ResearchBenchmarksState Recognition on UKDALE (House 2)State Recognition on UKDALE (House 2)Follow99.73AccuracyDualNILM82.278886.809491.3495.8706Aug 20, 2025Evaluation resultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.7390.6394.4692.31UNetNILM2025.0899.1764.2568.7465.43Transformer2025.0899.1359.8877.4461.73Seq2Point2025.0898.8342.6846.4941.92CNN-LSTM2025.0897.8141.6545.4843.33XGBoost2025.0896.1366.6179.1970.67FHMM2025.0882.950.620.520.55