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Cycle-based Classification on Respiratory Sound Dataset Asthma vs COPD

87.7F1 Score (Cycle)SR, MM (con)
66.58872.06977.5583.031Jun 9, 2026

Evaluation results

MethodLinks
SR, MM (con)augmentation=-, rep=mfcc-13, temp res=adp-642026.0687.7
SR, MM (con)augmentation=M, rep=mfcc-13, temp res=adp-642026.0685
SR, MM (gru+atten)augmentation=-, rep=mfcc-13, temp res=adp-642026.0684.1
SR, MM (gru)augmentation=-, rep=mfcc-13, temp res=adp-642026.0683.7
JR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-642026.0681.1
FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-2562026.0681
JR, SM (Shal)augmentation=M, rep=mfcc-13, temp res=adp-642026.0679.5
SR, MM (con)augmentation=M+WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.0677.8
JR, SM (RN18)augmentation=-, rep=mfcc-13, temp res=adp-642026.0677.4
SR, MM (con)augmentation=WN[5,10], rep=mfcc-13, temp res=adp-642026.0676.7
JR, SM (Shal)augmentation=-, rep=VAR, temp res=-2026.0675.8
SR, MM (con)augmentation=WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.0675.6
SR, MM (con)augmentation=M+WN[5,10], rep=mfcc-13, temp res=adp-642026.0674.6
SR, MM (con)augmentation=WN[5], rep=mfcc-13, temp res=adp-642026.0674.3
FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=adp-2562026.0674.1
JR, SM (RN18)augmentation=-, rep=VAR, temp res=-2026.0673.2
SR, MM (con)augmentation=M+WN[5], rep=mfcc-13, temp res=adp-642026.0671.9
FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=t/p-2562026.0671.5
FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=t/p-2562026.0667.4