huayan Wang, Klaus Mueller

📄 One Shot Face Swapping on Megapixels 
[[Paper]](https://arxiv.org/abs/2105.04932) [[Github]](https://github.com/zyainfal/One-Shot-Face-Swapping-on-Megapixels) CVPR 
Yuhao Zhu, Qi Li, Jian Wang, Chengzhong Xu, Zhenan Sun

📄 ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement 
[[Paper]](https://arxiv.org/abs/2104.02699) [[Github]](https://github.com/yuval-alaluf/restyle-encoder) [[Video]](https://www.youtube.com/watch?v=6pGzLECSIWM) ICCV 
Yuval Alaluf, Or Patashnik, Daniel Cohen-Or

📄 Designing an Encoder for StyleGAN Image Manipulation 
[[Paper]](https://arxiv.org/abs/2102.02766) [[Github]](https://github.com/omertov/encoder4editing) [[Video]](https://dl.acm.org/doi/10.1145/3450626.3459838) arxiv 
Omer Tov, Yuval Alaluf, Yotam Nitzan, Or Patashnik, Daniel Cohen-Or

📄 StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery 
[[Paper]](https://arxiv.org/abs/2103.17249) [[Github]](https://github.com/orpatashnik/StyleCLIP) [[Video]](https://www.youtube.com/watch?v=5icI0NgALnQ) IEEE/CVF 
Or Patashnik, Zongze Wu, Eli Shechtman, Daniel Cohen-Or, Dani Lischinski

📄 StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators 
[[Paper]](https://arxiv.org/abs/2108.00946) [[Github]](https://github.com/rinongal/StyleGAN-nada) CoRR 
Rinon Gal, Or Patashnik, Haggai Maron, Gal Chechik, Daniel Cohen-Or

📄 Alias-Free Generative Adversarial Networks 
[[Paper]](https://arxiv.org/abs/2106.12423) [[Github]](https://github.com/NVlabs/stylegan3) [[Video]](https://nvlabs-fi-cdn.nvidia.com/stylegan3/videos/) NeurIPS 
Tero Karras, Miika Aittala, Samuli Laine, Erik HÃ¤rkÃ¶nen, Janne Hellsten, Jaakko Lehtinen, Timo Aila

📄 Normalized Avatar Synthesis Using StyleGAN and Perceptual Refinement 
[[Paper]](https://arxiv.org/abs/2106.11423) [[Video]](https://www.youtube.com/watch?v=V9r_jOiGX84) IEEE/CVF 
Huiwen Luo, Koki Nagano, Han-Wei Kung, Mclean Goldwhite, Qingguo Xu, Zejian Wang, Lingyu Wei, Liwen Hu, Hao Li

📄 Learning Transferable Visual Models From Natural Language Supervision 
[[Paper]](https://arxiv.org/abs/2103.00020) [[Github]](https://github.com/openai/CLIP) PMLR 
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, Ilya Sutskever

📄 StyleCariGAN: Caricature Generation via StyleGAN Feature Map Modulation 
[[Paper]](https://arxiv.org/abs/2107.04331) [[Github]](https://github.com/wonjongg/StyleCariGAN) [[Video]](https://www.youtube.com/watch?v=kpHbGOlI-BU&feature=youtu.be) ACM 
Wonjong Jang, Gwangjin Ju, Yucheol Jung, Jiaolong Yang, Xin Tong, Seungyong Lee

📄 Towards Real-World Blind Face Restoration with Generative Facial Prior 
[[Paper]](https://arxiv.org/abs/2101.04061) [[Github]](https://github.com/TencentARC/GFPGAN) IEEE/CVF 
Xintao Wang, Yu Li, Honglun Zhang, Ying Shan

📄 Positional Encoding as Spatial Inductive Bias in GANs 
[[Paper]](https://arxiv.org/abs/2012.05217) IEEE/CVF 2021 
Rui Xu, Xintao Wang, Kai Chen, Bolei Zhou, Chen Change Loy

📄 Designing an Encoder for StyleGAN Image Manipulation 
[[Paper]](https://arxiv.org/abs/2102.02766) [[Github]](https://github.com/omertov/encoder4editing) ACM 
Omer Tov, Yuval Alaluf, Yotam Nitzan, Or Patashnik, Daniel Cohen-Or

