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SOTA 3D Point Cloud Classification benchmarks and papers with code | Wizwand
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3D Point Cloud Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ModelNet40 (test)
PointMLP+HyCoRe
OA
94.5
297
2d ago
ScanObjectNN (test)
Recon
Accuracy
90.63
92
4d ago
ScanObjectNN
OmniVec2
Accuracy
97.2
76
2d ago
ModelNet40
AsymDSD-B*
Accuracy
94.7
69
4d ago
ModelNet40 (test)
LPC
Attack Success Rate
0
47
2d ago
ScanNet (test)
PointNet
Attack Success Rate
100
30
2d ago
ModelNet40-C (test)
PointMLS
Robustness to Jitter Corruption
0.417
25
2d ago
PointDA-10
Supervised
Average Accuracy
76.6
22
4d ago
ModelNet40
CurveNet
Overall Accuracy (OA)
94.2
19
2d ago
ScanObjectNN PB_50_RS 51
MOSTb=8
Accuracy
97.5
18
4d ago
ModelNet-O η=5.0%
PointMLS
OA
72.5
13
2d ago
ModelNet-O η=2.5%
PointMLS
OA
76.7
13
2d ago
ModelNet-O η=0.5%
PointMLS
OA
78.7
13
2d ago
ModelNet-O Clean
PointMLS
mAcc
77.6
13
2d ago
ModelNet40 (test)
SortNet
Inference Time (s)
0.0013
12
4d ago
ScanObjectNN PB_T50_RS (Hardest)
MVTN
Overall Accuracy
82.8
10
4d ago
Sim-to-Real Generalization (ModelNet11, ShapeNet9 to ScanObjectNN) (test)
Point-PRC (ULIP-2)
Acc (MN11 -> SONN11 OBJ)
68.43
10
2d ago
ModelNet40 55
MOSTb=8
Accuracy
0.9623
8
4d ago
ShapeNetCore V2 (test)
ULIP + RC
Base Accuracy
93.03
6
2d ago
ModelNet40
ULIP-2
Top-1 Accuracy
74
5
2d ago
ModelNet40
DepGraph
Accuracy
92.02
5
2d ago
ShapeNetCore base-to-new V2
-
Base Accuracy
-
0
4d ago
ShapeNetCore V2
-
Base Accuracy
-
0
4d ago
ModelNet40 (test)
-
Top-1 Accuracy
-
0
3d ago
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