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ResearchFormerly WizWand

Cardiovascular Disease Classification on publicly available database of heart sounds

98.95Accuracy1D+2D CNN-LSTM
95.25896.216597.17598.1335Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
1D+2D CNN-LSTMFeatures=Gabor dictionary (β = 2^1) + elastic net (α = 0.1), Classifier=1D+2D CNN-LSTM, Training=ADAM2026.0498.95
Light 1D CNN-LSTMFeatures=VMD + weighted logarithmic, Classifier=Light 1D CNN-LSTM, Training=SGDM2026.0498.65
Deep 2D CNN-LSTMFeatures=Raw PCG signals, Classifier=Deep 2D CNN-LSTM, Training=ADAM2026.0498.48
1D CNN-LSTMFeatures=Gabor dictionary (β = 2^1) + elastic net (α = 0), Classifier=1D CNN-LSTM, Training=SGDM2026.0498.39
1D+2D CNN-LSTMFeatures=Gabor dictionary (β = 2^1) + elastic net (α = 0.1), Classifier=1D+2D CNN-LSTM, Training=SGDM2026.0498.14
1D CNN-LSTMFeatures=Gabor dictionary (β = 2^1) + elastic net (α = 0.1), Classifier=1D CNN-LSTM, Training=ADAM2026.0497.97
Deep 2D CNN-LSTMFeatures=Transformed PCG signals, Classifier=Deep 2D CNN-LSTM, Training=ADAM2026.0495.4