Node Classification on PascalVOC-SP LRGB
37.48F1 ScoreGraphGPS
Evaluation results
| Method | Links | |
|---|---|---|
| GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 37.48 | |
| DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 33.14 | |
| SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 32.3 | |
| DRew-GatedGCNParameter budget=~500k2023.05 | 32.14 | |
| DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 29.21 | |
| GatedGCNParameter budget=~500k2023.05 | 28.73 | |
| GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.05 | 28.6 | |
| DIGL+MPNNParameter budget=~500k2023.05 | 28.24 | |
| DRew-GINParameter budget=~500k2023.05 | 27.19 | |
| TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 26.94 | |
| DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 26.92 | |
| MixHop-GCNParameter budget=~500k2023.05 | 25.06 | |
| MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 22.18 | |
| DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 18.51 | |
| DRew-GCNParameter budget=~500k2023.05 | 18.48 | |
| GCNParameter budget=~500k2023.05 | 12.68 | |
| GINEParameter budget=~500k2023.05 | 12.65 |