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SOTA Point Cloud Classification benchmarks and papers with code | Wizwand
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Point Cloud Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ModelNet40 (test)
RepSurf-U
Accuracy
94.7
224
2d ago
ModelNet40
KNN
ASR
11.39
100
4d ago
ScanObjectNN PB_T50_RS (test)
Full
Overall Accuracy
90.01
91
4d ago
ShapeNet Part
3D-ADV
Accuracy
100
80
4d ago
ModelNet40 v1 (test)
PGD
ASR
100
76
4d ago
ModelNet10 (test)
PC-GAN (CD)
Accuracy
95.4
71
4d ago
ScanObjectNN OBJ_BG
Point-FEMAE
Overall Accuracy
95.18
64
4d ago
ScanObjectNN PB_T50_RS
Recon
Overall Accuracy
90.63
63
4d ago
KITTI (test)
RIConv++
Test Accuracy
99.8
60
4d ago
ModelNet-C (test)
EPiC & Refocusing
mCE
0.476
58
4d ago
ScanObjectNN OBJ-ONLY
Point-MAE w/ LCM
Overall Accuracy
92.75
51
4d ago
ScanObjectNN v1 (test)
PGD
ASR
100
40
4d ago
ModelNet40 synthetic (test)
PointMLP
Overall Accuracy
94.5
34
4d ago
ShapeNet
PWaveP
Eidos
98.08
28
2d ago
ModelNet40 10-way 20-shot 76
PointGPT-L + PointGST
Accuracy
97.6
25
4d ago
ModelNet40 10-way 10-shot 76
PointGPT-L + PointGST
Accuracy
96.3
25
4d ago
ModelNet40 5-way 10-shot 76
Point-MAE + PointGST
Accuracy
98
25
4d ago
ModelNet40 10-way 20-shot
Full
Accuracy
95.8
21
4d ago
ModelNet40 10-way 10-shot
PointGST
Accuracy (Mean)
93.7
21
4d ago
ModelNet40 5-way 20-shot
Full
Accuracy
98.9
21
4d ago
ModelNet40 5-way 10-shot
PointGST
Accuracy
98
21
4d ago
ScanObjectNN Object & Background 1.0
ACT
Accuracy
93.29
21
4d ago
ModelNet40 raw (test)
DeepSets
Accuracy
88.83
20
4d ago
ModelNet40 (official split)
PCT
Accuracy
93.2
20
4d ago
ModelNet40 original (test)
ODFNet
OA
94.2
18
4d ago
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