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  2. In December 2018, Nvidia researchers distributed a preprint with accompanying software introducing StyleGAN, a GAN for producing an unlimited number of (often convincing) portraits of fake human faces. StyleGAN was able to run on Nvidia's commodity GPU processors.
    en.wikipedia.org/wiki/StyleGAN
    The architecture of StyleGAN model that introduces control over the style of generated images at different levels of detail. Impressive results achieved with the StyleGAN architecture when used to generate synthetic human faces.
    machinelearningmastery.com/introduction-to-style-…
    The team behind StyleGAN-Human has prepared a dataset they call SHHQ (Stylish-Humans-HQ), that includes over 230,000 full-body fashion images, all attributes labelled, standardized at 1024x512 resolution. The dataset does pull from existing public datasets, however is combed through to ensure the full-body requirement they are after.
    wandb.ai/telidavies/ml-news/reports/StyleGAN-Hu…
     
  3. People also ask
    Is StyleGAN a data-centric Odyssey of human generation?Fig. 1. A data-centric odyssey of human generation. With good “data engineering” practices, the StyleGAN-Human model could generate high-resolution photo-realistic human images as presented. Zoom in for the best view. Among the GAN family, StyleGAN2 [ 37] stands out in generating faces and simple objects with unprecedented image quality.
    Can StyleGAN be used as a model Zoo?StyleGAN has presented remarkable editing capabilities over faces. We extend it to the full-scale human by using of-the-shelf inversion and editing methods, in which we validate the potential of our proposed model zoo. We also re-implement the concurrent human generation method, InsetGAN , to further demon-strate another practical usage.
    What is the difference between sytlegan and stylegan2?Compared to previous GAN-based architectures [ 5, 24, 55 ], SytleGAN injects a separate attribute factor (i.e., style) into the generator to influence the appearance of generated images. Then StyleGAN2 [ 37] redesigns the normalization, multi-scale scheme, and regularization method to rectify the artifacts in StyleGAN images.
    What makes stylegan2 unique?Among the GAN family, StyleGAN2 [ 40] stands out in generating faces and simple objects with unprecedented image quality. A major driver behind recent advancements [ 2, 37, 40, 84, 94] on such StyleGAN architectures is the prosperous discovery of “network engineering” like designing new components [ 37, 2, 94] and loss functions [ 40, 84].
     
  4. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

     
  5. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  6. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  7. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  8. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  9. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  10. StyleGAN-Human: A Data-Centric Odyssey of Human …

    WEBThis work takes a data-centric perspective and investigates multiple critical aspects in data engineering for StyleGAN-based human generation, namely data size, data distribution, and data alignment.

  11. StyleGAN-Human/docs/Dataset.md at main - GitHub

  12. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  13. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  14. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  15. StyleHumanCLIP: Text-guided Garment Manipulation for …

  16. StyleGAN-Human Dataset | Papers With Code

  17. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  18. Get3DHuman: Lifting StyleGAN-Human into a 3D Generative …

  19. StyleGAN-Human: A Data-Centric Odyssey of Human Generation

  20. NVlabs/stylegan: StyleGAN - Official TensorFlow Implementation

  21. StyleGAN-Human - a Hugging Face Space by hysts

  22. public-data/StyleGAN-Human · Hugging Face

  23. stylegan-human (stylegan-human) · GitHub

  24. StyleHumanCLIP: Text-guided Garment Manipulation for …

  25. NVIDIA Face Generator: Redefining AI-Generated Human Faces

  26. GitHub - dulaku/StyleGAN-for-Humans: A PyTorch …

  27. Opinion on enhancing diversity in photovoltaic scenario …

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