GANSpace: Discovering Interpretable GAN Controls

6 April 2020

Papers citing "GANSpace: Discovering Interpretable GAN Controls"

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Title
Low-Rank Subspaces in GANs Jiapeng Zhu Ruili Feng Yujun Shen Deli Zhao Zhengjun Zha Jingren Zhou Qifeng Chen GAN 11 71 0 08 Jun 2021
GAN Cocktail: mixing GANs without dataset access Omri Avrahami Dani Lischinski Ohad Fried DiffM MoMe 16 10 0 07 Jun 2021
Barbershop: GAN-based Image Compositing using Segmentation Masks Peihao Zhu Rameen Abdal John C. Femiani Peter Wonka 21 31 0 02 Jun 2021
Transforming the Latent Space of StyleGAN for Real Face Editing Heyi Li Jinlong Liu Xinyu Zhang Yunzhi Bai Huayan Wang Klaus Mueller CVBM 40 10 0 29 May 2021
Disentangled Face Attribute Editing via Instance-Aware Latent Space Search Yuxuan Han Jiaolong Yang Ying Fu CVBM 14 26 0 26 May 2021
DeepFaceEditing: Deep Face Generation and Editing with Disentangled Geometry and Appearance Control Shu-Yu Chen Feng-Lin Liu Yu-Kun Lai Paul L. Rosin Chunpeng Li Hongbo Fu Lin Gao CVBM 3DV 14 32 0 19 May 2021
One Shot Face Swapping on Megapixels Yuhao Zhu Qi Li Jian Wang Chengzhong Xu Zhenan Sun PICV CVBM 14 150 0 11 May 2021
Robust Training Using Natural Transformation Shuo Wang Lingjuan Lyu Surya Nepal Carsten Rudolph M. Grobler Kristen Moore AAML OOD 4 2 0 10 May 2021
A Good Image Generator Is What You Need for High-Resolution Video Synthesis Yu Tian Jian Ren Menglei Chai Kyle Olszewski Xi Peng Dimitris N. Metaxas Sergey Tulyakov VGen 32 183 0 30 Apr 2021
Exploiting Spatial Dimensions of Latent in GAN for Real-time Image Editing Hyunsu Kim Yunjey Choi Junho Kim S. Yoo Youngjung Uh 13 145 0 30 Apr 2021
MarioNette: Self-Supervised Sprite Learning Dmitriy Smirnov Michael Gharbi Matthew Fisher Vitor Campagnolo Guizilini Alexei A. Efros Justin Solomon SSL OCL 66 37 0 29 Apr 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 17 69 0 29 Apr 2021
Interpretable Embedding Procedure Knowledge Transfer via Stacked Principal Component Analysis and Graph Neural Network Seunghyun Lee B. Song 11 6 0 28 Apr 2021
EigenGAN: Layer-Wise Eigen-Learning for GANs Zhenliang He Meina Kan Shiguang Shan GAN 44 50 0 26 Apr 2021
Cross-Domain and Disentangled Face Manipulation with 3D Guidance Can Wang Menglei Chai Mingming He Dongdong Chen Jing Liao CVBM 136 26 0 22 Apr 2021
Surrogate Gradient Field for Latent Space Manipulation Minjun Li Yanghua Jin Huachun Zhu GAN 8 18 0 19 Apr 2021
E2Style: Improve the Efficiency and Effectiveness of StyleGAN Inversion Tianyi Wei Dongdong Chen Wenbo Zhou Jing Liao Weiming Zhang Lu Yuan Gang Hua Nenghai Yu 29 60 0 15 Apr 2021
VariTex: Variational Neural Face Textures Marcel C. Bühler Abhimitra Meka Gengyan Li Thabo Beeler Otmar Hilliges 3DH 15 34 0 13 Apr 2021
Diamond in the rough: Improving image realism by traversing the GAN latent space Jeffrey Wen Fabian Benitez-Quiroz Qianli Feng Aleix M. Martinez 11 3 0 12 Apr 2021
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement Yuval Alaluf Or Patashnik Daniel Cohen-Or 17 343 0 06 Apr 2021
Content-Aware GAN Compression Yuchen Liu Zhixin Shu Yijun Li Zhe-nan Lin Federico Perazzi S. Kung GAN 22 57 0 06 Apr 2021
LatentCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions Oğuz Kaan Yüksel Enis Simsar Ezgi Gulperi Er Pinar Yanardag SSL 30 61 0 02 Apr 2021
Learning Foreground-Background Segmentation from Improved Layered GANs Yu Yang Hakan Bilen Qiran Zou Wing Yin Cheung Xian-Wei Ji GAN SSeg 14 14 0 01 Apr 2021
Nine Potential Pitfalls when Designing Human-AI Co-Creative Systems Daniel Buschek Lukas Mecke Florian Lehmann Hai Dang 13 41 0 01 Apr 2021
