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We present a framework for training GANs with explicit control over generated images.
A Morphable Model for the Synthesis of 3D Faces
Volker Blanz and Thomas Vetter · 1999
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An Efficient Representation for Irradiance Environment Maps
R. Ramamoorthi and P. Hanrahan · 2001
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ImageNet: A Large-Scale Hierarchical Image Database
J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei · 2009
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Generative Adversarial Nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Conditional generative adversarial nets
Mehdi Mirza and Simon Osindero · 2014
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Dex: Deep Expectation of Apparent Age from a Single Image
Rasmus Rothe, Radu Timofte, and Luc Van Gool · 2015
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Very Deep Convolutional Networks for Large-Scale Image Recognition
Karen Simonyan and Andrew Zisserman · 2015
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Image Style Transfer Using Convolutional Neural Networks
Leon A Gatys, Alexander S Ecker, and Matthias Bethge · 2016
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Generative visual manipulation on the natural image manifold
Jun-Yan Zhu, Philipp Krähenbühl, Eli Shechtman, and Alexei A Efros · 2016
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Gans Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
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Progressive Growing of GANs for Iimproved Quality, Stability, and Variation
Tero Karras, Timo Aila, Samuli Laine, and Jaakko Lehtinen · 2017
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Learning a Model of Facial Shape and Expression from 4D Scans
Tianye Li, Timo Bolkart, Michael J Black, Hao Li, and Javier Romero · 2017
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Conditional image synthesis with auxiliary classifier gans
Augustus Odena, Christopher Olah, and Jonathon Shlens · 2017
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Pyramid Scene Parsing Network
Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, and Jiaya Jia · 2017
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Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A Efros · 2017
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Towards open-set identity preserving face synthesis
Jianmin Bao, Dong Chen, Fang Wen, Houqiang Li, and Gang Hua · 2018
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StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation
Yunjey Choi, Minje Choi, Munyoung Kim, Jung-Woo Ha, Sunghun Kim, and Jaegul Choo · 2018
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Semantically Decomposing the Latent Spaces of Generative Adversarial Networks
Chris Donahue, Zachary C Lipton, Akshay Balsubramani, and Julian McAuley · 2018
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Multimodal Unsupervised Image-to-Image Translation
Xun Huang, Ming-Yu Liu, Serge Belongie, and Jan Kautz · 2018
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cgans with projection discriminator
Takeru Miyato and Masanori Koyama · 2018
Cited alongside, same era.
Fine-Grained Head Pose Estimation Without Keypoints
Nataniel Ruiz, Eunji Chong, and James M. Rehg · 2018
Cited alongside, same era.
FaceID-GAN: Learning a Symmetry Three-Player GAN for Identity-Preserving Face Synthesis
Yujun Shen, Ping Luo, Junjie Yan, Xiaogang Wang, and Xiaoou Tang · 2018
Cited alongside, same era.
Facefeat-gan: a two-stage approach for identity-preserving face synthesis
Yujun Shen, Bolei Zhou, Ping Luo, and Xiaoou Tang · 2018
Cited alongside, same era.
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, and Bryan Catanzaro · 2018
Cited alongside, same era.
StarGAN v2: Diverse Image Synthesis for Multiple Domains
Yunjey Choi, Youngjung Uh, Jaejun Yoo, and Jung-Woo Ha · 2020
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Disentangled and Controllable Face Image Generation via 3D Imitative-Contrastive Learning
Yu Deng, Jiaolong Yang, Dong Chen, Fang Wen, and Xin Tong · 2020
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3D Morphable Face Models—Past, Present, and Future
Bernhard Egger, William AP Smith, Ayush Tewari, Stefanie Wuhrer, Michael Zollhoefer, Thabo Beeler, Florian Bernard, Timo Bolkart, Adam Kortylewski, Sami Romdhani, et al · 2020
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Ganspace: Discovering Interpretable GAN Controls
Erik Härkönen, Aaron Hertzmann, Jaakko Lehtinen, and Sylvain Paris · 2020
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On the ”Steerability” of Generative Adversarial Networks
Ali Jahanian, Lucy Chai, and Phillip Isola · 2020
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Image2stylegan: How to Embed Images Into the StyleGAN Latent Space?
Rameen Abdal, Yipeng Qin, and Peter Wonka · 2019
Cited alongside, same era.
Large Scale GAN Training for High Fidelity Natural Image Synthesis
Andrew Brock, Jeff Donahue, and Karen Simonyan · 2019
Cited alongside, same era.
ArcFace: Additive Angular Margin Loss for Deep Face Recognition
Jiankang Deng, Jia Guo, Niannan Xue, and Stefanos Zafeiriou · 2019
Cited alongside, same era.
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: from Single Image to Image Set
Yu Deng, Jiaolong Yang, Sicheng Xu, Dong Chen, Yunde Jia, and Xin Tong · 2019
Cited alongside, same era.
Attgan: Facial attribute editing by only changing what you want
Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, and Xilin Chen · 2019
Cited alongside, same era.
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
Cited alongside, same era.
Analyzing and Improving the Image Quality of StyleGAN
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, and Timo Aila · 2019
Cited alongside, same era.
Tero Karras, Miika Aittala, Janne Hellsten, Samuli Laine, Jaakko Lehtinen, and Timo Aila · 2020
Later among the works it cites.
CONFIG: Controllable Neural Face Image Generation
Marek Kowalski, Stephan J. Garbin, Virginia Estellers, Tadas Baltrušaitis, Matthew Johnson, and Jamie Shotton · 2020
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Breaking the Cycle - Colleagues are All You Need
Ayellet Tal Ori Nizan · 2020
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Interpreting the Latent Space of GANs for Semantic Face Editing
Yujun Shen, Jinjin Gu, Xiaoou Tang, and Bolei Zhou · 2020
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Efficient Facial Feature Learning with Wide Ensemble-based Convolutional Neural Networks, Feb 2020
Henrique Siqueira, Sven Magg, and Stefan Wermter · 2020
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StyleRig: Rigging StyleGAN for 3D Control Over Portrait Images
Ayush Tewari, Mohamed Elgharib, Gaurav Bharaj, Florian Bernard, Hans-Peter Seidel, Patrick Perez, Michael Zollhofer, and Christian Theobalt · 2020
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Pie: Portrait image embedding for semantic control
Ayush Tewari, Mohamed Elgharib, Mallikarjun BR, Florian Bernard, Hans-Peter Seidel, Patrick Pérez, Michael Zöllhofer, and Christian Theobalt · 2020
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High resolution face age editing
Xu Yao, Gilles Puy, Alasdair Newson, Yann Gousseau, and Pierre Hellier · 2020
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In-domain GAN Inversion for Real Image Editing
Jiapeng Zhu, Yujun Shen, Deli Zhao, and Bolei Zhou · 2020
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Cc{gan}: Continuous conditional generative adversarial networks for image generation
Xin Ding, Yongwei Wang, Zuheng Xu, William J Welch, and Z. Jane Wang · 2021
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Do 2d {gan}s know 3d shape? unsupervised 3d shape reconstruction from 2d image {gan}s
Xingang Pan, Bo Dai, Ziwei Liu, Chen Change Loy, and Ping Luo · 2021
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{GAN} ”steerability” without optimization
Nurit Spingarn, Ron Banner, and Tomer Michaeli · 2021
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Enjoy your editing: Controllable {gan}s for image editing via latent space navigation
Peiye Zhuang, Oluwasanmi O Koyejo, and Alex Schwing · 2021
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