stylegan-encoder
PTI
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stylegan-encoder | PTI | |
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3 | 4 | |
1,069 | 881 | |
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0.0 | 2.7 | |
over 2 years ago | 6 months ago | |
Jupyter Notebook | Jupyter Notebook | |
GNU General Public License v3.0 or later | MIT License |
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stylegan-encoder
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D Simple Questions Thread December 20 2020
Hello! I am trying to run stylegan-encoder using their pre-written jupyter notebook. I am using tensorflow 1.14 and have ensured that it is connected to a GPU on google colab.
I'm working with StyleGAN-encoder, using the code from this jupyter notebook.
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Face2comics Custom Stylegan2 With Psp Encoder
I quad transform face first when aligning (using FFHQ dataset script https://github.com/Puzer/stylegan-encoder/blob/master/ffhq_dataset/face_alignment.pyadapted to MTCNN 5-ish landmarks instead of 68 landmarks from dlib that's used there). Modified alignment functon also returns all transforms made to the face, so I can later use quad transform to realign and paste it back.
PTI
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NEW just released AI DragGAN is MIND-BLOWING! Revolutionary way to edit images.
you can do it by yourself with specific tool https://github.com/danielroich/PTI. Autor of repository even made Google Colab notebook.
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So Draggan code is finally released
from Dragan readme: This GUI supports editing GAN-generated images. To edit a real image, you need to first perform GAN inversion using tools like PTI. Then load the new latent code and model weights to the GUI.
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[D] New SOTA StyleGAN2 inversion paper explained in 5 minutes: Pivotal Tuning for Latent-based Editing of Real Images (PTI) by Daniel Roich et al.
[Full Explanation Post] [Arxiv] [Code]
- [R] Finally, Actual Real images editing using StyleGAN
What are some alternatives?
Cartoon-StyleGAN - Fine-tuning StyleGAN2 for Cartoon Face Generation
ganspace - Discovering Interpretable GAN Controls [NeurIPS 2020]
ganbert-pytorch - Enhancing the BERT training with Semi-supervised Generative Adversarial Networks in Pytorch/HuggingFace
DragGAN - Official Code for DragGAN (SIGGRAPH 2023)
pixel2style2pixel - Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework
DotA2-Icon-GAN - Using GANs to generate DotA2 Ability Icons
Deep-Learning - In-depth tutorials on deep learning. The first one is about image colorization using GANs (Generative Adversarial Nets).
sd-webui-dragGAN-extension - extension of stable diffusion webui for dragGAN
TraVeLGAN_with_perceptual_loss - The implementation code of Thesis project which entitled "Photo-to-Emoji Transformation with TraVeLGAN and Perceptual Loss" as a final project in my master study.
encoder4editing - Official implementation of "Designing an Encoder for StyleGAN Image Manipulation" (SIGGRAPH 2021) https://arxiv.org/abs/2102.02766