mesh_to_sdf

⚠️ This crate is still in its early stages. Expect the API to change.

This crate provides two entry points:

• generate_sdf: computes the signed distance field for the mesh defined by vertices and indices at the points query_points.
• generate_grid_sdf: computes the signed distance field for the mesh defined by vertices and indices on a [Grid].

use mesh_to_sdf::{generate_sdf, generate_grid_sdf, SignMethod, Topology, Grid};
// vertices are [f32; 3], but can be cgmath::Vector3<f32>, glam::Vec3, etc.
let vertices: Vec<[f32; 3]> = vec![[0.5, 1.5, 0.5], [1., 2., 3.], [1., 3., 7.]];
let indices: Vec<u32> = vec![0, 1, 2];

// query points must be of the same type as vertices
let query_points: Vec<[f32; 3]> = vec![[0.5, 0.5, 0.5]];

// Query points are expected to be in the same space as the mesh.
let sdf: Vec<f32> = generate_sdf(
    &vertices,
    Topology::TriangleList(Some(&indices)), // TriangleList as opposed to TriangleStrip
    &query_points,
    SignMethod::Raycast, // How the sign is computed.
);                       // Raycast is robust but requires the mesh to be watertight.

for point in query_points.iter().zip(sdf.iter()) {
    // distance is positive outside the mesh and negative inside.
    println!("Distance to {:?}: {}", point.0, point.1);
}

// if you can, use generate_grid_sdf instead of generate_sdf as it's optimized and much faster.
let bounding_box_min = [0., 0., 0.];
let bounding_box_max = [10., 10., 10.];
let cell_count = [10, 10, 10];

let grid = Grid::from_bounding_box(&bounding_box_min, &bounding_box_max, cell_count);

let sdf: Vec<f32> = generate_grid_sdf(
    &vertices,
    Topology::TriangleList(Some(&indices)),
    &grid,
    SignMethod::Raycast, // How the sign is computed.
);                       // Raycast is robust but requires the mesh to be watertight.

for x in 0..cell_count[0] {
    for y in 0..cell_count[1] {
        for z in 0..cell_count[2] {
            let index = grid.get_cell_idx(&[x, y, z]);
            log::info!("Distance to cell [{}, {}, {}]: {}", x, y, z, sdf[index as usize]);
        }
    }
}

Mesh Topology

Indices can be of any type that implements Into<u32>, e.g. u16 and u32. Topology can be list or strip. If the indices are not provided, they are supposed to be 0..vertices.len().

For vertices, this library aims to be as generic as possible by providing a trait Point that can be implemented for any type. Implementations for most common math libraries are gated behind feature flags. By default, only [f32; 3] is provided. If you do not find your favorite library, feel free to implement the trait for it and submit a PR or open an issue.

Computing sign

This crate provides two methods to compute the sign of the distance:

• SignMethod::Raycast (default): a robust method to compute the sign of the distance. It counts the number of intersection between a ray starting from the query point and the triangles of the mesh. It only works for watertight meshes, but garantees the sign is correct.
• SignMethod::Normal: It uses the normals of the triangles to estimate the sign by doing a dot product with the direction of the query point. It works for non-watertight meshes but might leak negative distances outside the mesh.

For grid generation, Raycast is ~1% slower. For query points, Raycast is ~10% slower. Note that it depends on the query points / grid size to triangle ratio, but this gives a rough idea.

Using your favorite library

To use your favorite math library with mesh_to_sdf, you need to add it to mesh_to_sdf dependency. For example, to use glam:

[dependencies]
mesh_to_sdf = { version = "0.2.1", features = ["glam"] }

Currently, the following libraries are supported:

• cgmath (cgmath::Vector3<f32>)
• glam (glam::Vec3)
• mint (mint::Vector3<f32> and mint::Point3<f32>)
• nalgebra (nalgebra::Vector3<f32> and nalgebra::Point3<f32>)
• [f32; 3]

Benchmarks

generate_grid_sdf is much faster than generate_sdf and should be used whenever possible. generate_sdf does not allocate memory (except for the result array) but is slow. A faster implementation is planned for the future. SignMethod::Raycast is slightly slower than SignMethod::Normal but is robust and should be used whenever possible (~1% in generate_grid_sdf, ~10% in generate_sdf).

License: MIT OR Apache-2.0