A Fair Comparison of Graph Neural Networks for Graph Classification

Benchmark Model Rank Results
graph-classification-on-collabGraphSAGE#25Accuracy: 73.9%
graph-classification-on-ddDGCNN#35Accuracy: 76.6%
graph-classification-on-enzymesGIN#27Accuracy: 59.6%
graph-classification-on-enzymesGraphSAGE#32Accuracy: 58.2%
graph-classification-on-imdb-bGraphSAGE#43Accuracy: 68.8%
graph-classification-on-imdb-mGraphSAGE#31Accuracy: 47.6%
graph-classification-on-nci1GIN#34Accuracy: 80%
graph-classification-on-nci1DGCNN#43Accuracy: 76.4%
graph-classification-on-proteinsDiffPool#72Accuracy: 73.7%
graph-classification-on-proteinsGraphSAGE#76Accuracy: 73%
graph-classification-on-reddit-bGraphSAGE#10Accuracy: 84.3