ResearchBenchmarksState Recognition on REDD House 3Follow99.69AccuracyDualNILM83.20687.485591.76596.0445Aug 20, 2025Evaluation ResultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.6977.4284.4680.04UNetNILM2025.0899.0759.9154.7357.1Seq2Point2025.0898.142.7850.944.47Transformer2025.0897.8140.2138.8939.43CNN-LSTM2025.0895.9228.8538.1732.62XGBoost2025.0894.8946.2256.3850.51FHMM2025.0883.844.530.91.49