Enhancing Ovarian Cancer Diagnosis: A Multimodal Deep Learning Approach Integrating Ultrasound and Clinical Data
Enhancing Ovarian Cancer Diagnosis: A Multimodal Deep Learning Approach Integrating Ultrasound and Clinical Data Ovarian cancer (OC) diagnosis remains a significant challenge, often hampered by the subjective interpretation of ultrasound (US) images. This study presents a novel approach leveraging multimodal deep learning to improve diagnostic accuracy and consistency. A retrospective analysis of 1899 patients (2019-2024) who underwent preoperative US examinations and subsequent surgeries for adnexal masses formed the basis of this research. The core of the study involved developing and…