Student asks how to characterize zoom-and-crop augmented datasets

A new postgraduate student applied random crops of 0-90% and zooms of 0-20% to an image dataset, and a supervisor wants the augmentation's effects characterized. The student asks which statistics capture size and shape changes, and which software can produce them.