stylegan-encoder VS PTI

Compare stylegan-encoder vs PTI and see what are their differences.

stylegan-encoder

StyleGAN Encoder - converts real images to latent space (by Puzer)

PTI

Official Implementation for "Pivotal Tuning for Latent-based editing of Real Images" (ACM TOG 2022) https://arxiv.org/abs/2106.05744 (by danielroich)
Our great sponsors
  • InfluxDB - Power Real-Time Data Analytics at Scale
  • WorkOS - The modern identity platform for B2B SaaS
  • SaaSHub - Software Alternatives and Reviews
stylegan-encoder PTI
3 4
1,069 881
- -
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
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

stylegan-encoder

Posts with mentions or reviews of stylegan-encoder. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2020-12-29.
  • D Simple Questions Thread December 20 2020
    1 project | /r/MachineLearning | 6 Jan 2021
    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.
    1 project | /r/MachineLearning | 29 Dec 2020
    I'm working with StyleGAN-encoder, using the code from this jupyter notebook.
  • Face2comics Custom Stylegan2 With Psp Encoder
    2 projects | /r/computervision | 29 Dec 2020
    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

Posts with mentions or reviews of PTI. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-27.

What are some alternatives?

When comparing stylegan-encoder and PTI you can also consider the following projects:

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