Misclassification Detection on ModelNet40
99.53AUROCHyperNSD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HyperNSD2026.07 | 99.53 | 99.52 | 99.59 | 2.13 | |
| HyperGOOD2026.07 | 99.16 | 99.6 | 97.08 | 5.82 | |
| HGCN-Ens2026.07 | 98.52 | 98.37 | 98.58 | 2.33 | |
| HND2026.07 | 98.48 | 98.45 | 99.51 | 1.42 | |
| HGNN2026.07 | 98.24 | 98.06 | 98.6 | 2.56 | |
| HNDiffN2026.07 | 98.15 | 99.06 | 98.07 | 3.73 | |
| HyperGCN2026.07 | 98.1 | 98.19 | 97.8 | 2.37 | |
| LGNSDE2026.07 | 97.3 | 98.44 | 94.38 | 10.11 | |
| GNSD2026.07 | 96.51 | 98.01 | 92.88 | 25.55 | |
| GPN2026.07 | 77.76 | 84.75 | 75.15 | 35.32 | |
| GNNSafe2026.07 | 71.76 | 81.88 | 58.15 | 43.65 |