Fig. 10

Evaluation methods for assessing the generative process: an indirect metric for the downstream task (i.e., classification, segmentation, detection, etc.) where is calculated the performance prior to and after sample generation. Qualitative analysis is where expert clinicians assess the generated images with statistical methods or the via Visual Turing Test. Direct assessment of generated samples with image quality metrics (e.g., MSE, FID, IS, etc.), and studies without any metric