List your company
ResearchFormerly WizWand

Node Classification on COCO-SP LRGB (test)

43.98F1 ScoreNeuralWalker
6.987216.591126.19535.7989May 25, 2022Jan 15, 2023Sep 7, 2023Apr 29, 2024Dec 20, 2024Aug 12, 2025Apr 4, 2026
Updated 6mo ago

Evaluation results

MethodLinks
NeuralWalker2024.0643.98
GPSReference=[47]2024.0638.84
GPS + TransformerParameter budget=500k2026.0438.84
GPS + k-MIPParameter budget=500k2026.0435.56
GPS + BigBirdParameter budget=500k2026.0435.25
ExphormerBackbone=Exphormer2023.0334.55
Exphormer2024.0634.55
ExphormerParameter budget=500k2026.0434.55
GPS2022.0534.12
GraphGPSBackbone=GraphGPS2023.0334.12
GPSReference=[42]2024.0634.12
GatedGCN2024.0629.22
GatedGCNParameter budget=500k2026.0429.22
GPS + PerformerParameter budget=500k2026.0427.7
GatedGCN2022.0526.41
GatedGCNBackbone=GatedGCN2023.0326.41
Transformerpositional_encoding=LapPE2022.0526.18
Transformer+LapPEBackbone=Transformer, Positional Encoding=LapPE2023.0326.18
SANpositional_encoding=LapPE2022.0525.92
SAN+LapPEBackbone=SAN, Positional Encoding=LapPE2023.0325.92
GatedGCNstructural_encoding=RWSE2022.0525.74
GatedGCN+RWSEBackbone=GatedGCN, Positional Encoding=RWSE2023.0325.74
SANstructural_encoding=RWSE2022.0524.34
SAN+RWSEBackbone=SAN, Positional Encoding=RWSE2023.0324.34
GIN2024.0621.25
GINEParameter budget=500k2026.0421.25
GATParameter budget=500k2026.0418.86
GINE2022.0513.39
GINEBackbone=GINE2023.0313.39
GCN2024.0613.38
GCNParameter budget=500k2026.0413.38
GCN2022.058.41
GCNBackbone=GCN2023.038.41