StyleGAN2

Introduced by Karras et al. in Analyzing and Improving the Image Quality of StyleGAN

StyleGAN2 is a generative adversarial network that builds on StyleGAN with several improvements. First, adaptive instance normalization is redesigned and replaced with a normalization technique called weight demodulation. Secondly, an improved training scheme upon progressively growing is introduced, which achieves the same goal - training starts by focusing on low-resolution images and then progressively shifts focus to higher and higher resolutions - without changing the network topology during training. Additionally, new types of regularization like lazy regularization and path length regularization are proposed.

Source: Analyzing and Improving the Image Quality of StyleGAN

Latest Papers

PAPER DATE
Unsupervised Image-to-Image Translation via Pre-trained StyleGAN2 Network
Jialu HuangJing LiaoSam Kwong
2020-10-12
MaterialGAN: Reflectance Capture using a Generative SVBRDF Model
Yu GuoCameron SmithMiloš HašanKalyan SunkavalliShuang Zhao
2020-09-30
GIF: Generative Interpretable Faces
| Partha GhoshPravir Singh GuptaRoy UzielAnurag RanjanMichael BlackTimo Bolkart
2020-08-31
Improving the Performance of Fine-Grain Image Classifiers via Generative Data Augmentation
Shashank ManjunathAitzaz NathanielJeff DruceStan German
2020-08-12
High Resolution Zero-Shot Domain Adaptation of Synthetically Rendered Face Images
Stephan J. GarbinMarek KowalskiMatthew JohnsonJamie Shotton
2020-06-26
Differentiable Augmentation for Data-Efficient GAN Training
| Shengyu ZhaoZhijian LiuJi LinJun-Yan ZhuSong Han
2020-06-18
Training Generative Adversarial Networks with Limited Data
| Tero KarrasMiika AittalaJanne HellstenSamuli LaineJaakko LehtinenTimo Aila
2020-06-11
Using Generative Models for Pediatric wbMRI
Alex ChangVinith M. SuriyakumarAbhishek MoturuNipaporn TewattanaratAndrea DoriaAnna Goldenberg
2020-06-01
Network Bending: Manipulating The Inner Representations of Deep Generative Models
| Terence BroadFrederic Fol LeymarieMick Grierson
2020-05-25
Recognizing Families through Images with Pretrained Encoder
Tuan-Duy H. NguyenHuu-Nghia H. NguyenHieu Dao
2020-05-24
StyleGAN2 Distillation for Feed-forward Image Manipulation
| Yuri ViazovetskyiVladimir IvashkinEvgeny Kashin
2020-03-07
Analyzing and Improving the Image Quality of StyleGAN
| Tero KarrasSamuli LaineMiika AittalaJanne HellstenJaakko LehtinenTimo Aila
2019-12-03

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