Structural Health Monitoring (Defect Classification) on Dataset Original (5-fold cross-validation)
95.8AccuracyLGBM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LGBMEvaluation Protocol=5-fold cross-validation2026.04 | 95.8 | 95.8 | 99.8 | |
| RFEvaluation Protocol=5-fold cross-validation2026.04 | 95.4 | 95.4 | 99.8 | |
| KNNEvaluation Protocol=5-fold cross-validation2026.04 | 90.6 | 90.6 | 98.8 | |
| DTEvaluation Protocol=5-fold cross-validation2026.04 | 85.9 | 85.8 | 91.2 | |
| LREvaluation Protocol=5-fold cross-validation2026.04 | 82 | 81.9 | 96.1 | |
| SVMEvaluation Protocol=5-fold cross-validation2026.04 | 79.5 | 78.4 | 96.2 | |
| GNBEvaluation Protocol=5-fold cross-validation2026.04 | 77.6 | 77.5 | 94.6 | |
| Trans.Evaluation Protocol=5-fold cross-validation2026.04 | 50.8 | 42.3 | 83.2 | |
| Bi-GRUEvaluation Protocol=5-fold cross-validation2026.04 | 44.2 | 35 | 76.6 | |
| Bi-LSTMEvaluation Protocol=5-fold cross-validation2026.04 | 43.6 | 31.7 | 77.5 | |
| CNNEvaluation Protocol=5-fold cross-validation2026.04 | 43.2 | 36.1 | 72.3 | |
| TCNEvaluation Protocol=5-fold cross-validation2026.04 | 42.7 | 32.7 | 76.6 | |
| GRUEvaluation Protocol=5-fold cross-validation2026.04 | 42.1 | 29.9 | 76.4 | |
| LSTMEvaluation Protocol=5-fold cross-validation2026.04 | 41.6 | 31.5 | 73.9 |