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Resolution Dependent GAN Interpolation for Controllable Image Synthesis Between Domains

arXiv 2010.05334 ↗First posted 11 Oct 2020cs.CV eess.IVcited by 96

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Abstract (arXiv)

GANs can generate photo-realistic images from the domain of their training data. However, those wanting to use them for creative purposes often want to generate imagery from a truly novel domain, a task which GANs are inherently unable to do. It is also desirable to have a level of control so that there is a degree of artistic direction rather than purely curation of random results. Here we present a method for interpolating between generative models of the StyleGAN architecture in a resolution dependent manner. This allows us to generate images from an entirely novel domain and do this with a degree of control over the nature of the output.

Key facts. Cited by 96 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Oct 2020.

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Citing papers per year: 2021: 15; 2022: 33; 2023: 29; 2024: 13; 2025: 4; 2026: 2.

96 papers.

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  1. 2024Lumiere: A Space-Time Diffusion Model for Video Generationcited by 450
  2. 2021ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinementcited by 248
  3. 2021HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editingcited by 208
  4. 2021StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generatorscited by 164
  5. 2021CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesiscited by 149
  6. 2022DiffFace: Diffusion-based Face Swapping with Facial Guidancecited by 77
  7. 2022Stitch it in Time: GAN-Based Facial Editing of Real Videoscited by 68
  8. 2022Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfercited by 66
  9. 2021SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editingcited by 58
  10. 2022Third Time's the Charm? Image and Video Editing with StyleGAN3cited by 54
  11. 2021JoJoGAN: One Shot Face Stylizationcited by 49
  12. 2021StyleAlign: Analysis and Applications of Aligned StyleGAN Modelscited by 48
38 more
  1. 2021BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generationcited by 47
  2. 20233DAvatarGAN: Bridging Domains for Personalized Editable Avatarscited by 38
  3. 2022Diffusion Guided Domain Adaptation of Image Generatorscited by 35
  4. 2022State-of-the-Art in the Architecture, Methods and Applications of StyleGANcited by 34
  5. 2022DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Modelcited by 32
  6. 2022One-Shot Adaptation of GAN in Just One CLIPcited by 31
  7. 2022Text2Human: Text-Driven Controllable Human Image Generationcited by 31
  8. 2022Face Generation and Editing with StyleGAN: A Surveycited by 27
  9. 2022MyStyle: A Personalized Generative Priorcited by 26
  10. 2022Self-Supervised Geometry-Aware Encoder for Style-Based 3D GAN Inversioncited by 24
  11. 2022VToonify: Controllable High-Resolution Portrait Video Style Transfercited by 20
  12. 2022HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networkscited by 19
  13. 2023StyleGANEX: StyleGAN-Based Manipulation Beyond Cropped Aligned Facescited by 19
  14. 2023StyleInV: A Temporal Style Modulated Inversion Network for Unconditional Video Generationcited by 19
  15. 2021Cross-Domain and Disentangled Face Manipulation with 3D Guidancecited by 17
  16. 2022Unsupervised Image-to-Image Translation with Generative Priorcited by 16
  17. 2022GAN-based Facial Attribute Manipulationcited by 16
  18. 2022DynaGAN: Dynamic Few-shot Adaptation of GANs to Multiple Domainscited by 15
  19. 2021StyleGAN of All Trades: Image Manipulation with Only Pretrained StyleGANcited by 14
  20. 2024One-Shot Structure-Aware Stylized Image Synthesiscited by 14
  21. 2024Deformable One-shot Face Stylization via DINO Semantic Guidancecited by 14
  22. 2021Fine-Tuning StyleGAN2 For Cartoon Face Generationcited by 12
  23. 2021Active Divergence with Generative Deep Learning -- A Survey and Taxonomycited by 12
  24. 2022Injecting 3D Perception of Controllable NeRF-GAN into StyleGAN for Editable Portrait Image Synthesiscited by 11
  25. 2023Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaptioncited by 11
  26. 2022CtlGAN: Few-shot Artistic Portraits Generation with Contrastive Transfer Learningcited by 10
  27. 2022AgileAvatar: Stylized 3D Avatar Creation via Cascaded Domain Bridgingcited by 10
  28. 2022StyleDomain: Efficient and Lightweight Parameterizations of StyleGAN for One-shot and Few-shot Domain Adaptationcited by 10
  29. 2023Learning to Evaluate the Artness of AI-generated Imagescited by 10
  30. 2023Portrait Diffusion: Training-free Face Stylization with Chain-of-Paintingcited by 10
  31. 2021StyleCariGAN: Caricature Generation via StyleGAN Feature Map Modulationcited by 9
  32. 2022What's in a Decade? Transforming Faces Through Timecited by 9
  33. 2023GP-UNIT: Generative Prior for Versatile Unsupervised Image-to-Image Translationcited by 9
  34. 2023DeformToon3D: Deformable 3D Toonification from Neural Radiance Fieldscited by 9
  35. 2022IA-FaceS: A Bidirectional Method for Semantic Face Editingcited by 8
  36. 2022Dr.3D: Adapting 3D GANs to Artistic Drawingscited by 8
  37. 2023HyperStyle3D: Text-Guided 3D Portrait Stylization via Hypernetworkscited by 7
  38. 2022Self-Conditioned Generative Adversarial Networks for Image Editingcited by 6

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