Road Segment Ranking on RD-Net3478 (test)
0.3208EMDHetGL2R
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HetGL2RCategory=Proposed Method2025.04 | 0.3208 | 85.02 | 0.3318 | 0.7918 | |
| GraphRNACategory=Learning-based2025.04 | 0.3209 | 75.45 | 0.3843 | 0.5229 | |
| PDFormerCategory=Learning-based2025.04 | 0.3265 | 84.95 | 0.3441 | 0.699 | |
| LambdaLossCategory=Learning-based2025.04 | 0.3476 | 78.58 | 0.3842 | 0.5836 | |
| DR-HGNNCategory=Learning-based2025.04 | 0.3504 | 81.96 | 0.3679 | 0.7361 | |
| SeHGNNCategory=Learning-based2025.04 | 0.3517 | 82.14 | 0.3796 | 0.6817 | |
| Edge-GNNCategory=Learning-based2025.04 | 0.3554 | 81.6 | 0.3773 | 0.7829 | |
| RankFormerCategory=Learning-based2025.04 | 0.3672 | 77.4 | 0.417 | 0.568 | |
| CRRankCategory=Rule-based2025.04 | 0.3802 | 75.91 | 0.4074 | 0.5006 | |
| OVED-RankCategory=Rule-based2025.04 | 0.3923 | 69.48 | 0.451 | 0.405 | |
| MGL2RankCategory=Learning-based2025.04 | 0.3938 | 80.66 | 0.3492 | 0.6629 | |
| GATv2Category=Learning-based2025.04 | 0.4043 | 79.04 | 0.3742 | 0.6524 | |
| HGTCategory=Learning-based2025.04 | 0.4076 | 76.3 | 0.3781 | 0.5679 | |
| Dir-GNNCategory=Learning-based2025.04 | 0.4114 | 74.05 | 0.4042 | 0.4567 | |
| GATCategory=Learning-based2025.04 | 0.4167 | 73.94 | 0.4176 | 0.3974 | |
| ENGINECategory=Learning-based2025.04 | 0.418 | 76.1 | 0.3923 | 0.5348 | |
| GNNLLMEmbCategory=Learning-based2025.04 | 0.4197 | 77.51 | 0.3987 | 0.3854 | |
| IPageRankCategory=Rule-based2025.04 | 0.4431 | 60.29 | 0.5035 | 0.2254 | |
| DeepWalkCategory=Learning-based2025.04 | 0.4638 | 65.25 | 0.485 | 0.3114 | |
| LightGBMCategory=Learning-based2025.04 | 0.4686 | 75.52 | 0.3769 | 0.5323 | |
| TraNode2vecCategory=Learning-based2025.04 | 0.5175 | 74.28 | 0.3957 | 0.4535 |