Appliance State Recognition on UKDALE House 2 Synthetic Injection
99.73AccuracyDualNILM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DualNILMEvaluation protocol=Cross-validation2025.08 | 99.73 | 90.63 | 94.46 | 92.31 | |
| UNetNILMEvaluation protocol=Cross-validation2025.08 | 99.17 | 64.25 | 68.74 | 65.43 | |
| TransformerEvaluation protocol=Cross-validation2025.08 | 99.13 | 59.88 | 77.44 | 61.73 | |
| Seq2PointEvaluation protocol=Cross-validation2025.08 | 98.83 | 42.68 | 46.49 | 41.92 | |
| CNN-LSTMEvaluation protocol=Cross-validation2025.08 | 97.81 | 41.65 | 45.48 | 43.33 | |
| XGBoostEvaluation protocol=Cross-validation2025.08 | 96.13 | 66.61 | 79.19 | 70.67 | |
| FHMMEvaluation protocol=Cross-validation2025.08 | 82.95 | 0.62 | 0.52 | 0.55 |