StyleGenes: Discrete and Efficient Latent Distributions for GANs

30 April 2023

Radu Timofte

Luc Van Gool

Papers citing "StyleGenes: Discrete and Efficient Latent Distributions for GANs"

39 / 39 papers shown

Title
Arbitrary-Scale Image Synthesis Evangelos Ntavelis Mohamad Shahbazi I. Kastanis Radu Timofte Martin Danelljan Luc Van Gool 64 22 0 05 Apr 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 269 361 0 03 Mar 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 266 512 0 01 Feb 2022
Collapse by Conditioning: Training Class-conditional GANs with Limited Data Mohamad Shahbazi Martin Danelljan D. Paudel Luc Van Gool GAN AI4CE 57 33 0 17 Jan 2022
Projected GANs Converge Faster Axel Sauer Kashyap Chitta Jens Muller Andreas Geiger 95 234 0 01 Nov 2021
Controllable and Compositional Generation with Latent-Space Energy-Based Models Weili Nie Arash Vahdat Anima Anandkumar 69 78 0 21 Oct 2021
Vector-quantized Image Modeling with Improved VQGAN Jiahui Yu Xin Li Jing Yu Koh Han Zhang Ruoming Pang James Qin Alexander Ku Yuanzhong Xu Jason Baldridge Yonghui Wu ViT VLM DRL 117 519 0 09 Oct 2021
Alias-Free Generative Adversarial Networks Tero Karras M. Aittala S. Laine Erik Härkönen Janne Hellsten J. Lehtinen Timo Aila GAN 177 1,596 0 23 Jun 2021
Pivotal Tuning for Latent-based Editing of Real Images Daniel Roich Ron Mokady Amit H. Bermano Daniel Cohen-Or DiffM 120 530 0 10 Jun 2021
Explaining in Style: Training a GAN to explain a classifier in StyleSpace Oran Lang Yossi Gandelsman Michal Yarom Yoav Wald G. Elidan ... William T. Freeman Phillip Isola Amir Globerson Michal Irani Inbar Mosseri GAN 112 154 0 27 Apr 2021
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Yuxuan Zhang Huan Ling Jun Gao K. Yin Jean-Francois Lafleche Adela Barriuso Antonio Torralba Sanja Fidler 3DH GAN VLM 74 335 0 13 Apr 2021
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery Or Patashnik Zongze Wu Eli Shechtman Daniel Cohen-Or Dani Lischinski CLIP VLM 112 1,207 0 31 Mar 2021
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis Bingchen Liu Yizhe Zhu Kunpeng Song Ahmed Elgammal 229 239 0 12 Jan 2021
You Only Need Adversarial Supervision for Semantic Image Synthesis V. Sushko Edgar Schönfeld Dan Zhang Juergen Gall Bernt Schiele Anna Khoreva GAN 240 189 0 08 Dec 2020
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis E. R. Chan M. Monteiro Petr Kellnhofer Jiajun Wu Gordon Wetzstein GAN 119 854 0 02 Dec 2020
StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation Zongze Wu Dani Lischinski Eli Shechtman DRL 108 483 0 25 Nov 2020
StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flows Rameen Abdal Peihao Zhu Niloy Mitra Peter Wonka 86 532 0 06 Aug 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 159 1,886 0 11 Jun 2020
Editing in Style: Uncovering the Local Semantics of GANs Edo Collins R. Bala B. Price Sabine Süsstrunk 68 278 0 29 Apr 2020
Feature Quantization Improves GAN Training Yang Zhao Chunyuan Li Ping Yu Jianfeng Gao Changyou Chen MQ 65 47 0 05 Apr 2020
Unsupervised Discovery of Interpretable Directions in the GAN Latent Space A. Voynov Artem Babenko 136 418 0 10 Feb 2020
StarGAN v2: Diverse Image Synthesis for Multiple Domains Yunjey Choi Youngjung Uh Jaejun Yoo Jung-Woo Ha 3DH 127 1,749 0 04 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 287 5,815 0 03 Dec 2019
SEAN: Image Synthesis with Semantic Region-Adaptive Normalization Peihao Zhu Rameen Abdal Yipeng Qin Peter Wonka DiffM 75 446 0 28 Nov 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 102 862 0 15 Apr 2019
Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space? Rameen Abdal Yipeng Qin Peter Wonka GAN 101 1,110 0 05 Apr 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 156 2,688 0 18 Mar 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 583 10,561 0 12 Dec 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,795 0 11 Jan 2018
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Andrew Tao Jan Kautz Bryan Catanzaro SSeg 174 3,940 0 30 Nov 2017
AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks Tao Xu Pengchuan Zhang Qiuyuan Huang Han Zhang Zhe Gan Xiaolei Huang Xiaodong He GAN ViT 108 1,718 0 28 Nov 2017
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 226 5,019 0 02 Nov 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 207 9,548 0 31 Mar 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 179 4,364 0 20 Mar 2017
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 159 4,235 0 12 Jun 2016
Generative Adversarial Text to Image Synthesis Scott E. Reed Zeynep Akata Xinchen Yan Lajanugen Logeswaran Bernt Schiele Honglak Lee GAN 203 3,146 0 17 May 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 258 14,012 0 19 Nov 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 244 8,408 0 28 Nov 2014