dawning77/nerrf

NeRRF: 3D Reconstruction and View Synthesis for Transparent and Specular Objects with Neural Refractive-Reflective Fields

NeRRF

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NeRRF: 3D Reconstruction and View Synthesis for Transparent and Specular Objects with Neural Refractive-Reflective Fields

Setup

conda env create -f environment.yml
conda activate nerrf

Dataset

Our blender synthetic dataset can be found here: blender_dataset

Usage

1. In the NeRRF directory, ensure you have the following data:

   NeRRF
   |-- data
       |-- blender
           |-- depth
           |-- meta
           |-- specular
           |-- transparent
   

2. Run the training script

   # reconstruct the specular horse of the blender dataset
   sh scripts/train_horse_s.sh
   

   The scripts can be switched from the geometry reconstruction stage to the radiance estimating stage by changing the value of the stage variable. Set stage to 1 for geometry reconstruction.

3. Run the evaluation script

   # evaluate the specular horse of the blender dataset
   sh scripts/train_horse_s.sh