Point cloud generation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
48.241-NNA (CD)
41
Mar 20, 2026
-58.71NLL
24
Feb 26, 2026
-16.07NLL
24
Feb 26, 2026
83.691-NNA (CD)
23
Feb 26, 2026
94.51-NNA (CD)
16
Feb 26, 2026
51.61-NNA (Chamfer Distance)
13
Feb 26, 2026
72.31-NNA (CD)
13
Feb 26, 2026
63.31-NNA (CD)
13
Feb 26, 2026
87.31-NNA (CD)
10
Feb 26, 2026
2.03Chamfer Distance (cm)
10
Feb 26, 2026
1.67Chamfer Distance (cm)
10
Jul 7, 2026
3.276MMD
7
Feb 26, 2026
28.39Generation Time (ms/sample)
4
Apr 28, 2026
16.1EMD (x100)
3
Feb 26, 2026
2.46CD
3
Feb 26, 2026
2.38CD
3
Feb 26, 2026
9.06CD
3
Feb 26, 2026