Table 3.
Features extraction results with Coswara and Coughvid.
| D | Features | Cough |
Breath |
Both |
||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Clf | PCA | PR-AUC | Clf | PCA | PR-AUC | Clf | PCA | PR-AUC | ||
| Coswara | HC | AB | .90 | .68 | AB | .99 | .74 | SVM | .65 | .70 |
| YAMNET | RF | .99 | .56 | LR | .99 | .66 | RF | .99 | .61 | |
| VGGish |
RF |
.70 |
.61 |
RF |
.75 |
.68 |
SVM |
.65 |
.63 |
|
| L3 E 512 L | LR | .70 | .73 | RF | .90 | .70 | AB | .99 | .74 | |
| L3 E 512 M128 | LR | .99 | .71 | RF | .75 | .70 | AB | .95 | .73 | |
| L3 E 512 M256 | SVM | .85 | .68 | AB | .95 | .71 | AB | .85 | .72 | |
| L3 E 6144 L | LR | .95 | .65 | LR | .99 | .69 | LR | .99 | .68 | |
| L3 E 6144 M128 | LR | .85 | .72 | AB | .99 | .76 | SVM | .75 | .73 | |
| L3 E 6144 M256 | LR | .75 | .72 | RF | .85 | .74 | AB | .99 | .71 | |
| L3 M 512 L | RF | .70 | .71 | RF | .85 | .73 | SVM | .85 | .70 | |
| L3 M 512 M128 | RF | .80 | .69 | AB | .99 | .74 | RF | .70 | .72 | |
| L3 M 512 M256 | LR | .60 | .70 | RF | .90 | .71 | AB | .99 | .69 | |
| L3 M 6144 L | LR | .75 | .70 | LR | .99 | .70 | AB | .95 | .72 | |
| L3 M 6144 M128 | SVM | .75 | .69 | LR | .99 | .74 | AB | .99 | .72 | |
| L3 M 6144 M256 | SVM | .99 | .69 | AB | .90 | .72 | RF | .85 | .75 | |
| Coughvid | HC | SVM | .80 | .61 | – | – | – | – | – | – |
| YAMNET | SVM | .60 | .56 | – | – | – | – | – | – | |
| VGGish |
LR |
.70 |
.59 |
– |
– |
– |
– |
– |
– |
|
| L3 E 512 L | SVM | .75 | .62 | – | – | – | – | – | – | |
| L3 E 512 M128 | LR | .99 | .67 | – | – | – | – | – | – | |
| L3 E 512 M256 | LR | .99 | .64 | – | – | – | – | – | – | |
| L3 E 6144 L | LR | .99 | .65 | – | – | – | – | – | – | |
| L3 E 6144 M128 | LR | .99 | .68 | – | – | – | – | – | – | |
| L3 E 6144 M256 | LR | .99 | .67 | – | – | – | – | – | – | |
| L3 M 512 L | RF | .90 | .62 | – | – | – | – | – | – | |
| L3 M 512 M128 | LR | .99 | .62 | – | – | – | – | – | – | |
| L3 M 512 M256 | LR | .75 | .60 | – | – | – | – | – | – | |
| L3 M 6144 L | LR | .99 | .67 | – | – | – | – | – | – | |
| L3 M 6144 M128 | LR | .99 | .65 | – | – | – | – | – | – | |
| L3 M 6144 M256 | LR | .99 | .64 | – | – | – | – | – | – | |