https://github.com/jejjohnson/nerf4ssh

Neural Fields for Sea Surface Height Interpolation.
https://github.com/jejjohnson/nerf4ssh

fourier-features interpolation machine-learning neural-fields oceanography sea-surface-height siren

Last synced: 9 days ago
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Neural Fields for Sea Surface Height Interpolation.

• Host: GitHub
• URL: https://github.com/jejjohnson/nerf4ssh
• Owner: jejjohnson
• Created: 2023-06-16T09:12:40.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-11-17T17:11:58.000Z (12 months ago)
• Last Synced: 2024-06-11T20:26:09.997Z (5 months ago)
• Topics: fourier-features, interpolation, machine-learning, neural-fields, oceanography, sea-surface-height, siren
• Homepage: https://jejjohnson.github.io/nerf4ssh/
• Size: 27.2 MB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

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README

        
# Neural Fields for Sea Surface Height Interpolation

**WARNING**: This repo is WIP and is being constructed now. Stay Tuned!

My experiments involving sea surface height (SSH) interpolation using coordinate-based neural networks, i.e. Neural Fields (NerFs).

## Installation

### `conda` - Recommended

```bash

git clone https://github.com/jejjohnson/nerf4ssh.git

cd nerf4ssh

mamba env create -f environments/linux.yaml

```

## External Packages

I use quite a few of external packages that I've relegated to their own repo.

**Neural Fields** - This package has all of the NerF algorithms I use for the experiments.

```bash

pip install "git+https://github.com/jejjohnson/eqx-nerf.git"

```

**Trainer** - This package has the NN Trainer and logging that I use for this experiment.

```bash

pip install "git+https://github.com/jejjohnson/eqx-trainer.git"

```

**OceanBench** - This package has the datasets and metrics that I use for this paper.

```bash

brew install g++ cmake eigen boost gsl

pip install "git+https://github.com/jejjohnson/oceanbench.git"

```

## Citations