Methods › Computer Vision › Generative Adversarial Networks › StyleGAN2
StyleGAN2
Introduced by Tero Karras et al. in Analyzing and Improving the Image Quality of StyleGAN
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
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.
Papers archive 2025-07-28
30 shown of 49, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Pose and Facial Expression Transfer by using StyleGAN 17 Apr 2025 · 0 repositories · arXiv:2504.13021
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The GAN is dead; long live the GAN! A Modern GAN Baseline 9 Jan 2025 · 1 repository · arXiv:2501.05441Syntology ran 9 of 11 samples · 2 unverified · 11 pointer-only (licence)
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Singular Value Scaling: Efficient Generative Model Compression via Pruned Weights Refinement 23 Dec 2024 · 1 repository · arXiv:2412.17387
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MyTimeMachine: Personalized Facial Age Transformation 21 Nov 2024 · 0 repositories · arXiv:2411.14521
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Unsupervised Panoptic Interpretation of Latent Spaces in GANs Using Space-Filling Vector Quantization 27 Oct 2024 · 1 repository · arXiv:2410.20573
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Stool Recognition for Colorectal Cancer Detection through Deep Learning 19 Oct 2024 · 0 repositories · arXiv:2410.17288
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MM2Latent: Text-to-facial image generation and editing in GANs with multimodal assistance 17 Sep 2024 · 1 repository · arXiv:2409.11010
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Bridging the Gap: Studio-like Avatar Creation from a Monocular Phone Capture 28 Jul 2024 · 0 repositories · arXiv:2407.19593
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TR0N: Translator Networks for 0-Shot Plug-and-Play Conditional Generation 26 Apr 2023 · 2 repositories · arXiv:2304.13742Syntology ran 9 of 19 samples · 10 unverified · 1 pointer-only (licence)
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ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation 25 Nov 2022 · 1 repository · arXiv:2211.13974
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Evaluating the Performance of StyleGAN2-ADA on Medical Images 7 Oct 2022 · 0 repositories · arXiv:2210.03786
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Are GAN-based Morphs Threatening Face Recognition? 5 May 2022 · 1 repository · arXiv:2205.02496
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Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks? 17 Jan 2022 · 1 repository · arXiv:2201.06346
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GAN-Supervised Dense Visual Alignment 9 Dec 2021 · 1 repository · arXiv:2112.05143Syntology ran 2 of 2 samples · 0 unverified
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Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection 28 Aug 2021 · 1 repository · arXiv:2109.00891
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Content-Aware GAN Compression 6 Apr 2021 · 1 repository · arXiv:2104.02244Syntology ran 9 of 16 samples · 7 unverified
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On the Applicability of Synthetic Data for Face Recognition 6 Apr 2021 · 0 repositories · arXiv:2104.02815
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Multi-Class Multi-Instance Count Conditioned Adversarial Image Generation 31 Mar 2021 · 1 repository · arXiv:2103.16795Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
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Labels4Free: Unsupervised Segmentation using StyleGAN 27 Mar 2021 · 1 repository · arXiv:2103.14968Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
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Matched sample selection with GANs for mitigating attribute confounding 24 Mar 2021 · 1 repository · arXiv:2103.13455
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Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View 21 Feb 2021 · 2 repositories · arXiv:2102.10543Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
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TräumerAI: Dreaming Music with StyleGAN 9 Feb 2021 · 1 repository · arXiv:2102.04680
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Generating images from caption and vice versa via CLIP-Guided Generative Latent Space Search 2 Feb 2021 · 3 repositories · arXiv:2102.01645
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Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis 12 Jan 2021 · 7 repositories · arXiv:2101.04775Syntology ran 8 of 9 samples · 1 unverified · 9 pointer-only (licence)
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TryOnGAN: Body-Aware Try-On via Layered Interpolation 6 Jan 2021 · 4 repositories · arXiv:2101.02285
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Focal Frequency Loss for Image Reconstruction and Synthesis 23 Dec 2020 · 1 repository · arXiv:2012.12821
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Time-Travel Rephotography 22 Dec 2020 · 1 repository · arXiv:2012.12261Syntology ran 2 of 2 samples · 0 unverified
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This Face Does Not Exist ... But It Might Be Yours! Identity Leakage in Generative Models 10 Dec 2020 · 1 repository · arXiv:2101.05084
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Positional Encoding as Spatial Inductive Bias in GANs 9 Dec 2020 · 0 repositories · arXiv:2012.05217
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Bayesian Image Reconstruction using Deep Generative Models 8 Dec 2020 · 2 repositories · arXiv:2012.04567
Tasks archive 2025-07-28
20 shown of 73 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections