Flash flood susceptibility mapping on Beas basin
97.8AUC-ROCGNN-GraphSAGE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GNN-GraphSAGEEvaluation Protocol=leave-one-basin-out spatial block cross-validation2026.03 | 97.8 | — | — | — | — | |
| Stacking EnsembleEvaluation Protocol=leave-one-basin-out spatial block cross-validation2026.03 | 88.1 | 14.4 | 0.091 | 44.9 | 4.9 | |
| Random ForestEvaluation Protocol=leave-one-basin-out spatial block cross-validation2026.03 | 88 | 54.8 | 0.403 | 95 | 11.9 | |
| Benchmark (Saha 2023)Evaluation Protocol=no spatial CV2026.03 | 88 | — | — | — | — | |
| XGBoostEvaluation Protocol=leave-one-basin-out spatial block cross-validation2026.03 | 87.1 | 43.6 | 0.327 | 54.8 | 6.7 | |
| LightGBMEvaluation Protocol=leave-one-basin-out spatial block cross-validation2026.03 | 87 | 48.2 | 0.366 | 65.7 | 9.7 |