README.md

Neural Radiance Fields, From Theory to Implementation.

Setup

Prerequisites:

• Python3.10
• CUDA 11.7

First, download Synthetic NeRF dataset and unzip it under the root dir.

Then, setup pip venv environment.

1. pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu117
2. python -m pip install -U pip
3. pip install -i https://pypi.taichi.graphics/simple/ taichi-nightly
4. pip install -r requirements.txt

run train.py with parameters:

python train.py --root_dir ./Synthetic_NeRF/Lego --exp_name Lego --perf --num_epochs 20 --batch_size 512 --lr 1e-2 --no_save_test --gui

Volume Rendering

• https://www.scratchapixel.com/lessons/3d-basic-rendering/volume-rendering-for-developers/intro-volume-rendering.html

NeRF

• https://github.com/awesome-NeRF/awesome-NeRF