Appliance State Recognition on Laboratory Dataset Real Injection
98.54AccuracyDualNILM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DualNILMEvaluation protocol=Cross-validation2025.08 | 98.54 | 85.43 | 84.16 | 84.54 | |
| UNetNILMEvaluation protocol=Cross-validation2025.08 | 89.2 | 54.01 | 60.81 | 53.89 | |
| XGBoostEvaluation protocol=Cross-validation2025.08 | 85.82 | 48.2 | 52.1 | 47.75 | |
| TransformerEvaluation protocol=Cross-validation2025.08 | 81.79 | 52.91 | 38.16 | 42.76 | |
| CNN-LSTMEvaluation protocol=Cross-validation2025.08 | 74.03 | 52.97 | 30.29 | 36.67 | |
| Seq2PointEvaluation protocol=Cross-validation2025.08 | 67.63 | 53.06 | 27.86 | 34.27 | |
| FHMMEvaluation protocol=Cross-validation2025.08 | 60.95 | 28.32 | 16.84 | 17.25 |