restyle-encoder vs 3DStyleGAN

restyle-encoder

Official Implementation for "ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement" (ICCV 2021) https://arxiv.org/abs/2104.02699 (by yuval-alaluf)

Source Code

yuval-alaluf.github.io

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3DStyleGAN

3D StyleGAN2 for Medical Images (by sh4174)

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restyle-encoder		3DStyleGAN
	Project
2	Mentions	2
1,021	Stars	59
-	Growth	-
0.0	Activity	0.0
over 1 year ago	Latest Commit	over 2 years ago
Python	Language	Python
MIT License	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.

restyle-encoder

Posts with mentions or reviews of restyle-encoder. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-06.

amazing april 7th
3 projects | /r/Regressions | 6 Apr 2023

Found relevant code at https://yuval-alaluf.github.io/restyle-encoder/ + all code implementations here
[R] a Metric for finding the best StyleGAN Latent Encoders
3 projects | /r/MachineLearning | 31 Aug 2021

Right now we have encoders like pSp and restyle or encoder4editing, but how can we tell which one performs better than the other?

3DStyleGAN

Posts with mentions or reviews of 3DStyleGAN. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-06.

amazing april 7th
3 projects | /r/Regressions | 6 Apr 2023

Found relevant code at https://github.com/sh4174/3DStyleGAN + all code implementations here
[2107.09700] 3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative Modeling of Three-Dimensional Medical Images
1 project | /r/Regressions | 29 Jul 2021

code for https://arxiv.org/abs/2107.09700: https://github.com/sh4174/3DStyleGAN

What are some alternatives?

When comparing restyle-encoder and 3DStyleGAN you can also consider the following projects:

pixel2style2pixel - Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework

encoder4editing - Official implementation of "Designing an Encoder for StyleGAN Image Manipulation" (SIGGRAPH 2021) https://arxiv.org/abs/2102.02766

StyleGAN_PyTorch - The implementation of StyleGAN on PyTorch 1.0.1

stylegan3-editing - Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433

SAM - Official Implementation for "Only a Matter of Style: Age Transformation Using a Style-Based Regression Model" (SIGGRAPH 2021) https://arxiv.org/abs/2102.02754

SteganoGAN - SteganoGAN is a tool for creating steganographic images using adversarial training.

StyleFlow - StyleFlow: Attribute-conditioned Exploration of StyleGAN-generated Images using Conditional Continuous Normalizing Flows (ACM TOG 2021)

neat - [ICCV'21] NEAT: Neural Attention Fields for End-to-End Autonomous Driving