Fig. 2

Confusion matrix of the CNN model with data augmentation and preprocessing using repeated hold‑out validation. Green squares represent correctly classified AK or cSCC cases, while light squares show misclassifications.

Confusion matrix of the CNN model with data augmentation and preprocessing using repeated hold‑out validation. Green squares represent correctly classified AK or cSCC cases, while light squares show misclassifications.