ResearchBenchmarksState Recognition on REDD House 1Follow99.84AccuracyDualNILM78.707284.193689.6895.1664Aug 20, 2025Evaluation ResultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.8496.2697.1196.64UNetNILM2025.0899.0576.1185.2275.27CNN-LSTM2025.0898.6746.3250.7547.96XGBoost2025.0897.974.588.7479.18Seq2Point2025.0897.6542.256.4246.07Transformer2025.0895.9956.0854.153.42FHMM2025.0879.521.4613.472.07