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Benchmarks
Unconditional 3D Point Cloud Generation on ShapeNet Car v1 (test)
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0.901
MMD (CD)
PointFlow
0.56776
2.81713
5.0665
7.31587
Dec 4, 2022
MMD (CD)
MMD (EMD)
COV (CD)
COV (EMD)
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD (CD)
MMD (EMD)
COV (CD)
COV (EMD)
PointFlow
2022.12
0.901
0.8071
46.88
50
PSF
Sampling steps (N)=1
2022.12
1.023
0.802
42.89
53.12
PVD
2022.12
1.077
0.7938
41.19
50.56
DPF-Net
2022.12
1.129
0.8529
45.74
49.43
SoftFlow
2022.12
1.187
0.8594
42.9
44.6
PVD-DDIM
Sampling protocol=DDIM...
2022.12
1.202
0.8176
40.01
48.34
l-GAN (CD)
Training metric=CD
2022.12
1.532
1.226
38.92
23.58
Shape-GF
2022.12
9.232
0.7558
49.43
50.28
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