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license: apache-2.0
library_name: nerfstudio
tags:
- inverse-rendering
- neural-rendering
- relighting
- outdoor-scenes
- nerfstudio
datasets:
- jadgardner/neusky-synthetic
- jadgardner/neusky-nerfosr-overlay
---
# NeuSky Checkpoints
This repository contains the scene-specific checkpoints used for the NeuSky
experiments in *Learning Representations for Incomplete Spherical Scene
Signals*.
Two collections are provided:
- `nerf-osr`: the final `lk2`, `lwp` and `st` models used for the NeRF-OSR
evaluation and thesis figures.
- `synthetic`: the final five NeuSky models used in the accepted synthetic
benchmark matrix.
Every model directory contains its nerfstudio `config.yml`,
`dataparser_transforms.json`, and final checkpoint. `MODEL_MANIFEST.json`
records the original source run, byte size and SHA256 of every file. Failed,
superseded and diagnostic runs are not included.
All models use the exact channelwise, two-bracket RENI prior released as
`neusky-prior` in
[jadgardner/reni-models](https://huggingface.co/jadgardner/reni-models).
They do not use the later joint-frame RENI thesis model.
## Download
From a clone of NeuSky, download all three NeRF-OSR models:
```bash
python scripts/download_models.py model-storage/neusky
```
Download one scene or the synthetic collection:
```bash
python scripts/download_models.py model-storage/neusky --scene lk2
python scripts/download_models.py model-storage/neusky --collection synthetic
```
The required RENI prior is downloaded from the `ns_reni` submodule:
```bash
python ns_reni/scripts/download_models.py \
model-storage/reni \
--group neusky-prior
```
Files can also be retrieved directly:
```bash
hf download jadgardner/neusky-models \
--revision v1.0.1 \
--include "nerf-osr/lk2/*" "nerf-osr/lk2/**/*" \
--local-dir model-storage/neusky
```
## Data
- [NeuSky Synthetic v1.0](https://huggingface.co/datasets/jadgardner/neusky-synthetic)
contains the five released synthetic scene datasets.
- [NeuSky NeRF-OSR Overlay v1.0](https://huggingface.co/datasets/jadgardner/neusky-nerfosr-overlay)
contains only the NeuSky masks, registered point clouds and environment-map
rotations to layer over the official NeRF-OSR data.
The original NeRF-OSR images, poses and environment maps are not redistributed
here.
## Licence
The NeuSky checkpoint release is available under the Apache License 2.0.
Third-party datasets and assets retain their own licences.
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