From ff4f1bb4218aeaec45a0546521df8d18b8f94191 Mon Sep 17 00:00:00 2001
From: Matt Tancik <tancik@berkeley.edu>
Date: Wed, 13 Jul 2022 11:11:15 -0700
Subject: [PATCH] Update documentation

---
 docs/index.rst               | 15 +++------------
 docs/models/index.rst        | 13 +++++++++++++
 docs/models/nerf.md          | 25 +++++++++++++++++++++++--
 docs/notebooks/index.rst     |  2 ++
 docs/tutorials/quickstart.md |  8 +-------
 5 files changed, 42 insertions(+), 21 deletions(-)
 create mode 100644 docs/models/index.rst

diff --git a/docs/index.rst b/docs/index.rst
index 83ac11da5..d6661250d 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -31,19 +31,10 @@ Contents
 
 .. toctree::
    :hidden:
-   :caption: Models
-
-   NeRF<models/nerf.md>
-   Mip-NeRF<models/mipnerf.md>
-   Mip-NeRF 360<models/mipnerf_360.md>
-   Instan-NGP<models/instant_ngp.md>
-   NeRF-W<models/nerf_w.md>
-   Semantic NeRF<models/semantic_nerf.md>
-
-.. toctree::
-   :hidden:
-   :caption: Component Guides
+   :caption: Guides
 
+   
+   models/index.rst
    notebooks/index
 
 .. toctree::
diff --git a/docs/models/index.rst b/docs/models/index.rst
new file mode 100644
index 000000000..52c4a608e
--- /dev/null
+++ b/docs/models/index.rst
@@ -0,0 +1,13 @@
+.. _models:
+
+Models
+========
+
+.. toctree::
+
+    NeRF<nerf.md>
+    Mip-NeRF<mipnerf.md>
+    Mip-NeRF 360<mipnerf_360.md>
+    Instan-NGP<instant_ngp.md>
+    NeRF-W<nerf_w.md>
+    Semantic NeRF<semantic_nerf.md>
diff --git a/docs/models/nerf.md b/docs/models/nerf.md
index 1176225c9..3b927c133 100644
--- a/docs/models/nerf.md
+++ b/docs/models/nerf.md
@@ -7,8 +7,29 @@
 Paper Website
 ```
 
-### Running Model
+### Running the Model
 
 ```bash
 python scripts/run_train.py --config-name=graph_vanilla_nerf.yaml
-```
\ No newline at end of file
+```
+
+## Method
+
+### Overview
+
+### Field Representation
+
+#### Positional Encoding
+
+### Rendering
+
+#### Hierarchical Sampling
+
+## Benchmarks
+
+##### Blender Synthetic
+| Implementation                                                                    |    Mic    | Ficus     |   Chair   | Hotdog    | Materials | Drums     | Ship      | Lego      | Average   |
+|-----------------------------------------------------------------------------------|:---------:|-----------|:---------:|-----------|-----------|-----------|-----------|-----------|-----------|
+| pyRad                                                                             |     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 |
\ No newline at end of file
diff --git a/docs/notebooks/index.rst b/docs/notebooks/index.rst
index 79341f3e4..9a00ca98b 100644
--- a/docs/notebooks/index.rst
+++ b/docs/notebooks/index.rst
@@ -1,5 +1,7 @@
 .. _notebooks:
 
+Components
+==========
 
 .. toctree::
     :maxdepth: 0
diff --git a/docs/tutorials/quickstart.md b/docs/tutorials/quickstart.md
index 18cfaa9cc..5904d5482 100644
--- a/docs/tutorials/quickstart.md
+++ b/docs/tutorials/quickstart.md
@@ -1,4 +1,4 @@
-# Quickstart guide
+# Quickstart
 
 ```{include} ../../README.md
 :relative-docs: docs/
@@ -7,10 +7,4 @@
 :end-before: 6. In-depth
 ```
 
-These quickstart steps will help you get started with training and testing the default vanilla nerf on the classic blender lego scene. 
-
-
-Please follow instructions 1-5 in our [Github Quickstart](https://github.com/plenoptix/pyrad#quickstart) for info on how to install, setup training, and visualize inference all with pyRad.
-
-
 For more complex changes (e.g. running with your own data/ setting up a new NeRF graph, please continue to the next page.
\ No newline at end of file