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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
229
1mo ago
ModelNet40
KNN
ASR
11.39
100
1mo ago
ScanObjectNN PB_T50_RS
Recon
Overall Accuracy
90.63
100
4d ago
ScanObjectNN PB_T50_RS (test)
Full
Overall Accuracy
90.01
91
1mo ago
ShapeNet Part
3D-ADV
Accuracy
100
80
1mo ago
ModelNet40 v1 (test)
PGD
ASR
100
76
1mo ago
ModelNet10 (test)
PC-GAN (CD)
Accuracy
95.4
71
1mo ago
ScanObjectNN OBJ_BG
Point-FEMAE
Overall Accuracy
95.18
66
22d ago
KITTI (test)
RIConv++
Test Accuracy
99.8
60
1mo ago
ModelNet-C (test)
EPiC & Refocusing
mCE
0.476
58
1mo ago
STPCTLS (5-fold stratified cross-validation)
MS-DGCNN++
Accuracy
92.91
57
24d ago
HeliALS (test)
MS-DGCNN++
Accuracy
73.66
56
24d ago
ScanObjectNN OBJ-ONLY
Point-MAE w/ LCM
Overall Accuracy
92.75
52
22d ago
ModelNet10
PointAugment
Accuracy
96.7
44
29d ago
ScanObjectNN v1 (test)
PGD
ASR
100
40
1mo ago
ModelNet40 synthetic (test)
PointMLP
Overall Accuracy
94.5
34
1mo ago
ShapeNet
PWaveP
Eidos
98.08
28
1mo ago
ModelNet40 10-way 20-shot 76
PointGPT-L + PointGST
Accuracy
97.6
25
1mo ago
ModelNet40 10-way 10-shot 76
PointGPT-L + PointGST
Accuracy
96.3
25
1mo ago
ModelNet40 5-way 10-shot 76
Point-MAE + PointGST
Accuracy
98
25
1mo ago
ModelNet40 10-way 20-shot
Full
Accuracy
95.8
21
1mo ago
ModelNet40 10-way 10-shot
PointGST
Accuracy (Mean)
93.7
21
1mo ago
ModelNet40 5-way 20-shot
Full
Accuracy
98.9
21
1mo ago
ModelNet40 5-way 10-shot
PointGST
Accuracy
98
21
1mo ago
ScanObjectNN Object & Background 1.0
ACT
Accuracy
93.29
21
1mo ago
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