📄 BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation 
[[Paper]](https://arxiv.org/abs/2110.11728) [[Github]](https://github.com/onion-liu/BlendGAN) Advances in Neural Information Processing Systems 
Mingcong Liu, Qiang Li, Zekui Qin, Guoxin Zhang, Pengfei Wan, Wen Zheng

📄 StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation 
[[Paper]](https://arxiv.org/abs/2011.12799) [[Github]](https://github.com/betterze/StyleSpace) [[Video]](https://www.youtube.com/watch?v=U7qRotRGr1w&feature=youtu.be) CVPR 
Zongze Wu, Dani Lischinski, Eli Shechtman

## 2020

📄 Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation 
[[Paper]](https://arxiv.org/abs/2008.00951) [[Github]](https://github.com/eladrich/pixel2style2pixel) [[Video]](https://www.youtube.com/watch?v=bfvSwhqsTgM) CVPR 
Elad Richardson, Yuval Alaluf, Or Patashnik, Yotam Nitzan, Yaniv Azar, Stav Shapiro, Daniel Cohen-Or

📄 Training Generative Adversarial Networks with Limited Data 
[[Paper]](https://arxiv.org/abs/2006.06676) [[Github]](https://github.com/NVlabs/stylegan2-ada) arxiv 
Tero Karras, Miika Aittala, Janne Hellsten, Samuli Laine, Jaakko Lehtinen, Timo Aila

📄 The Creation and Detection of Deepfakes: A Survey 
[[Paper]](https://arxiv.org/abs/2004.11138) CSUR 
Yisroel Mirsky, Wenke Lee

📄 StyleRig: Rigging StyleGAN for 3D Control over Portrait Images 
[[Paper]](https://arxiv.org/abs/2004.00121) IEEE/CVF 
Ayush Tewari, Mohamed Elgharib, Gaurav Bharaj, Florian Bernard, Hans-Peter Seidel, Patrick PÃ©rez, Michael ZollhÃ¶fer, Christian Theobalt

📄 Media Forensics and DeepFakes: an overview 
[[Paper]](https://arxiv.org/abs/2001.06564) IEEE Journal of Selected Topics in Signal Processing 
Luisa Verdoliva

📄 Neural Head Reenactment with Latent Pose Descriptors 
[[Paper]](https://arxiv.org/abs/2004.12000) [[Github]](https://github.com/shrubb/latent-pose-reenactment) CVPR 
Egor Burkov, Igor Pasechnik, Artur Grigorev, Victor Lempitsky

📄 GAN Compression: Efficient Architectures for Interactive Conditional GANs 
[[Paper]](https://arxiv.org/abs/2003.08936) [[Github]](https://github.com/mit-han-lab/gan-compression) [[Video]](https://www.youtube.com/playlist?list=PL80kAHvQbh-r5R8UmXhQK1ndqRvPNw_ex) CVPR 
Muyang Li, Ji Lin, Yaoyao Ding, Zhijian Liu, Jun-Yan Zhu, Song Han

📄 StyleGAN2 Distillation for Feed-forward Image Manipulation 
[[Paper]](https://arxiv.org/abs/2003.03581) [[Github]](https://github.com/EvgenyKashin/stylegan2-distillation) Springer 
Yuri Viazovetskyi, Vladimir Ivashkin, Evgeny Kashin

📄 Collaborative Learning for Faster StyleGAN Embedding 
[[Paper]](https://arxiv.org/abs/2007.01758) [[Github]](https://github.com/EvgenyKashin/stylegan2-distillation) arxiv 
Shanyan Guan, Ying Tai, Bingbing Ni, Feida Zhu, Feiyue Huang, Xiaokang Yang

📄 In-Domain GAN Inversion for Real Image Editing 
[[Paper]](https://arxiv.org/abs/2004.00049) [[Github]](https://github.com/EvgenyKashin/stylegan2-distillation) arxiv 
Jiapeng Zhu, Yujun Shen, Deli Zhao, Bolei Zhou

