Node-wise classification on Synthetic A-Ci curves (test)
85.7F1 ScoreGAT-kNN-LWCE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GAT-kNN-LWCEModel category=Graph + Attention + kNN, Model Code=5-22026.06 | 85.7 | 86.1 | 85.3 | 88.2 | |
| GAT-kNN-LWFModel category=Graph + Attention + kNN, Model Code=5-32026.06 | 85.5 | 86 | 85.1 | 88.1 | |
| GAT-kNN-LCEModel category=Graph + Attention + kNN, Model Code=5-12026.06 | 85.4 | 85.5 | 85.4 | 88.3 | |
| GAT-U-Net-kNN-LWCEModel category=Graph U-Net + Attention + kNN, Model Code=7-22026.06 | 85.2 | 85.7 | 84.9 | 87.8 | |
| GAT-U-Net-ASG-LCEModel category=Graph U-Net + Attention + ASG, Model Code=8-12026.06 | 85.1 | 85.3 | 85 | 88.1 | |
| GAT-U-Net-kNN-LCEModel category=Graph U-Net + Attention + kNN, Model Code=7-12026.06 | 85 | 85.3 | 84.9 | 87.9 | |
| GAT-U-Net-ASG-LWFModel category=Graph U-Net + Attention + ASG, Model Code=8-32026.06 | 85 | 85.5 | 84.7 | 87.6 | |
| GAT-U-Net-ASG-LWCEModel category=Graph U-Net + Attention + ASG, Model Code=8-22026.06 | 84.9 | 85.3 | 84.7 | 87.7 | |
| GAT-ASG-LCEModel category=Graph + Attention + ASG, Model Code=6-12026.06 | 84.7 | 84.8 | 84.6 | 87.7 | |
| GAT-ASG-LWCEModel category=Graph + Attention + ASG, Model Code=6-22026.06 | 84.6 | 85.1 | 84.2 | 87.2 | |
| GAT-U-Net-kNN-LWFModel category=Graph U-Net + Attention + kNN, Model Code=7-32026.06 | 84.5 | 84.9 | 84.2 | 87.3 | |
| GAT-ASG-LWFModel category=Graph + Attention + ASG, Model Code=6-32026.06 | 84.4 | 85 | 84.1 | 87.1 | |
| GCN-U-Net-ASG-LCEModel category=Graph U-Net + ASG, Model Code=4-12026.06 | 81.7 | 81.9 | 81.5 | 85.1 | |
| GCN-U-Net-ASG-LWCEModel category=Graph U-Net + ASG, Model Code=4-22026.06 | 81.4 | 81.8 | 81.2 | 84.4 | |
| GCN-U-Net-ASG-LWFModel category=Graph U-Net + ASG, Model Code=4-32026.06 | 81.4 | 81.7 | 81.1 | 84.6 | |
| GCN-U-Net-kNN-LCEModel category=Graph U-Net + kNN, Model Code=3-12026.06 | 78 | 78.3 | 77.7 | 81.9 | |
| GCN-U-Net-kNN-LWFModel category=Graph U-Net + kNN, Model Code=3-32026.06 | 76.8 | 77.4 | 76.6 | 80.3 | |
| GCN-U-Net-kNN-LWCEModel category=Graph U-Net + kNN, Model Code=3-22026.06 | 76.4 | 76.9 | 76.2 | 80 | |
| PhoTorchModel category=Numerical model2026.06 | 73.5 | 75.3 | 75.1 | 75.1 | |
| GCN-kNN-LCEModel category=GNN baseline, Model Code=2-12026.06 | 72.2 | 72.6 | 72.3 | 77.8 | |
| NNModel category=DL baseline, Model Code=1-12026.06 | 71.3 | 71.5 | 71.4 | 76.6 |