Yunyoung Nam

ProstAI-Net: A Federated Privacy-Preserving Deep Learning Framework for Sustainable Prostate Cancer Image Classification in Digital Pathology

2026 · International Journal of Computational Intelligence Systems

Abstract The rapid growth of medical imaging data has provided great potential to automate image classification, especially in prostate cancer diagnosis. Digital pathology and whole-slide imaging (WSI) produce high-resolution data that is a prerequisite for …

An interpretable fused dense-based vision transformer architecture for the classification of cervical cancer

2026 · European journal of medical research

Cervical cancer remains a critical global health challenge, particularly in low-resource settings, necessitating robust computer-aided diagnostic (CAD) systems for early detection. This study introduces a novel deep learning architecture that fuses a self-attention-enhanced dense convolutional …