📄 Interpreting the Latent Space of GANs for Semantic Face Editing 
[[Paper]](https://arxiv.org/abs/1907.10786) CVPR 
Yujun Shen, Jinjin Gu, Xiaoou Tang, Bolei Zhou

📄 GANSpace: Discovering Interpretable GAN Controls 
[[Paper]](https://arxiv.org/abs/2004.02546) [[Github]](https://github.com/harskish/ganspace) Advances in Neural Information Processing Systems 
Erik HÃ¤rkÃ¶nen, Aaron Hertzmann, Jaakko Lehtinen, Sylvain Paris

📄 Resolution Dependent GAN Interpolation for Controllable Image Synthesis Between Domains 
[[Paper]](https://arxiv.org/abs/2010.05334) arxiv 
Justin N. M. Pinkney, Doron Adler

📄 Advancing High Fidelity Identity Swapping for Forgery Detection 
[[Paper]](https://openaccess.thecvf.com/content_CVPR_2020/html/Li_Advancing_High_Fidelity_Identity_Swapping_for_Forgery_Detection_CVPR_2020_paper.html) CVPR 
Lingzhi Li, Jianmin Bao, Hao Yang, Dong Chen, Fang Wen

## 2019

📄 Analyzing and Improving the Image Quality of StyleGAN 
[[Paper]](https://arxiv.org/abs/1912.04958) [[Github]](https://github.com/NVlabs/stylegan2) [[Video]](https://www.youtube.com/watch?v=c-NJtV9Jvp0) IEEE/CVF 
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, Timo Aila

📄 Unconstrained Facial Expression Transfer using Style-based Generator 
[[Paper]](https://arxiv.org/abs/1912.06253) arxiv 
Chao Yang, Ser-Nam Lim

📄 Image2StyleGAN++: How to Edit the Embedded Images? 
[[Paper]](https://arxiv.org/abs/1911.11544) [[Video]](https://www.youtube.com/watch?v=kEKVSMTTQEI) IEEE/CVF 
Rameen Abdal, Yipeng Qin, Peter Wonka

📄 Deep Learning for Deepfakes Creation and Detection: A Survey 
[[Paper]](https://arxiv.org/abs/1909.11573) arxiv 
Thanh Thi Nguyen, Quoc Viet Hung Nguyen, Dung Tien Nguyen, Duc Thanh Nguyen, Thien Huynh-The, Saeid Nahavandi, Thanh Tam Nguyen, Quoc-Viet Pham, Cuong M. Nguyen

📄 Mining Audio, Text and Visual Information for Talking Face Generation 
[[Paper]](https://ieeexplore.ieee.org/document/8970886) ICDM 
L. Yu, J. Yu, and Q. Ling

📄 FReeNet: Multi-Identity Face Reenactment 
[[Paper]](https://arxiv.org/abs/1905.11805) arxiv 
Jiangning Zhang, Xianfang Zeng, Mengmeng Wang, Yusu Pan, Liang Liu, Yong Liu, Yu Ding, Changjie Fan

## 2018

📄 A Style-Based Generator Architecture for Generative Adversarial Networks 
[[Paper]](https://arxiv.org/abs/1812.04948) [[Github]](https://github.com/NVlabs/stylegan) [[Video]](https://youtu.be/kSLJriaOumA) IEEE/CVF 
Tero Karras, Samuli Laine, Timo Aila

📄 Video-to-Video Synthesis 
[[Paper]](https://arxiv.org/abs/1808.06601) [[Github]](https://github.com/NVIDIA/vid2vid) [[Video]](https://www.youtube.com/watch?v=GrP_aOSXt5U) NeurIPS 
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, Bryan Catanzaro

📄 End-to-End Speech-Driven Facial Animation with Temporal GANs 
[[Paper]](https://arxiv.org/abs/1805.09313) BMVC 
Konstantinos Vougioukas, Stavros Petridis, Maja Pantic

📄 Talking Face Generation by Conditional Recurrent Adversarial Network 
[[Paper]](https://arxiv.org/abs/1804.04786) [[Github]](https://github.com/susanqq/Talking_Face_Generation) arxiv 
Yang Song, Jingwen Zhu, Dawei Li, Xiaolong Wang, Hairong Qi

