Cycle-based Classification on Respiratory Sound Dataset Asthma vs COPD
87.7F1 Score (Cycle)SR, MM (con)
Evaluation Results
| Method | Links | |
|---|---|---|
| SR, MM (con)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 87.7 | |
| SR, MM (con)augmentation=M, rep=mfcc-13, temp res=adp-642026.06 | 85 | |
| SR, MM (gru+atten)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 84.1 | |
| SR, MM (gru)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 83.7 | |
| JR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 81.1 | |
| FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-2562026.06 | 81 | |
| JR, SM (Shal)augmentation=M, rep=mfcc-13, temp res=adp-642026.06 | 79.5 | |
| SR, MM (con)augmentation=M+WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.06 | 77.8 | |
| JR, SM (RN18)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 77.4 | |
| SR, MM (con)augmentation=WN[5,10], rep=mfcc-13, temp res=adp-642026.06 | 76.7 | |
| JR, SM (Shal)augmentation=-, rep=VAR, temp res=-2026.06 | 75.8 | |
| SR, MM (con)augmentation=WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.06 | 75.6 | |
| SR, MM (con)augmentation=M+WN[5,10], rep=mfcc-13, temp res=adp-642026.06 | 74.6 | |
| SR, MM (con)augmentation=WN[5], rep=mfcc-13, temp res=adp-642026.06 | 74.3 | |
| FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=adp-2562026.06 | 74.1 | |
| JR, SM (RN18)augmentation=-, rep=VAR, temp res=-2026.06 | 73.2 | |
| SR, MM (con)augmentation=M+WN[5], rep=mfcc-13, temp res=adp-642026.06 | 71.9 | |
| FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=t/p-2562026.06 | 71.5 | |
| FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=t/p-2562026.06 | 67.4 |