Unsupervised Discovery of Interpretable Directions in the GAN Latent Space

10 February 2020

Papers citing "Unsupervised Discovery of Interpretable Directions in the GAN Latent Space"

50 / 285 papers shown

Title
Self-supervised Enhancement of Latent Discovery in GANs Silpa Vadakkeeveetil Sreelatha Adarsh Kappiyath S. Sumitra 39 3 0 16 Dec 2021
StyleMC: Multi-Channel Based Fast Text-Guided Image Generation and Manipulation Umut Kocasari Alara Dirik Mert Tiftikci Pinar Yanardag CLIP 15 60 0 15 Dec 2021
Learning to Deblur and Rotate Motion-Blurred Faces Givi Meishvili Attila Szabó Simon Jenni Paolo Favaro 3DH CVBM 16 1 0 14 Dec 2021
CLIP2StyleGAN: Unsupervised Extraction of StyleGAN Edit Directions Rameen Abdal Peihao Zhu John C. Femiani Niloy J. Mitra Peter Wonka CLIP 30 103 0 09 Dec 2021
InvGAN: Invertible GANs Partha Ghosh Dominik Zietlow Michael J. Black Larry S. Davis Xiaochen Hu DiffM 29 7 0 08 Dec 2021
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 514 0 06 Dec 2021
HyperInverter: Improving StyleGAN Inversion via Hypernetwork Tan M. Dinh Anh Tran Rang Nguyen Binh-Son Hua 31 116 0 01 Dec 2021
Improving GAN Equilibrium by Raising Spatial Awareness Jianyuan Wang Ceyuan Yang Yinghao Xu Yujun Shen Hongdong Li Bolei Zhou GAN 23 30 0 01 Dec 2021
SpaceEdit: Learning a Unified Editing Space for Open-Domain Image Editing Jing Shi Ning Xu Haitian Zheng Alex Smith Jiebo Luo Chenliang Xu KELM DiffM 28 4 0 30 Nov 2021
HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing Yuval Alaluf Omer Tov Ron Mokady Rinon Gal Amit H. Bermano 46 264 0 30 Nov 2021
Latent Transformations via NeuralODEs for GAN-based Image Editing Valentin Khrulkov L. Mirvakhabova Ivan V. Oseledets Artem Babenko 28 14 0 29 Nov 2021
Predict, Prevent, and Evaluate: Disentangled Text-Driven Image Manipulation Empowered by Pre-Trained Vision-Language Model Zipeng Xu Tianwei Lin Hao Tang Fu Li Dongliang He N. Sebe Radu Timofte Luc Van Gool Errui Ding EGVM 38 41 0 26 Nov 2021
Attribute-specific Control Units in StyleGAN for Fine-grained Image Manipulation Rui Wang Jian Chen Gang Yu Li Sun Changqian Yu Changxin Gao Nong Sang 25 17 0 25 Nov 2021
Optimizing Latent Space Directions For GAN-based Local Image Editing Ehsan Pajouheshgar Tong Zhang Sabine Süsstrunk GAN 32 12 0 24 Nov 2021
Tensor Component Analysis for Interpreting the Latent Space of GANs James Oldfield Markos Georgopoulos Yannis Panagakis M. Nicolaou Ioannis Patras GAN 30 15 0 23 Nov 2021
Compositional Transformers for Scene Generation Drew A. Hudson C. L. Zitnick ViT 34 34 0 17 Nov 2021
EditGAN: High-Precision Semantic Image Editing Huan Ling Karsten Kreis Daiqing Li Seung Wook Kim Antonio Torralba Sanja Fidler DiffM GAN 13 200 0 04 Nov 2021
Multi-Attribute Balanced Sampling for Disentangled GAN Controls Perla Doubinsky Nicolas Audebert M. Crucianu Hervé Le Borgne DRL 24 7 0 28 Oct 2021
Image-Based CLIP-Guided Essence Transfer Hila Chefer Sagie Benaim Roni Paiss Lior Wolf CLIP 21 50 0 24 Oct 2021
Generative Adversarial Graph Convolutional Networks for Human Action Synthesis Bruno Degardin João Neves Vasco Lopes J. Brito Ehsan Yaghoubi Hugo Proencca GAN AI4CE 33 32 0 21 Oct 2021
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation Florian Mai James Henderson 13 2 0 13 Oct 2021
Toward a Visual Concept Vocabulary for GAN Latent Space Sarah Schwettmann Evan Hernandez David Bau Samuel J. Klein Jacob Andreas Antonio Torralba 20 15 0 08 Oct 2021
