Table 4.
D | Features | Cough |
Breath |
Both |
||||||
---|---|---|---|---|---|---|---|---|---|---|
Clf | PCA | PR-AUC | Clf | PCA | PR-AUC | Clf | PCA | PR-AUC | ||
Cambridge KDD | HC | AB | .60 | .78 | AB | .80 | .85 | RF | .60 | .83 |
YAMNET | LR | .99 | .74 | SVM | .99 | .78 | LR | .95 | .73 | |
VGGish |
AB |
.99 |
.89 |
LR |
.65 |
.85 |
AB |
.95 |
.86 |
|
L3 E 512 L | LR | .70 | .86 | LR | .95 | .87 | RF | .90 | .88 | |
L3 E 512 M128 | LR | .60 | .85 | LR | .85 | .88 | LR | .80 | .86 | |
L3 E 512 M256 | RF | .80 | .91 | SVM | .85 | .88 | AB | .99 | .89 | |
L3 E 6144 L | RF | .75 | .88 | RF | .75 | .84 | SVM | .99 | .86 | |
L3 E 6144 M128 | RF | .70 | .77 | AB | .85 | .83 | AB | .90 | .81 | |
L3 E 6144 M256 | LR | .90 | .94 | LR | .80 | .92 | LR | .85 | .93 | |
L3 M 512 L | LR | .70 | .82 | RF | .80 | .89 | SVM | .65 | .86 | |
L3 M 512 M128 | SVM | .95 | .77 | SVM | .60 | .81 | SVM | .99 | .80 | |
L3 M 512 M256 | LR | .95 | .86 | RF | .95 | .87 | LR | .90 | .89 | |
L3 M 6144 L | LR | .75 | .91 | SVM | .85 | .89 | LR | .70 | .88 | |
L3 M 6144 M128 | RF | .90 | .93 | LR | .85 | .92 | AB | .95 | .91 | |
L3 M 6144 M256 | LR | .65 | .92 | LR | .90 | .92 | LR | .85 | .93 | |
Cambridge npj | HC | SVM | .70 | .64 | SVM | .99 | .62 | LR | .70 | .63 |
YAMNET | SVM | .60 | .62 | SVM | .99 | .63 | SVM | .75 | .63 | |
VGGish |
SVM |
.70 |
.62 |
SVM |
.99 |
.65 |
SVM |
.65 |
.65 |
|
L3 E 512 L | SVM | .75 | .70 | SVM | .65 | .65 | SVM | .65 | .63 | |
L3 E 512 M128 | SVM | .99 | .67 | LR | .99 | .64 | SVM | .90 | .67 | |
L3 E 512 M256 | LR | .99 | .65 | SVM | .99 | .67 | SVM | .90 | .65 | |
L3 E 6144 L | LR | .95 | .65 | SVM | .80 | .63 | LR | .80 | .65 | |
L3 E 6144 M128 | LR | .95 | .65 | SVM | .75 | .62 | SVM | .85 | .66 | |
L3 E 6144 M256 | LR | .95 | .66 | LR | .85 | .64 | SVM | .80 | .66 | |
L3 M 512 L | SVM | .95 | .65 | SVM | .65 | .62 | SVM | .90 | .64 | |
L3 M 512 M128 | LR | .99 | .66 | LR | .60 | .62 | SVM | .80 | .64 | |
L3 M 512 M256 | SVM | .65 | .66 | SVM | .90 | .66 | SVM | .75 | .64 | |
L3 M 6144 L | SVM | .90 | .65 | SVM | .65 | .62 | LR | .99 | .64 | |
L3 M 6144 M128 | LR | .95 | .68 | SVM | .85 | .66 | SVM | .85 | .68 | |
L3 M 6144 M256 | LR | .95 | .67 | SVM | .90 | .63 | SVM | .75 | .66 |