CAMPARI: Camera-Aware Decomposed Generative Neural Radiance Fields Michael Niemeyer Andreas Geiger VGen 3DH 22 66 0 31 Mar 2021
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery Or Patashnik Zongze Wu Eli Shechtman Daniel Cohen-Or Dani Lischinski CLIP VLM 17 1,186 0 31 Mar 2021
Diagonal Attention and Style-based GAN for Content-Style Disentanglement in Image Generation and Translation Gihyun Kwon Jong Chul Ye 17 51 0 30 Mar 2021
Learning Generative Models of Textured 3D Meshes from Real-World Images Dario Pavllo Jonas Köhler Thomas Hofmann Aurélien Lucchi 3DV 3DH 18 50 0 29 Mar 2021
Labels4Free: Unsupervised Segmentation using StyleGAN Rameen Abdal Peihao Zhu Niloy Mitra Peter Wonka 20 80 0 27 Mar 2021
Few-shot Semantic Image Synthesis Using StyleGAN Prior Yuki Endo Yoshihiro Kanamori GAN 19 9 0 27 Mar 2021
Paint by Word A. Andonian David Bau Audrey Cui YeonHwan Park Ali Jahanian Antonio Torralba A. Oliva DiffM 20 125 0 19 Mar 2021
PhotoApp: Photorealistic Appearance Editing of Head Portraits R. MallikarjunB. A. Tewari Abdallah Dib Tim Weyrich Bernd Bickel ... Hanspeter Pfister Wojciech Matusik Louis Chevallier Mohamed A. Elgharib Christian Theobalt DiffM 3DH 13 6 0 13 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network Lili Pan Peijun Tang Zhiyong Chen Zenglin Xu GAN DRL 4 6 0 05 Mar 2021
Anycost GANs for Interactive Image Synthesis and Editing Ji Lin Richard Y. Zhang F. Ganz Song Han Jun-Yan Zhu 33 82 0 04 Mar 2021
Fixing Data Augmentation to Improve Adversarial Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 25 266 0 02 Mar 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 22 36 0 21 Feb 2021
ShaRF: Shape-conditioned Radiance Fields from a Single View Konstantinos Rematas Ricardo Martín Brualla V. Ferrari 45 110 0 17 Feb 2021
Disentangled Representations from Non-Disentangled Models Valentin Khrulkov L. Mirvakhabova Ivan V. Oseledets Artem Babenko OCL DRL CoGe 23 15 0 11 Feb 2021
Designing an Encoder for StyleGAN Image Manipulation Omer Tov Yuval Alaluf Yotam Nitzan Or Patashnik Daniel Cohen-Or 200 776 0 04 Feb 2021
Only a Matter of Style: Age Transformation Using a Style-Based Regression Model Yuval Alaluf Or Patashnik Daniel Cohen-Or 17 136 0 04 Feb 2021
Enjoy Your Editing: Controllable GANs for Image Editing via Latent Space Navigation Peiye Zhuang Oluwasanmi Koyejo A. Schwing 20 78 0 01 Feb 2021
GAN Inversion: A Survey Weihao Xia Yulun Zhang Yujiu Yang Jing-Hao Xue Bolei Zhou Ming-Hsuan Yang DiffM 52 505 0 14 Jan 2021
GAN-Control: Explicitly Controllable GANs Alon Shoshan Nadav Bhonker Igor Kviatkovsky Gérard Medioni CVBM 140 134 0 07 Jan 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 137 656 0 28 Dec 2020
Generative Interventions for Causal Learning Chengzhi Mao Augustine Cha Amogh Gupta Hongya Wang Junfeng Yang Carl Vondrick CML OOD 11 63 0 22 Dec 2020
GuidedStyle: Attribute Knowledge Guided Style Manipulation for Semantic Face Editing Xianxu Hou Xiaokang Zhang Linlin Shen Zhihui Lai Jun Wan CVBM GAN 22 73 0 22 Dec 2020
An Assessment of GANs for Identity-related Applications Richard T. Marriott Safa Madiouni S. Romdhani S. Gentric Liming Luke Chen CVBM 6 12 0 18 Dec 2020
Improved StyleGAN Embedding: Where are the Good Latents? Peihao Zhu Rameen Abdal Yipeng Qin John C. Femiani Peter Wonka 12 115 0 13 Dec 2020
GAN "Steerability" without optimization Nurit Spingarn-Eliezer Ron Banner T. Michaeli LLMSV 22 54 0 09 Dec 2020
Formatting the Landscape: Spatial conditional GAN for varying population in satellite imagery T. Langer N. Fedorova R. Hagensieker 14 3 0 08 Dec 2020