readme.md 1.18 KB
Newer Older
ashawkey's avatar
init  
ashawkey committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
# cuBVH

A CUDA Mesh BVH acceleration toolkit.

### Install

```python
git clone https://github.com/ashawkey/cubvh
cd cubvh
pip install .
```

### Usage

Example for a mesh normal renderer:

```bash
python test/renderer.py # default, show a dodecahedron
python test/renderer.py --mesh example.ply # show any mesh file
```

https://user-images.githubusercontent.com/25863658/183238748-7ac82808-6cd3-4bb6-867a-9c22f8e3f7dd.mp4

Example code:

```python
import numpy as np
import trimesh

import torch
import cubvh

# build BVH from mesh
mesh = trimesh.load('example.ply')
BVH = cubvh.cuBVH(mesh.vertices, mesh.faces) # build with numpy.ndarray/torch.Tensor


# query ray-mesh intersection
rays_o, rays_d = get_ray(pose, intrinsics, H, W) # [N, 3], [N, 3], query with torch.Tensor (cuda)
intersections, face_normals, depth = BVH.ray_trace(rays_o, rays_d) # [N, 3], [N, 3], [N,]

# query unsigned distance
points # [N, 3]
distances, face_id, uvw = BVH.unsigned_distance(points, return_uvw=True) # [N], [N], [N, 3]
```


### Acknowledgement

* Credits to [Thomas Müller](https://tom94.net/)'s amazing [tiny-cuda-nn](https://github.com/NVlabs/tiny-cuda-nn) and [instant-ngp](https://github.com/NVlabs/instant-ngp)!