Node Classification on PascalVOC-SP (test)
43.32F1 ScoreIM-GatedGCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IM-GatedGCNbase_model=GatedGCN2025.05 | 43.32 | — | |
| GPS-GCCMBackbone=GPS2026.05 | 42.19 | — | |
| GPS-PCLBackbone=GPS2026.05 | 41.96 | — | |
| GPS-LGDBackbone=GPS2026.05 | 39.12 | — | |
| DRewbase_model=GatedGCN2025.05 | 39.09 | — | |
| GPS2026.05 | 38.84 | — | |
| GPS2026.05 | 37.93 | — | |
| Schrödinger2026.05 | 35.07 | — | |
| Exphormer2026.05 | 34.3 | — | |
| SAN2026.05 | 32.3 | — | |
| Lie UniGCN2026.05 | 31.53 | — | |
| GatedGCN2026.05 | 29.22 | — | |
| GatedGCN2026.05 | 28.73 | — | |
| UniGCN2026.05 | 28.52 | — | |
| GINE2026.05 | 21.25 | — | |
| Graph U-Net2025.05 | 18.01 | — | |
| GCN2026.05 | 13.38 | — | |
| GCN2026.05 | 12.68 | — | |
| GatedGCN# Params=502k, Virtual Node=false2023.01 | — | 28.73 | |
| GatedGCN# Params=502k, Virtual Node=true2023.01 | — | 28.74 | |
| GatedGCN+LapPE# Params=502k, Virtual Node=false2023.01 | — | 28.6 | |
| GatedGCN+LapPE# Params=502k, Virtual Node=true2023.01 | — | 31.03 | |
| GCN# Params=496k, Virtual Node=false2023.01 | — | 12.68 | |
| GCN# Params=496k, Virtual Node=true2023.01 | — | 19.01 | |
| GINE# Params=505k, Virtual Node=false2023.01 | — | 12.65 | |
| GINE# Params=505k, Virtual Node=true2023.01 | — | 11.98 | |
| SAN+LapPE# Params=531k, Virtual Node=false2023.01 | — | 32.3 | |
| SAN+RWSE# Params=468k, Virtual Node=false2023.01 | — | 32.16 | |
| Transformer+LapPE# Params=501k, Virtual Node=false2023.01 | — | 26.94 |