Author

Eirini Karantina

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Open access Aug 2026

Explainable Deep Learning for Computer-Aided Skin Cancer Detection Using CNNs and Vision Transformers

Results demonstrate that CNN-based architectures achieve robust performance in capturing local spatial features, while transformer-based models provide competitive results through global contextual representation, however, variations are observed in model calibration and false-negative rates, which are critical for cli...

Eirini Karantina, Antreas Kantaros, Grigoris Nikolaou et al. · Algorithms · 0 citations