ResearchBenchmarksState Recognition on UKDALE (House 1)State Recognition on UKDALE (House 1)Follow99.72AccuracyDualNILM88.259291.234694.2197.1854Aug 20, 2025Evaluation resultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.7295.2394.394.71UNetNILM2025.0898.7652.0372.0155.2CNN-LSTM2025.0898.3331.7631.2931.52Transformer2025.0896.933.6527.7630.26XGBoost2025.0893.6441.7468.0445.97FHMM2025.0889.251.580.761.01Seq2Point2025.0888.741.4743.2936.79