Research Article

An Ensemble of Transfer Learning Models for the Prediction of Skin Lesions with Conditional Generative Adversarial Networks

Table 4

Class-wise performance of the ensemble models on balanced and unbalanced datasets.

Ensemble modelsUnbalanced datasetBalanced dataset
Class of skin lesionRecall (%)Precision (%)F1-score (%)Recall (%)Precision (%)F1-score (%)

AKIEC73.8485.7179.3384.6194.8289.43
BCC80.3992.1385.8690.1994.8492.46
BKL75.3483.3379.1384.9390.7387.73
DF78.2694.7385.7195.6595.6595.65
MEL61.7184.5671.3572.0792.4881.01
NV98.6591.6295.0099.0393.9196.40
VASC96.4284.379096.429093.10