1. In this retrospective study, the use of deep learning models improved the accuracy of radiologic diagnosis of benign and malignant superficial soft tissue masses. Evidence Rating Level: 2 (Good) The majority of superficial soft tissue masses are benign tumors. Early detection and accurate diagnoses are necessary for determining treatment and prognosis for these masses.