StyleGAN is a type of generative adversarial network. It uses an alternative generator architecture for generative adversarial networks, borrowing from style transfer literature; in particular, the use of adaptive instance normalization. Otherwise it follows Progressive GAN in using a progressively growing training regime. Other quirks include the fact it generates from a fixed value tensor not stochastically generated latent variables as in regular GANs. The stochastically generated latent variables are used as style vectors in the adaptive instance normalization at each resolution after being transformed by an 8-layer feedforward network. Lastly, it employs a form of regularization called mixing regularization, which mixes two style latent variables during training.

Source: A Style-Based Generator Architecture for Generative Adversarial Networks

Latest Papers

PAPER DATE
One Model to Reconstruct Them All: A Novel Way to Use the Stochastic Noise in StyleGAN
| Christian BartzJoseph BethgeHaojin YangChristoph Meinel
2020-10-21
Resolution Dependant GAN Interpolation for Controllable Image Synthesis Between Domains
Justin N. M. PinkneyDoron Adler
2020-10-11
PIE: Portrait Image Embedding for Semantic Control
Ayush TewariMohamed ElgharibMallikarjun B R.Florian BernardHans-Peter SeidelPatrick PérezMichael ZollhöferChristian Theobalt
2020-09-20
MIPGAN -- Generating Robust and High Quality Morph Attacks Using Identity Prior Driven GAN
Haoyu ZhangSushma VenkateshRaghavendra RamachandraKiran RajaNaser DamerChristoph Busch
2020-09-03
DeepLandscape: Adversarial Modeling of Landscape Video
Elizaveta LogachevaRoman SuvorovOleg KhomenkoAnton MashikhinVictor Lempitsky
2020-08-21
StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flows
Rameen AbdalPeihao ZhuNiloy MitraPeter Wonka
2020-08-06
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation
| Elad RichardsonYuval AlalufOr PatashnikYotam NitzanYaniv AzarStav ShapiroDaniel Cohen-Or
2020-08-03
Detection, Attribution and Localization of GAN Generated Images
Michael GoebelLakshmanan NatarajTejaswi NanjundaswamyTajuddin Manhar MohammedShivkumar ChandrasekaranB. S. Manjunath
2020-07-20
Generative Hierarchical Features from Synthesizing Images
| Yinghao XuYujun ShenJiapeng ZhuCeyuan YangBolei Zhou
2020-07-20
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection
Sushma VenkateshHaoyu ZhangRaghavendra RamachandraKiran RajaNaser DamerChristoph Busch
2020-07-07
A Free Viewpoint Portrait Generator with Dynamic Styling
| Anpei ChenRuiyang LiuLing XieJingyi Yu
2020-07-07
Collaborative Learning for Faster StyleGAN Embedding
Shanyan GuanYing TaiBingbing NiFeida ZhuFeiyue HuangXiaokang Yang
2020-07-03
PriorGAN: Real Data Prior for Generative Adversarial Nets
Shuyang GuJianmin BaoDong ChenFang Wen
2020-06-30
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems
Huy H. NguyenJunichi YamagishiIsao EchizenSébastien Marcel
2020-06-15
Rényi Generative Adversarial Networks
Himesh BhatiaWilliam PaulFady AlajajiBahman GharesifardPhilippe Burlina
2020-06-03
Face Identity Disentanglement via Latent Space Mapping
Yotam NitzanAmit BermanoYangyan LiDaniel Cohen-Or
2020-05-15
Editing in Style: Uncovering the Local Semantics of GANs
| Edo CollinsRaja BalaBob PriceSabine Süsstrunk
2020-04-29
Adversarial Latent Autoencoders
| Stanislav PidhorskyiDonald AdjerohGianfranco Doretto
2020-04-09
Feature Quantization Improves GAN Training
| Yang ZhaoChunyuan LiPing YuJianfeng GaoChangyou Chen
2020-04-05
StyleRig: Rigging StyleGAN for 3D Control over Portrait Images
Ayush TewariMohamed ElgharibGaurav BharajFlorian BernardHans-Peter SeidelPatrick PérezMichael ZollhöferChristian Theobalt
2020-03-31
One-Shot Domain Adaptation For Face Generation
Chao YangSer-Nam Lim
2020-03-28
Re-Training StyleGAN -- A First Step Towards Building Large, Scalable Synthetic Facial Datasets
Viktor VarkarakisShabab BazrafkanPeter Corcoran
2020-03-24
Perceptual Image Super-Resolution with Progressive Adversarial Network
Lone WongDeli ZhaoShaohua WanBo Zhang
2020-03-08
Semi-Supervised StyleGAN for Disentanglement Learning
Weili NieTero KarrasAnimesh GargShoubhik DebnathAnjul PatneyAnkit B. PatelAnima Anandkumar
2020-03-06
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs
| Sangwoo MoMinsu ChoJinwoo Shin
2020-02-25
HRFA: High-Resolution Feature-based Attack
| Zhixing YeSizhe ChenPeidong ZhangChengjin SunXiaolin Huang
2020-01-21
Unsupervised multi-modal Styled Content Generation
Omry SendikDani LischinskiDaniel Cohen-Or
2020-01-10
CNN-generated images are surprisingly easy to spot... for now
| Sheng-Yu WangOliver WangRichard ZhangAndrew OwensAlexei A. Efros
2019-12-23
Unconstrained Facial Expression Transfer using Style-based Generator
| Chao YangSer-Nam Lim
2019-12-12
Achieving Robustness in the Wild via Adversarial Mixing with Disentangled Representations
Sven GowalChongli QinPo-Sen HuangTaylan CemgilKrishnamurthy DvijothamTimothy MannPushmeet Kohli
2019-12-06
Detecting GAN generated errors
Xiru ZhuFengdi CheTianzi YangTzuyang YuDavid MegerGregory Dudek
2019-12-02
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis
| Ceyuan YangYujun ShenBolei Zhou
2019-11-21
Unsupervised Projection Networks for Generative Adversarial Networks
Daiyaan ArfeenJesse Zhang
2019-09-30
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis
| Atsuhiro NoguchiTatsuya Harada
2019-09-27
LoGANv2: Conditional Style-Based Logo Generation with Generative Adversarial Networks
| Cedric OeldorfGerasimos Spanakis
2019-09-22
Generating High-Resolution Fashion Model Images Wearing Custom Outfits
Gökhan YildirimNikolay JetchevRoland VollgrafUrs Bergmann
2019-08-23
Image Synthesis From Reconfigurable Layout and Style
| Wei SunTianfu Wu
2019-08-20
Emergence of Object Segmentation in Perturbed Generative Models
| Adam BielskiPaolo Favaro
2019-05-29
Improved Precision and Recall Metric for Assessing Generative Models
| Tuomas KynkäänniemiTero KarrasSamuli LaineJaakko LehtinenTimo Aila
2019-04-15
Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?
| Rameen AbdalYipeng QinPeter Wonka
2019-04-05
A Style-Based Generator Architecture for Generative Adversarial Networks
| Tero KarrasSamuli LaineTimo Aila
2018-12-12

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