vanilla.rst

Vanilla Nerf 
====================

See code `examples/train_mlp_nerf.py` at our `github repository`_ for details.

Benchmarks
------------


+----------------------+-------+-------+------------+-------+--------+--------+--------+--------+--------+
|                      | Lego  | Mic   | Materials  |Chair  |Hotdog  | Ficus  | Drums  | Ship   | AVG    |
|                      |       |       |            |       |        |        |        |        |        |
+======================+=======+=======+============+=======+========+========+========+========+========+
| Paper (PSNR: 1~2days)| 32.54 | 32.91 | 29.62      | 33.00 | 36.18  | 30.13  | 25.01  | 28.65  | 31.00  |
+----------------------+-------+-------+------------+-------+--------+--------+--------+--------+--------+
| Ours  (PSNR: ~50min) | 33.69 | 33.76 | 29.73      | 33.32 | 35.80  | 32.52  | 25.39  | 28.18  | 31.55  |
+----------------------+-------+-------+------------+-------+--------+--------+--------+--------+--------+
| Ours  (Training time)| 58min | 53min | 46min      | 62min | 56min  | 42min  | 52min  | 49min  | 52min  |
+----------------------+-------+-------+------------+-------+--------+--------+--------+--------+--------+

.. _`github repository`: : https://github.com/KAIR-BAIR/nerfacc/