Node Classification on Photo In-domain (Accuracy)
93.6AccuracySPG
Evaluation Results
| Method | Links | |
|---|---|---|
| SPGmodel_category=Graph Foundation Models2026.06 | 93.6 | |
| TIGmodel_category=Graph Foundation Models2026.06 | 92.88 | |
| GRACEmodel_category=Self-supervised Pre-training2026.06 | 91.51 | |
| GraphMAE2model_category=Self-supervised Pre-training2026.06 | 90.24 | |
| SAMGPTmodel_category=Graph Foundation Models2026.06 | 89.92 | |
| BGRLmodel_category=Self-supervised Pre-training2026.06 | 89.48 | |
| GraphGluemodel_category=Graph Foundation Models2026.06 | 87.57 | |
| GraphAnymodel_category=Graph Foundation Models2026.06 | 87.48 | |
| GCOPEmodel_category=Graph Foundation Models2026.06 | 80.65 | |
| SPGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 64.63 | |
| GraphAnyShots=1-shot, Model Category=Graph Foundation Models2026.06 | 61.53 | |
| GraphMAE2Shots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 57.88 | |
| GRACEShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 55.7 | |
| SAMGPTShots=1-shot, Model Category=Graph Foundation Models2026.06 | 55.32 | |
| TIGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 53.95 | |
| GCOPEShots=1-shot, Model Category=Graph Foundation Models2026.06 | 49.9 | |
| GraphGlueShots=1-shot, Model Category=Graph Foundation Models2026.06 | 48.33 | |
| BGRLShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 42.59 |