📄 Unsupervised Depth Estimation, 3D Face Rotation and Replacement 
[[Paper]](https://arxiv.org/abs/1803.09202) [[Github]](https://github.com/joelmoniz/DepthNets) NeurIPS 
Tero Karras, Samuli Laine, Timo Aila

📄 ArcFace: Additive Angular Margin Loss for Deep Face Recognition 
[[Paper]](https://arxiv.org/abs/1801.07698) [[Github]](https://github.com/deepinsight/insightface) IEEE/CVF 
Jiankang Deng, Jia Guo, Jing Yang, Niannan Xue, Irene Kotsia, Stefanos Zafeiriou

📄 The Unreasonable Effectiveness of Deep Features as a Perceptual Metric 
[[Paper]](https://arxiv.org/abs/1801.03924) [[Github]](https://github.com/richzhang/PerceptualSimilarity) CVPR 
Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, Oliver Wang

📄 Photorealistic Monocular Gaze Redirection Using Machine Learning 
[[Paper]](https://ieeexplore.ieee.org/document/8010348) IEEE 
D. Kononenko, Y. Ganin, D. Sungatullina, and V. Lempitsky

## 2017

📄 The Perception-Distortion Tradeoff 
[[Paper]](https://arxiv.org/abs/1711.06077) IEEE/CVPR 
Yochai Blau, Tomer Michaeli

📄 Progressive Growing of GANs for Improved Quality, Stability, and Variation 
[[Paper]](https://arxiv.org/abs/1710.10196) [[Github]](https://github.com/tkarras/progressive_growing_of_gans) ICLR 
Tero Karras, Timo Aila, Samuli Laine, Jaakko Lehtinen

📄 MoCoGAN: Decomposing Motion and Content for Video Generation 
[[Paper]](https://arxiv.org/abs/1707.04993) [[Github]](https://github.com/sergeytulyakov/mocogan) IEEE/CVF 
Sergey Tulyakov, Ming-Yu Liu, Xiaodong Yang, Jan Kautz

📄 GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium 
[[Paper]](https://arxiv.org/abs/1706.08500) [[Github]](https://github.com/bioinf-jku/TTUR) Advances in neural information processing systems 
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, Sepp Hochreiter

📄 Representation Learning by Rotating Your Faces 
[[Paper]](https://arxiv.org/abs/1705.11136) IEEE Transactions on Pattern Analysis and Machine Intelligence 
Luan Tran, Xi Yin, Xiaoming Liu

📄 On Convergence and Stability of GANs 
[[Paper]](https://arxiv.org/abs/1705.07215) [[Github]](https://github.com/kodalinaveen3/DRAGAN) arxiv 
Naveen Kodali, Jacob Abernethy, James Hays, Zsolt Kira

📄 Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 
[[Paper]](https://arxiv.org/abs/1703.06868) [[Github]](https://github.com/xunhuang1995/AdaIN-style) ICCV 
Xun Huang, Serge Belongie

📄 Precise Recovery of Latent Vectors from Generative Adversarial Networks 
[[Paper]](https://arxiv.org/abs/1702.04782) arxiv 
Zachary C. Lipton, Subarna Tripathi

📄 Automated face swapping and its detection 
[[Paper]](https://ieeexplore.ieee.org/abstract/document/8124497) ICSIP 
Y. Zhang, L. Zheng, and V. L. L. Thing

📄 Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 
[[Paper]](https://arxiv.org/abs/1703.10593) [[Github]](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) CoRR 
Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros

## 2016

📄 Perceptual Losses for Real-Time Style Transfer and Super-Resolution 
[[Paper]](https://arxiv.org/abs/1603.08155) Springer 
Justin Johnson, Alexandre Alahi, Li Fei-Fei

📄 Face2Face: Real-time Face Capture and Reenactment of RGB Videos 
[[Paper]](https://openaccess.thecvf.com/content_cvpr_2016/html/Thies_Face2Face_Real-Time_Face_CVPR_2016_paper.html) IEEE conference on computer vision and pattern recognition 
Justus Thies, Michael ZollhÃ¶fer, Marc Stamminger, Christian Theobalt, Matthias NieÃner

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