WarpedGANSpace: Finding non-linear RBF paths in GAN latent space Christos Tzelepis Georgios Tzimiropoulos Ioannis Patras 82 62 0 27 Sep 2021
High-Fidelity GAN Inversion for Image Attribute Editing Tengfei Wang Yong Zhang Yanbo Fan Jue Wang Qifeng Chen DiffM 208 247 0 14 Sep 2021
Talk-to-Edit: Fine-Grained Facial Editing via Dialog Yuming Jiang Ziqi Huang Xingang Pan Chen Change Loy Ziwei Liu DiffM 107 126 0 09 Sep 2021
Towards Vivid and Diverse Image Colorization with Generative Color Prior Yanze Wu Xintao Wang Yu Li Honglun Zhang Xun Zhao Ying Shan GAN 22 101 0 19 Aug 2021
Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image Generation Yuxiang Wei Yupeng Shi Xiao-Chang Liu Zhilong Ji Yuan Gao Zhongqin Wu W. Zuo 21 55 0 17 Aug 2021
DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities Elias Eulig Piyapat Saranrittichai Chaithanya Kumar Mummadi K. Rambach William H. Beluch Xiahan Shi Volker Fischer 146 11 0 12 Aug 2021
Interpreting Generative Adversarial Networks for Interactive Image Generation Bolei Zhou GAN 25 6 0 10 Aug 2021
DarkGAN: Exploiting Knowledge Distillation for Comprehensible Audio Synthesis with GANs J. Nistal Stefan Lattner G. Richard 21 8 0 03 Aug 2021
From Continuity to Editability: Inverting GANs with Consecutive Images Yangyang Xu Yong Du Wenpeng Xiao Xuemiao Xu Shengfeng He 90 36 0 29 Jul 2021
LARGE: Latent-Based Regression through GAN Semantics Yotam Nitzan Rinon Gal Ofir Brenner Daniel Cohen-Or GAN 29 26 0 22 Jul 2021
StyleFusion: A Generative Model for Disentangling Spatial Segments Omer Kafri Or Patashnik Yuval Alaluf Daniel Cohen-Or 26 37 0 15 Jul 2021
Retrieve in Style: Unsupervised Facial Feature Transfer and Retrieval Min Jin Chong Wen-Sheng Chu Abhishek Kumar David A. Forsyth CVBM 53 27 0 13 Jul 2021
Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs Jaewoong Choi Junho Lee Changyeon Yoon J. Park Geonho Hwang Myung-joo Kang 19 26 0 13 Jun 2021
Pivotal Tuning for Latent-based Editing of Real Images Daniel Roich Ron Mokady Amit H. Bermano Daniel Cohen-Or DiffM 17 522 0 10 Jun 2021
Low-Rank Subspaces in GANs Jiapeng Zhu Ruili Feng Yujun Shen Deli Zhao Zhengjun Zha Jingren Zhou Qifeng Chen GAN 19 71 0 08 Jun 2021
Disentangled Face Attribute Editing via Instance-Aware Latent Space Search Yuxuan Han Jiaolong Yang Ying Fu CVBM 16 26 0 26 May 2021
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi OCL 30 53 0 17 May 2021
On Linear Interpolation in the Latent Space of Deep Generative Models M. Michelis Quentin Becker 13 11 0 08 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 51 183 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 21 145 0 30 Apr 2021
Discover the Unknown Biased Attribute of an Image Classifier Zhiheng Li Chenliang Xu 17 49 0 29 Apr 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 27 70 0 29 Apr 2021
EigenGAN: Layer-Wise Eigen-Learning for GANs Zhenliang He Meina Kan Shiguang Shan GAN 46 50 0 26 Apr 2021
Surrogate Gradient Field for Latent Space Manipulation Minjun Li Yanghua Jin Huachun Zhu GAN 19 18 0 19 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 19 3 0 12 Apr 2021
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement Yuval Alaluf Or Patashnik Daniel Cohen-Or 25 345 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 32 61 0 02 Apr 2021
Linear Semantics in Generative Adversarial Networks Jianjin Xu Changxi Zheng GAN 29 35 0 01 Apr 2021