Differentiation of lung and breast cancer brain metastases: Comparison of texture analysis and deep convolutional neural networks.

CNNs achieved superior diagnostic performance in differentiating brain metastases from lung and breast malignancies than texture-based image features. Differentiation using 3D volumes as input exhibited a higher success rate than 2D sagittal images.