pi-GAN-pytorch vs giraffe

pi-GAN-pytorch

Implementation of π-GAN, for 3d-aware image synthesis, in Pytorch (by lucidrains)

giraffe

This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields" (by autonomousvision)

cvpr2021 generative-model generative-modelling generative-adversarial-network nerf implicit-surfaces neural-scene-representations

Source Code

m-niemeyer.github.io

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pi-GAN-pytorch		giraffe
	Project
1	Mentions	3
114	Stars	1,223
-	Growth	0.0%
0.0	Activity	1.8
about 3 years ago	Latest Commit	about 2 years ago
Python	Language	Python
MIT License	License	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.

pi-GAN-pytorch

Posts with mentions or reviews of pi-GAN-pytorch. We have used some of these posts to build our list of alternatives and similar projects.

[R] AI Researchers From Stanford University Unveils pi-GAN: A Novel Periodic Implicit GAN For 3D-Aware Image Synthesis (Paper, Code included)
1 project | /r/MachineLearning | 6 Sep 2021

Code for https://arxiv.org/abs/2012.00926 found: https://github.com/lucidrains/pi-GAN-pytorch

giraffe

Posts with mentions or reviews of giraffe. We have used some of these posts to build our list of alternatives and similar projects.

[D] CVPR 2021 Best Paper (GIRAFFE) explained: Representing Scenes as Compositional Generative Neural Feature Fields by Michael Niemeyer et al.
1 project | /r/MachineLearning | 8 Jul 2021

[Full Explanation Post] [Arxiv] [Code]
CVPR 2021 Best Paper Award: GIRAFFE - Controllable Image Generation - How to train the network from scratch with a custom Dataset?
1 project | /r/computervision | 3 Jul 2021
CVPR 2021 Best Paper Award: GIRAFFE - Controllable Image Generation
1 project | /r/artificial | 3 Jul 2021

What are some alternatives?

When comparing pi-GAN-pytorch and giraffe you can also consider the following projects:

lightweight-gan - Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two

PET-NeuS - PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces (CVPR 2023)

nerf - Code release for NeRF (Neural Radiance Fields)

AvatarCLIP - [SIGGRAPH 2022 Journal Track] AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatars

CIPS-3D - 3D-aware GANs based on NeRF (arXiv).

ALAE - [CVPR2020] Adversarial Latent Autoencoders

DeblurGANv2 - [ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

SDV - Synthetic data generation for tabular data

nerfmm - (Arxiv 2021) NeRF--: Neural Radiance Fields Without Known Camera Parameters

Papers-in-100-Lines-of-Code - Implementation of papers in 100 lines of code.

stylegan2-pytorch - Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement