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nerf-from-scratch

Implementing "Neural Radiance Fields" from the original paper using PyTorch.

Torch implementation, training after a couple of epochs:

Usage: (dataset download will be automatic)

  • views.py, examine the NeRF dataset and the generated camera rays
  • train.py, the NN training script
  • run_model.py, post-train see model performance qualitatively
Ben Mildenhall, Pratul P. Srinivasan, Matthew Tancik, Jonathan T. Barron, Ravi Ramamoorthi, & Ren Ng (2020). NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis. In ECCV.