ResearchBenchmarksState Recognition on REDD House 2Follow99.7AccuracyDualNILM74.095280.742687.3994.0374Aug 20, 2025Evaluation ResultsMethodMethodLinksAccuracyRecallPrecisionF1 ScoreDualNILM2025.0899.792.489493.11UNetNILM2025.0899.5764.1677.2267.28CNN-LSTM2025.0898.8649.1948.7448.96XGBoost2025.0898.4392.4795.5893.53Transformer2025.0897.9247.7847.9847.87Seq2Point2025.0891.4352.958.4450.85FHMM2025.0875.080.580.340.43