3D Shape Generation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
1.95log-WGAN ratio
30
Jun 19, 2026
98.41-NNA (CD)
30
Mar 20, 2026
72.141-NN Accuracy (CD)
18
Mar 20, 2026
89.771-NNA-CD
13
Feb 26, 2026
97.531-NNA (CD)
13
Feb 26, 2026
0.141ULIP-I
10
May 21, 2026
96.81-NNA (CD)
9
Feb 26, 2026
48.241-NNA (CD)
7
Jun 9, 2026
61.921-NNA (CD)
7
Jun 9, 2026
60.051-NNA (CD)
7
Jun 9, 2026
1.3MMD
6
Feb 26, 2026
88.371-NNA (CD)
6
Feb 26, 2026
0.086FPD
5
Feb 26, 2026
0.128FPD
5
Feb 26, 2026
0.009FPD
5
Feb 26, 2026
0.012Chamfer Distance (CD)
4
Jun 4, 2026
2.5Encoding/Training Time
4
Feb 26, 2026
1Relative Quality
4
Feb 26, 2026
6.53CD-L1
3
Jun 9, 2026
1.98FPD
3
Apr 30, 2026
2.63FPD
3
Apr 30, 2026
71.741-NNA (p-CD)
2
Feb 26, 2026