PUNet
Benchmarks
TaskDatasetSOTA resultTrendResults
PUNet Gaussian Noise (test)
4.66Chamfer Distance (CD)
114
PUNet (test)
0.562Chamfer Distance
42
PUNet synthetic (test)
0.562CD
42
PUNet 50K Dense Laplace noise (synthetic)
0.602CD
36
PUNet Sparse 10K
1.834Chamfer Distance
36
PUNet synthetic
0.418CD
36
PUNet 50K resolution, Discrete noise
3.24Chamfer Distance (CD)
18
PUNet 10K resolution Discrete noise
6.13Chamfer Distance (CD)
18
PUNet 10K resolution, Laplacian noise
20.62Chamfer Distance (CD)
18
PUNet Dense 50K
0.556CD
18
PUNet 10K points 2% Gaussian noise 2018 (test)
0.14Inference Time (s)
8
PUNet 50K resolution
8.99Inference Time (s)
7
PUNet Uniform noise, 50K Points, 3% noise level
5.34Chamfer Distance (CD)
6
PUNet Uniform noise 50K Points 2% noise level
4.54Chamfer Distance (CD)
6
PUNet Uniform noise, 50K Points, 1% noise level
3.63Chamfer Distance (CD)
6
PUNet Uniform noise, 10K Points, 3% noise level
21.65Chamfer Distance (CD)
6
PUNet Uniform noise, 10K Points, 2% noise level
17.11Chamfer Distance (CD)
6
PUNet Uniform noise 10K Points 1% noise level
6.12Chamfer Distance (CD)
6
PUNet Anisotropic noise, 50K Points, 3% noise level
18.2Chamfer Distance (CD)
6
PUNet Anisotropic noise, 50K Points, 2% noise level
6.97Chamfer Distance (CD)
6
PUNet Anisotropic noise 50K Points 1% noise level
4.66Chamfer Distance (CD)
6
PUNet Anisotropic noise, 10K Points, 3% noise level
33.43Chamfer Distance
6
PUNet Anisotropic noise, 10K Points, 2% noise level
24.7Chamfer Distance (CD)
6
PUNet Anisotropic noise, 10K Points, 1% noise level
17.41Chamfer Distance (CD)
6