2d-sdf-net

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This is a neural network approximating the two-dimensional signed distance functions of polygons.

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// repository documentation

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# 2d-sdf-net

This is a neural network approximating the two-dimensional signed distance functions of polygons.
The network structure references DeepSDF: https://github.com/facebookresearch/DeepSDF.

### Intro

* The signed distance function determines the minimum distance of a point to the boundary of a curve. 
* The function is negative inside and positive outside. 
* The zero-contour is the boundary of the curve.

##### Sampled curve

##### Before truncation

##### After truncation

### Requirements

* PyTorch
* Tensorboard
* OpenCV

### Get Started

1. `code/drawer.py`
2. `code/sampler.py`
3. `code/trainer.py`
4. `code/renderer.py`

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