Graph-to-Image on SemArt
77.93CLIP-S ScoreFedLAB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedLABDescription=Ours2026.06 | 77.93 | — | |
| LION2026.01 | 74.21 | 58.3 | |
| FedBookDescription=GFM2026.06 | 74.12 | — | |
| FedGFM+Description=FGL2026.06 | 73.27 | — | |
| Fed-GFTDescription=GFM2026.06 | 72.03 | — | |
| FedMACDescription=FL2026.06 | 71.37 | — | |
| Fed-MGNetDescription=MM2026.06 | 71.34 | — | |
| GraphGPT-O2026.01 | 70.84 | 54.29 | |
| FedMVPDescription=MM2026.06 | 70.19 | — | |
| FedAvgDescription=FL2026.06 | 70.12 | — | |
| InstructG2I2026.01 | 69.92 | 55.43 | |
| Fed-GraphCLIPDescription=GFM2026.06 | 68.56 | — | |
| MLaGA2026.01 | 68.52 | 53.15 | |
| Graph4MM2026.01 | 67.21 | 52.56 | |
| CAMPA2026.05 | 66.41 | 49.92 | |
| MIG-GT2026.05 | 65.45 | 48.93 | |
| UniGraph22026.05 | 64.77 | 47.33 | |
| LGMRec2026.05 | 64.67 | 48.12 | |
| UniGraph22026.01 | 64.56 | 49.83 | |
| DGF2026.05 | 64.5 | 48.83 | |
| MIG-GT2026.01 | 63.82 | 48.94 | |
| NTSFormer2026.01 | 63.26 | 48.56 | |
| SIGN2026.05 | 62.36 | 47.33 | |
| DMGC2026.05 | 62.15 | 48.71 | |
| DGF2026.01 | 61.98 | 47.68 | |
| MGDN2026.05 | 61.82 | 46.52 | |
| DMGC2026.01 | 61.54 | 47.26 | |
| MSGC2026.05 | 59.87 | 46.15 | |
| MGAT2026.05 | 58.31 | 43.51 | |
| MMGCN2026.05 | 57.51 | 42.38 | |
| Fed-MHGATDescription=GNN2026.06 | 57.4 | — | |
| MGAT2026.01 | 55.43 | 40.52 | |
| MMGCN2026.01 | 54.88 | 39.87 | |
| GAT2026.05 | 53.21 | 39.46 | |
| GATv22026.01 | 51.25 | 36.54 | |
| GCNII2026.01 | 50.52 | 35.81 |