Node Classification on PascalVOC-SP LRGB (test)
49.12F1 ScoreNeuralWalker
Evaluation results
| Method | Links | |
|---|---|---|
| NeuralWalker2024.06 | 49.12 | |
| CRAWLParameter Budget=500,000, Architecture Category=Others2024.10 | 45.88 | |
| GSSCNumber of Parameters=~500K, Year=2024b2025.02 | 45.61 | |
| GPSReference=[47]2024.06 | 44.4 | |
| GPSParameter Budget=500,000, Architecture Category=Others2024.10 | 44.4 | |
| GraphGPSNumber of Parameters=~500K, Year=2023, Time (epoch)=17s2025.02 | 44.4 | |
| GPS + TransformerParameter budget=500k2026.04 | 44.4 | |
| GatedGCN+Number of Parameters=~500K, enhanced_version=true2025.02 | 42.63 | |
| GECONumber of Parameters=~500K, Year=20242025.02 | 42.1 | |
| Graph-MambaNumber of Parameters=~500K, Year=20242025.02 | 41.91 | |
| NAGphormerNumber of Parameters=~500K, Year=2023a2025.02 | 40.06 | |
| Lie UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 40.05 | |
| DIFFormerNumber of Parameters=~500K, Year=20232025.02 | 39.88 | |
| ExphormerBackbone=Exphormer2023.03 | 39.75 | |
| Exphormer2024.06 | 39.75 | |
| ExphormerParameter budget=500k2026.04 | 39.75 | |
| GPS + k-MIPParameter budget=500k2026.04 | 39.69 | |
| EXPHORMERParameter Budget=500,000, Architecture Category=Others2024.10 | 39.6 | |
| GEAETNumber of Parameters=~500K, Year=20242025.02 | 39.33 | |
| GatedGCN2024.06 | 38.8 | |
| GatedGCNParameter Budget=500,000, Architecture Category=MP2024.10 | 38.8 | |
| GatedGCNNumber of Parameters=~500K2025.02 | 38.8 | |
| GatedGCNParameter budget=500k2026.04 | 38.8 | |
| GPS + BigBirdParameter budget=500k2026.04 | 38.75 | |
| GPS + PerformerParameter budget=500k2026.04 | 37.92 | |
| GPS2022.05 | 37.48 | |
| GraphGPSBackbone=GraphGPS2023.03 | 37.48 | |
| GPSReference=[42]2024.06 | 37.48 | |
| GraphGPSNumber of Parameters=~500K, Year=20222025.02 | 37.48 | |
| UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 35.16 | |
| ExphormerNumber of Parameters=~500K, Year=20232025.02 | 34.46 | |
| GCN+Number of Parameters=~500K, Time (epoch)=128s, enhanced_version=true2025.02 | 33.57 | |
| DReWParameter Budget=500,000, Architecture Category=Others2024.10 | 33.14 | |
| DRewNumber of Parameters=~500K, Year=20232025.02 | 33.14 | |
| SANpositional_encoding=LapPE2022.05 | 32.3 | |
| SAN+LapPEBackbone=SAN, Positional Encoding=LapPE2023.03 | 32.3 | |
| SANNumber of Parameters=~500K, Year=20212025.02 | 32.3 | |
| SANstructural_encoding=RWSE2022.05 | 32.16 | |
| SAN+RWSEBackbone=SAN, Positional Encoding=RWSE2023.03 | 32.16 | |
| GIN+Number of Parameters=~500K, enhanced_version=true2025.02 | 31.89 | |
| GatedGCN2022.05 | 28.73 | |
| GatedGCNBackbone=GatedGCN2023.03 | 28.73 | |
| GatedGCNstructural_encoding=RWSE2022.05 | 28.6 | |
| GatedGCN+RWSEBackbone=GatedGCN, Positional Encoding=RWSE2023.03 | 28.6 | |
| GIN2024.06 | 27.18 | |
| GINEParameter Budget=500,000, Architecture Category=MP2024.10 | 27.18 | |
| GINNumber of Parameters=~500K2025.02 | 27.18 | |
| GINEParameter budget=500k2026.04 | 27.18 | |
| GATParameter budget=500k2026.04 | 27.15 | |
| Transformerpositional_encoding=LapPE2022.05 | 26.94 | |
| Transformer+LapPEBackbone=Transformer, Positional Encoding=LapPE2023.03 | 26.94 | |
| GTNumber of Parameters=~500K, Year=20202025.02 | 26.94 | |
| GCN2024.06 | 20.78 | |
| GCNParameter Budget=500,000, Architecture Category=MP2024.10 | 20.78 | |
| GCNNumber of Parameters=~500K2025.02 | 20.78 | |
| GCNParameter budget=500k2026.04 | 20.78 | |
| GCN2022.05 | 12.68 | |
| GCNBackbone=GCN2023.03 | 12.68 | |
| GINE2022.05 | 12.65 | |
| GINEBackbone=GINE2023.03 | 12.65 |