Subscan-to-subscan matching on Subscan-to-subscan (S2S) (test)
68.1AccuracyOurs H DGSA + MNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours H DGSA + MNNModel Scale=H, Architecture Components=DGSA + MNN2026.05 | 68.1 | 54.7 | 68.4 | 58.9 | |
| Ours H FFN + MNNModel Scale=H, Architecture Components=FFN + MNN2026.05 | 67.7 | 56.5 | 59.2 | 55.6 | |
| Ours H T-GNN + MNNModel Scale=H, Architecture Components=T-GNN + MNN2026.05 | 66.7 | 52.5 | 73.2 | 59.2 | |
| Ours L T-GNN + MNNModel Scale=L, Architecture Components=T-GNN + MNN2026.05 | 64.2 | 50.2 | 71.3 | 56.8 | |
| Ours L DGSA + MNNModel Scale=L, Architecture Components=DGSA + MNN2026.05 | 62.8 | 49 | 69.6 | 55.4 | |
| Bert CosSimSimilarity=Cosine Similarity, Embedding=Bert2026.05 | 53.5 | 38.2 | 75.1 | 47.7 | |
| VLM+Bert CosSimSimilarity=Cosine Similarity, Embedding=VLM + Bert2026.05 | 51.8 | 40 | 89.8 | 53 | |
| VLM CosSimSimilarity=Cosine Similarity, Embedding=VLM2026.05 | 46.1 | 37 | 90.6 | 50.2 | |
| ROMANFeatures=PCA-based point cloud features + VLM embeddings2026.05 | 43 | 50.5 | 26.8 | 33.6 | |
| SG-RegArchitecture=T-GNN based2026.05 | 5.6 | 17.1 | 7.8 | 10.7 |