ResearchBenchmarksState Recognition on REDD Overall Avg (all splits)State Recognition on REDD Overall Avg (all splits)Follow99.74AccuracyDualNILM78.669684.139889.6195.0802Aug 20, 2025Evaluation resultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.7488.7291.8689.93UNetNILM2025.0899.2366.7372.3966.55CNN-LSTM2025.0897.8241.4545.8943.18Transformer2025.0897.2448.0246.9946.91XGBoost2025.0897.0771.0680.2374.41Seq2Point2025.0895.7345.9655.2547.13FHMM2025.0879.482.194.91.33