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Benchmarks
Unconditional 3D Point Cloud Generation on ShapeNet Airplane v1 (test)
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0.2205
MMD (CD)
PSF
0.1212
0.791475
1.46175
2.132025
Dec 4, 2022
MMD (CD)
MMD (EMD)
COV (CD)
COV (EMD)
Updated 1mo ago
Evaluation Results
Method
Method
Links
MMD (CD)
MMD (EMD)
COV (CD)
COV (EMD)
PSF
Sampling steps (N)=1
2022.12
0.2205
0.3661
46.17
52.59
PointFlow
2022.12
0.2243
0.3901
47.9
46.41
PVD
2022.12
0.2243
0.3803
48.88
52.09
SoftFlow
2022.12
0.2309
0.3745
46.91
47.9
PVD-DDIM
Sampling protocol=DDIM...
2022.12
0.2434
0.3991
44.23
49.75
DPF-Net
2022.12
0.2642
0.4086
46.17
48.89
l-GAN (CD)
Training metric=CD
2022.12
0.3398
0.5832
38.52
21.23
Shape-GF
2022.12
2.703
0.6592
40.74
40.49
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