A multimodal deep learning model integrating contrast-enhanced US images achieved higher performance than Ovarian-Adnexal Reporting and Data System US and the Assessment of Different Neoplasias in the Adnexa model for classifying adnexal lesions and improved the diagnostic performance of junior radiologists.