Integrative multi-stage deep learning framework for ovarian tumor ultrasound classification with explainability and confidence estimation

EfficientOvaNet increases diagnostic accuracy and reduces subjectivity in ultrasound-based ovarian tumor classification. By improving interpretability and credibility, the framework has the potential to support timely intervention and individualized treatment, which may improve survival rates in the management of ovarian cancer.