Table 1.
Image namea | Image identifierb | ResNet50 | EfficientNet | InceptionV3 | MobileNetv2 | SwAV | BYOL |
---|---|---|---|---|---|---|---|
Mel1 | ISIC_0024482 | 0.95 | 0.81 | 0.81 | 0.81 | 0.96 | 0.01 |
Mel2 | ISIC_0024751 | 1.00 | 0.91 | 0.26 | 0.95 | 0.96 | 0.07 |
Nv1 | ISIC_0024320 | 0.00 | 0.48 | 0.27 | 0.12 | 0.36 | 0.03 |
Nv2 | ISIC_0024334 | 0.02 | 0.27 | 0.66 | 0.36 | 0.03 | 0.06 |
Nv3 | ISIC_0024307 | 0.45 | 0.43 | 0.53 | 0.58 | 0.03 | 0.1 |
Bkl1 | ISIC_0024337 | 0.30 | 0.09 | 0.16 | 0.12 | 0.05 | 0.47 |
The predictions are represented as probability of malignancy, p(malignancy). The probability of benignancy can be obtained by 1-p(malignancy).
aArbitrary name used as a reference in this publication.
bISIC image identifier.