Graph Classification on PTC (Acc, F1)
67.94F1 ScoreSGN(0,1,2)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SGN(0,1,2)Feature Extraction=Handcraft2019.03 | 67.94 | — | |
| SGN(1,2)Feature Extraction=Handcraft2019.03 | 67.06 | — | |
| AE2019.07 | 66.5 | 50 | |
| SDBN2019.07 | 66.5 | 50 | |
| SGN(0,1)Feature Extraction=Handcraft2019.03 | 66.47 | — | |
| SGN(0,1,2)Feature Extraction=Deep WL2019.03 | 65.88 | — | |
| SGN(0,2)Feature Extraction=Handcraft2019.03 | 65.59 | — | |
| SGN(1)Feature Extraction=Handcraft2019.03 | 65.29 | — | |
| SGN(2)Feature Extraction=Handcraft2019.03 | 65 | — | |
| SGN(0,2)Feature Extraction=Deep WL2019.03 | 64.7 | — | |
| SGN(0,1)Feature Extraction=Deep WL2019.03 | 64.41 | — | |
| SGN(1,2)Feature Extraction=Deep WL2019.03 | 64.16 | — | |
| SGN(0,1,2)Feature Extraction=CapsGNN2019.03 | 64.12 | — | |
| SGN(0,1,2)Feature Extraction=WL2019.03 | 63.53 | — | |
| SGN(0,1)Feature Extraction=CapsGNN2019.03 | 63.53 | — | |
| SGN(0)Feature Extraction=Handcraft2019.03 | 63.52 | — | |
| SGN(0,1,2)Feature Extraction=Graph2vec2019.03 | 63.24 | — | |
| SGN(2)Feature Extraction=Deep WL2019.03 | 62.65 | — | |
| SGN(0,1)Feature Extraction=WL2019.03 | 62.5 | — | |
| SGN(0,2)Feature Extraction=CapsGNN2019.03 | 62.2 | — | |
| SGN(0)Feature Extraction=CapsGNN2019.03 | 62.06 | — | |
| SGN(0,2)Feature Extraction=Graph2vec2019.03 | 61.76 | — | |
| SGN(1)Feature Extraction=WL2019.03 | 61.76 | — | |
| SGN(1)Feature Extraction=CapsGNN2019.03 | 61.76 | — | |
| SGN(1,2)Feature Extraction=WL2019.03 | 60.88 | — | |
| SGN(0)Feature Extraction=Graph2vec2019.03 | 60.17 | — | |
| ISONNkernel size k=4, channel number c=22019.07 | 59.9 | 59.9 | |
| SGN(0,2)Feature Extraction=WL2019.03 | 59.71 | — | |
| SGN(1,2)Feature Extraction=Graph2vec2019.03 | 59.42 | — | |
| SGN(2)Feature Extraction=WL2019.03 | 59.41 | — | |
| SGN(1,2)Feature Extraction=CapsGNN2019.03 | 59.11 | — | |
| SGN(0)Feature Extraction=Deep WL2019.03 | 59.04 | — | |
| SGN(0,1)Feature Extraction=Graph2vec2019.03 | 59.03 | — | |
| CNN2019.07 | 58.9 | 54.6 | |
| SGN(2)Feature Extraction=CapsGNN2019.03 | 58.82 | — | |
| SGN(1)Feature Extraction=Deep WL2019.03 | 58.53 | — | |
| SGN(2)Feature Extraction=Graph2vec2019.03 | 57.35 | — | |
| SGN(0)Feature Extraction=WL2019.03 | 56.91 | — | |
| SGN(1)Feature Extraction=Graph2vec2019.03 | 56.8 | — | |
| ISONN-fastkernel size k=4, channel number c=22019.07 | 55.8 | 53 | |
| Freq2019.07 | 54.9 | 57.8 | |
| WL2019.07 | 48.9 | 49 | |
| GCN2019.07 | 48.9 | 49 | |
| GIN2019.07 | 47.5 | 49 |