Convolutional neural networks for the differentiation between benign and malignant renal tumors with a multicenter international computed tomography dataset.

• Differentiation between benign and malignant tumors based on CT is extremely challenging. • Inception-ResNetV2 trained on a diverse dataset achieved excellent differentiation between tumor types. • Deep learning can be used to distinguish between benign and malignant renal tumors.