Point Cloud Classification on Circles vs. Lines Synthetic
100AUROCNPF-Tri
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPF-TriMax params=≤68,866, k=12026.05 | 100 | — | |
| Graph Trans.Max params=173,0632026.05 | 100 | — | |
| Point Net++Max params=1,481,7352026.05 | 100 | — | |
| Point Trans.Max params=2,165,7672026.05 | 100 | — | |
| NPF-GramMax params=≤68,866, k=12026.05 | 99.7 | 0.3 | |
| GINMax params=23,3052026.05 | 99.5 | 0.5 | |
| NPF-FlatMax params=≤68,866, k=12026.05 | 98.5 | 1.5 | |
| GCNMax params=23,3032026.05 | 73.5 | 26.5 | |
| TDLMax params=23,8152026.05 | 73.1 | 26.9 | |
| MLPMax params=31,1112026.05 | 72.9 | 27.1 | |
| Graph SAGEMax params=45,4472026.05 | 72.6 | 27.4 |