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SOTA Point Cloud Completion benchmarks and papers with code | Wizwand
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Point Cloud Completion
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
PCN (test)
FoldingNet
Watercraft
14.99
60
3d ago
ShapeNet-34 (seen categories)
PointSea
Chamfer Distance (S)
0.4
50
4d ago
ShapeNet-55 (test)
Ours
CD-M
0.57
44
4d ago
KITTI
FSC
MMD
0.239
42
3d ago
ShapeNet-34 unseen categories
ProxyFormer
CD (Symmetric)
0.6
37
4d ago
MVP (test)
3DAttriFlow
Avg Chamfer Distance (x10^4)
5.06
34
4d ago
KITTI (test)
Manifold-Aware Feature Extractor (MAFE)
MMD
0.31
33
3d ago
ShapeNet seen categories
PCN-CD
Airplane Error
0.0055
32
4d ago
Completion3D (test)
PMP-Net++
Airplane Score
3.25
28
4d ago
PCN
AdaPoinTr
CD
6.45
23
4d ago
ABC
PaCo
CD
1.87
21
4d ago
ShapeNet (test)
SpareNet
EMD (Airplane)
0.176
20
4d ago
ShapeNet-55
AdaPoinTr
CD-L2 (Average)
0.81
18
4d ago
ShapeNet-ViPC supervised (test)
XMFnet
Mean F-Score @ 0.001 (Avg)
79.6
16
3d ago
ABC-multi (100 random samples)
ODGNet
Total Params
11.5
15
3d ago
Redwood
SDS-Complete
Chamfer Distance
21
15
4d ago
KITTI-360
MID
IoU
44.11
15
4d ago
MVP (val)
MAFE
CD-l2
4.58
14
4d ago
ShapeNet-21 (Unseen)
Ours
CD-S
0.45
13
4d ago
ShapeNet-ViPC (known categories)
Ours
Avg Score
0.695
13
4d ago
ShapeNet unprocessed cars
3PSDF
Chamfer Distance L2
0
12
4d ago
ShapeNet v1 (unseen categories)
PCN-CD
Mean EMD (Bus)
0.0095
12
3d ago
MGPC-1M (test)
MGPC
Avg CD-L2
0.378
11
4d ago
ShapeNet-ViPC (test)
XMFnet
MCD (Airplane)
0.572
10
3d ago
ShapeNet closed water-tight cars
3PSDF
Chamfer-L2
0.112
10
4d ago
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