stylegan-encoder VS color_transfer

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

stylegan-encoder

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

color_transfer

Performs color transfer between two images. Loosely based on the "Color Transfer between Images" paper by Reinhard et al., 2001. (by jrosebr1)
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stylegan-encoder color_transfer
3 1
1,069 474
- -
0.0 0.0
over 2 years ago over 4 years ago
Jupyter Notebook Python
GNU General Public License v3.0 or later MIT License
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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.

color_transfer

Posts with mentions or reviews of color_transfer. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2020-12-29.
  • Face2comics Custom Stylegan2 With Psp Encoder
    2 projects | /r/computervision | 29 Dec 2020
    CNNs for bg are simple:the 1st is a cyclegan resnet https://github.com/junyanz/CycleGANand second is a small style transfer resnet from pytorch examples https://github.com/pytorch/examples/tree/master/fast_neural_styleColor matching is done with this script https://github.com/jrosebr1/color_transfer

What are some alternatives?

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

Cartoon-StyleGAN - Fine-tuning StyleGAN2 for Cartoon Face Generation

ganbert-pytorch - Enhancing the BERT training with Semi-supervised Generative Adversarial Networks in Pytorch/HuggingFace

PTI - Official Implementation for "Pivotal Tuning for Latent-based editing of Real Images" (ACM TOG 2022) https://arxiv.org/abs/2106.05744

ganspace - Discovering Interpretable GAN Controls [NeurIPS 2020]

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).

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.

DCT-Net - Official implementation of "DCT-Net: Domain-Calibrated Translation for Portrait Stylization", SIGGRAPH 2022 (TOG); Multi-style cartoonization