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Official PyTorch implementation of "BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation" (NeurIPS 2021)

License: MIT License

Python 80.65% C++ 1.97% Cuda 15.89% Jupyter Notebook 1.49%
generative-adversarial-network gan image-generation style-transfer

blendgan's Introduction

Hi there 👋! Here is onion 🧅!

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blendgan's Issues

Requirements not specified

The readme contains information how to run the python scripts and the notebook.

  • for installing the scripts: Which requirements are needed?
  • hint: this Pull request is hinting to some requirements
  • Hardware/pypi packages?

I ran the scripts on a laptop with 4GB GPU size.
But:

Thanks in advance for a short feedback.

Not good result

Hi, I use your model to run reference-guided generation. However, I give a strong 3D style reference, while the result seems to be an oil panting just like this:
image

Is there anything wrong with me?

About pretrained baselines

Hi, could you please provide the .pth files of your pretrained baselines (AdaIN [25], MUNIT [16], FUNIT [17], DRIT++ [18], and StarGANv2) ? I am doing some experiments and it will help me a lot, thanks!

Add Weights & Biases Image Logging

Hi @onion-liu

I am an ML Engineer at Weights & Biases and I wanted to know if you were actively reviewing PRs at the moment? We would love to make a PR to add Weights & Biases' image logging of images if you had time to review it?

We have built integrations into transformers, YOLOv5, PyTorch Lightning etc so we should be able to make a quick and clean PR that shouldn't take too much time for you to review :)

萌新求问视频分辨率的具体设置

默认设置会导致内存溢出,求问具体设置。您所说的修改115行代码,本人碍于无编程经验,所以求教要如何缩小视频分辨率。
或者如何把图片保存到指定目录

Video Example overflowing ram

I've tried locally and on colab. The ram over flows on writing of the video -- locally I have 32 GB.

I might try writing a different video implementation for you in a week or two, but maybe you'll find a fix sooner.

Requirements

hi, can you tell me the Requirements to run this project. thanks

The implementation of WBM

I really like your paper!! Thank you for sharing your work.
I am a beginner in GAN and image editing and interested in your implementation of WBM module which is used to blend latent codes in two domain.
I want to ask would you like to release your code about WBM?☺
Thanks.

About the style-latent D

Hi, thanks for your awesome work!

I read the BlendGAN paper, and I'm confused about the role the style-latent discriminator plays in the network. I wonder that will the results be negatively affected a lot if I remove this module away from the network.

Do you have any intuition or idea behind the design of style-latent D?

Looking forward to hearing from you! Thanks again.

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