Fig. 2. A pipeline of ultrasound research using machine learning (ML) and deep learning (DL).

For the ML pipeline, the practitioner extracts the features (e.g., texture, histogram, geometry, morphology) manually before feeding it into the classification model. In the DL pipeline, features are extracted automatically using convolutional filters and pooling. SVM, support vector machine.