Appliance State Recognition on UKDALE House 1 (Synthetic Injection)
99.72AccuracyDualNILM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DualNILMEvaluation protocol=Cross-validation2025.08 | 99.72 | 95.23 | 94.3 | 94.71 | |
| UNetNILMEvaluation protocol=Cross-validation2025.08 | 98.76 | 52.03 | 72.01 | 55.2 | |
| CNN-LSTMEvaluation protocol=Cross-validation2025.08 | 98.33 | 31.76 | 31.29 | 31.52 | |
| TransformerEvaluation protocol=Cross-validation2025.08 | 96.9 | 33.65 | 27.76 | 30.26 | |
| XGBoostEvaluation protocol=Cross-validation2025.08 | 93.64 | 41.74 | 68.04 | 45.97 | |
| FHMMEvaluation protocol=Cross-validation2025.08 | 89.25 | 1.58 | 0.76 | 1.01 | |
| Seq2PointEvaluation protocol=Cross-validation2025.08 | 88.7 | 41.47 | 43.29 | 36.79 |