Fig. 2. Class activation mapping (CAM) for a malignant breast mass on an ultrasound image.

The left is a pre-processing image and the right is an image of the overlapping CAM using a convolutional neural network (CNN). It can be seen that the CNN recognized the malignant mass well, and the probability of malignancy predicted by the CNN model was 99.25%.