DAPHne: A Trust Layer for Adversarial Detection in Histopathology via Gradient–Confidence Monitoring
Diogen Babuc
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Open access
Aug 2026
Lightweight and Explainable Deep Learning Framework for Endoscopic Lesion Classification with Segmentation and Transfer Learning
This study integrates segmentation, transfer learning, and clinical validation to present a lightweight deep learning architecture for endoscopic lesion categorization that dramatically reduces latency and parameter count while achieving competitive accuracy when compared to more sophisticated models.
Diogen Babuc, D. Onchis, Melania Ardelean
· Algorithms · 0 citations