Data augmentation example of periapical X-ray. a. Original image, b, c. Flip, d. Rotation, e. Zoom. f, Translation, g. Contrast adjustment, h. Elastic deformation. Note that apical lesion is removed in d, e, and f, which can degrade performance of periapical lesion detection model.