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SplatFields: Neural Gaussian Splats for Sparse 3D and 4D Reconstruction

Project page | Paper

Teaser image

This repo contains the official implementation for the paper "SplatFields: Neural Gaussian Splats for Sparse 3D and 4D Reconstruction". SplatFields regularizes 3D Gaussian Splatting (3DGS) by predicting the splat features and locations via neural fields to improve the reconstruction under unconstrained sparse views.

Our approach effectively handles static and dynamic scenes.

Installation

We tested on a server configured with Ubuntu 18.04, cuda 11.6 and gcc 9.4.0. Other similar configurations should also work, but we have not verified each one individually.

1. Clone this repo:

git clone https://github.com/markomih/SplatFields.git
cd SplatFields

2. Install dependencies