3D Point Cloud Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
94.5OA
307
Jun 18, 2026
90.63Accuracy
92
Mar 12, 2026
97.2Accuracy
76
Feb 27, 2026
94.7Accuracy
69
Feb 26, 2026
0Attack Success Rate
47
Apr 20, 2026
0.156Robustness to Rotation
37
Jun 12, 2026
90.1Accuracy
34
Jun 18, 2026
91.98Clean Accuracy
30
May 11, 2026
83.66Clean Accuracy
30
May 11, 2026
100Attack Success Rate
30
Feb 27, 2026
87.8Accuracy (%)
26
Apr 20, 2026
91.05Balanced Accuracy (BA)
24
May 12, 2026
76.6Average Accuracy
22
Feb 26, 2026
93.07Accuracy
21
Mar 27, 2026
94.2Overall Accuracy (OA)
19
Feb 27, 2026
97.5Accuracy
18
Feb 26, 2026
82.04Accuracy (Uniform Noise)
17
Jun 12, 2026
44.62Accuracy (Uniform Noise)
16
Jun 12, 2026
72.5OA
13
Feb 27, 2026
76.7OA
13
Feb 27, 2026
78.7OA
13
Feb 27, 2026
77.6mAcc
13
Feb 27, 2026
0.001Inference Time (s)
12
Feb 26, 2026
80.08Accuracy
10
Jun 18, 2026
83.51Accuracy
10
Jun 18, 2026