# NeRF

<h4>Neural Radiance Fields</h4>

```{button-link} https://www.matthewtancik.com/nerf
:color: primary
:outline:
Paper Website
```

### Running the Model

```bash
python scripts/run_train.py --config-name=graph_vanilla_nerf.yaml
```

## Method

### Overview

### Field Representation

#### Positional Encoding

### Rendering

#### Hierarchical Sampling

## Benchmarks

##### Blender Synthetic

| Implementation                                                                    |    Mic    | Ficus     |   Chair   | Hotdog    | Materials | Drums     | Ship      | Lego      | Average   |
| --------------------------------------------------------------------------------- | :-------: | --------- | :-------: | --------- | --------- | --------- | --------- | --------- | --------- |
| nerfactory                                                                        |   34.28   | **30.63** | **36.16** | 36.49     | 28.36     | **25.44** | 28.69     | **33.67** | **31.71** |
| [TF NeRF](https://github.com/bmild/nerf)                                          |   32.91   | 30.13     |   33.00   | 36.18     | 29.62     | 25.01     | 28.65     | 32.54     | 31.04     |
| [JaxNeRF](https://github.com/google-research/google-research/tree/master/jaxnerf) | **34.53** | 30.43     |   34.08   | **36.92** | **29.91** | 25.03     | **29.36** | 33.28     | 31.69     |