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CoFie: Learning Compact Neural Surface Representations with Coordinate Fields

Hanwen Jiang, Haitao Yang, Georgios Pavlakos, Qixing Huang



Installation

Please follow DeepSDF for environment installation.

Pre-process

  • Please follow DeepSDF for preprocess the shapes and get SDF samples (both SdfSamples and SurfaceSamples).
  • Use python process_data.py to assign each SDF point sample to a local shape.
  • Use python process_data_normal.py to pre-compute coordinate field initialization for each local shape.

Training and Testing

  • Use ./train.sh for training
  • Use ./reconstruct.sh for testing. Use ./reconstruct_batch.py for fast validation.

Pre-trained Model

The trained MLP can be found here

Acknowledgement

This repo is developed from DeepSDF and DeepLS

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