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Plenoxels: Radiance Fields without Neural Networks, Code release WIP

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Installation

If your CUDA toolkit is older than 11, then you will need to install CUB as follows: conda install -c bottler nvidiacub

Since CUDA 11, CUB is shipped with the toolkit. To install the main library, simply run pip install . in the root directory.

Voxel Optimization

See opt/opt.py

sh launch.sh <exp_name> <GPU_id> <data_dir>

Evaluation

See opt/render_imgs.py

python render_imgs.py <CHECKPOINT.npz> <data_dir>

Automatic hypertuning

See opt/autotune.py. Configs in opt/tasks/*.json

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  • Python 63.6%
  • Cuda 33.4%
  • C++ 2.2%
  • Other 0.8%