Guilin Min

Attention-enhanced hybrid U-Net for prostate cancer grading and explainability

2025 · Scientific Reports

Prostate cancer remains a leading cause of mortality, necessitating precise histopathological segmentation for accurate Gleason Grade assessment. However, existing deep learning-based segmentation models lack contextual awareness and explainability, leading to inconsistent performance across heterogeneous tissue …