Appliance State Recognition on REDD House 2 Synthetic Injection
99.7AccuracyDualNILM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DualNILMEvaluation protocol=Cross-validation2025.08 | 99.7 | 92.48 | 94 | 93.11 | |
| DualNILMevaluation_protocol=Cross-validation2025.08 | 99.7 | 92.48 | 94 | 93.11 | |
| UNetNILMEvaluation protocol=Cross-validation2025.08 | 99.57 | 64.16 | 77.22 | 67.28 | |
| UNetNILMevaluation_protocol=Cross-validation2025.08 | 99.57 | 64.16 | 77.22 | 67.28 | |
| CNN-LSTMEvaluation protocol=Cross-validation2025.08 | 98.86 | 49.19 | 48.74 | 48.96 | |
| CNN-LSTMevaluation_protocol=Cross-validation2025.08 | 98.86 | 49.19 | 48.74 | 48.96 | |
| XGBoostEvaluation protocol=Cross-validation2025.08 | 98.43 | 92.47 | 95.58 | 93.53 | |
| XGBoostevaluation_protocol=Cross-validation2025.08 | 98.43 | 92.47 | 95.58 | 93.53 | |
| TransformerEvaluation protocol=Cross-validation2025.08 | 97.92 | 47.78 | 47.98 | 47.87 | |
| Transformerevaluation_protocol=Cross-validation2025.08 | 97.92 | 47.78 | 47.98 | 47.87 | |
| Seq2PointEvaluation protocol=Cross-validation2025.08 | 91.43 | 52.9 | 58.44 | 50.85 | |
| Seq2Pointevaluation_protocol=Cross-validation2025.08 | 91.43 | 52.9 | 58.44 | 50.85 | |
| FHMMEvaluation protocol=Cross-validation2025.08 | 75.08 | 0.58 | 0.34 | 0.43 | |
| FHMMevaluation_protocol=Cross-validation2025.08 | 75.08 | 0.58 | 0.34 | 0.43 |