Table 1 Scoring accuracy of erythema, induration/papulation, excoriation, and lichenification according to the CNN algorithms.
From: Automated severity scoring of atopic dermatitis patients by a deep neural network
CNN algorithm | Erythema (%) | Induration/population (%) | Excoriation (%) | Lichenification (%) | |
|---|---|---|---|---|---|
GoogLeNet | V1 | 95.00 | 82.00 | 86.50 | 85.50 |
V2 | 96.67 | 86.17 | 93.00 | 83.50 | |
V3 | 92.67 | 85.00 | 91.17 | 82.50 | |
V4 | 93.50 | 76.83 | 84.50 | 80.67 | |
ResNet V1 | 50 | 99.00 | 93.17 | 94.50 | 97.00 |
101 | 99.17 | 91.67 | 94.67 | 97.17 | |
152 | 98.83 | 77.33 | 92.83 | 97.00 | |
ResNet V2 | 50 | 99.17 | 83.50 | 96.00 | 91.00 |
101 | 98.83 | 88.33 | 85.83 | 92.33 | |
152 | 99.17 | 73.00 | 85.83 | 89.00 | |
VGG-Net | 16 | 95.67 | 90.17 | 94.00 | 94.50 |
19 | 94.33 | 90.83 | 91.33 | 92.83 | |
