Subject-based Classification on Respiratory Sound Dataset Asthma vs COPD
88.7AccuracyFCR, SM (Shal)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-2562026.06 | 88.7 | 92.2 | 83.3 | 85.5 | |
| JR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 87.3 | 88.9 | 85 | 84.3 | |
| JR, SM (Shal)augmentation=-, rep=VAR, temp res=-2026.06 | 86 | 91.1 | 78.3 | 81.7 | |
| JR, SM (Shal)augmentation=M, rep=mfcc-13, temp res=adp-642026.06 | 86 | 87.8 | 83.3 | 82.6 | |
| FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=adp-2562026.06 | 83.3 | 87.8 | 76.7 | 78.6 | |
| JR, SM (RN18)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 82.7 | 82.2 | 83.3 | 79.4 | |
| JR, SM (RN18)augmentation=-, rep=VAR, temp res=-2026.06 | 82.7 | 90 | 71.7 | 76.8 | |
| FCR, SM (Shal)augmentation=-, rep=mfcc-13, temp res=t/p-2562026.06 | 82 | 87.8 | 73.3 | 76.5 | |
| FCR, SM (RN18)augmentation=-, rep=mfcc-26, temp res=t/p-2562026.06 | 79.3 | 88.9 | 65 | 71.6 | |
| SR, MM (con)augmentation=M+WN[5], rep=mfcc-13, temp res=adp-642026.06 | 72.7 | 93.3 | 41.7 | 54.9 | |
| SR, MM (con)augmentation=M, rep=mfcc-13, temp res=adp-642026.06 | 72 | 98.9 | 31.7 | 47.5 | |
| SR, MM (con)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 70.7 | 100 | 26.7 | 42.1 | |
| SR, MM (gru+atten)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 69.3 | 98.9 | 25 | 39.5 | |
| SR, MM (con)augmentation=WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.06 | 68.7 | 94.4 | 30 | 43.4 | |
| SR, MM (con)augmentation=M+WN[5,10,15,20], rep=mfcc-13, temp res=adp-642026.06 | 68.7 | 90 | 36.7 | 48.4 | |
| SR, MM (gru)augmentation=-, rep=mfcc-13, temp res=adp-642026.06 | 68 | 98.9 | 21.7 | 35.1 | |
| SR, MM (con)augmentation=M+WN[5,10], rep=mfcc-13, temp res=adp-642026.06 | 67.3 | 91.1 | 31.7 | 43.7 | |
| SR, MM (con)augmentation=WN[5], rep=mfcc-13, temp res=adp-642026.06 | 66.7 | 92.2 | 28.3 | 40.5 | |
| SR, MM (con)augmentation=WN[5,10], rep=mfcc-13, temp res=adp-642026.06 | 65.3 | 97.8 | 16.7 | 27.8 |