Medical Specialty Classification Based on Semiadversarial Data Augmentation

Figure 1

A visual illustrative example of (a) data augmentation and (b) adversarial attack. The circles and squares represent the different categories. The black curve represents the resultant decision boundary. As shown in the yellow-shaded part in (c), semiadversarial data augmentation covers a larger decision space.