giraffe vs CIPS-3D

giraffe

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

Source Code

m-niemeyer.github.io

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CIPS-3D

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

generative-adversarial-network nerf Pytorch

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giraffe		CIPS-3D
	Project
3	Mentions	2
1,223	Stars	606
0.0%	Growth	-
1.8	Activity	2.7
about 2 years ago	Latest Commit	7 months 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.

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

CIPS-3D

Posts with mentions or reviews of CIPS-3D. We have used some of these posts to build our list of alternatives and similar projects.

[R] AI Researchers From Huawei and Shanghai Jiao Tong University Introduce ‘CIPS-3D’: A 3D-Aware Generator of GANs
1 project | /r/MachineLearning | 21 Oct 2021

Code for https://arxiv.org/abs/2110.09788 found: https://github.com/PeterouZh/CIPS-3D
AI Researchers From Huawei and Shanghai Jiao Tong University Introduce ‘CIPS-3D’: A 3D-Aware Generator of GANs
1 project | /r/artificial | 21 Oct 2021

Researchers at Huawei and Shanghai Jiao Tong University have developed CIPS-3D, an approach that synthesizes each pixel value independently, just as its 2D version did.

What are some alternatives?

When comparing giraffe and CIPS-3D you can also consider the following projects:

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

pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch

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

pi-GAN-pytorch - Implementation of π-GAN, for 3d-aware image synthesis, in Pytorch

ALAE - [CVPR2020] Adversarial Latent Autoencoders

nerfstudio - A collaboration friendly studio for NeRFs

SDV - Synthetic data generation for tabular data

kaolin-wisp - NVIDIA Kaolin Wisp is a PyTorch library powered by NVIDIA Kaolin Core to work with neural fields (including NeRFs, NGLOD, instant-ngp and VQAD).

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

Bringing-Old-Photos-Back-to-Life - Bringing Old Photo Back to Life (CVPR 2020 oral)