How to avoid trivial shortcut?

[xuguodong03]

Hi Liheng, General affine transformation or projective transformation can bring black areas at image border. Do these artifacts help network learn trivial shortcuts, such as predicting transformation parameters just according to black area's shape. Your paper did not mention this issue, and I wonder is there some special process to solve this. Hope to get your reply. Thanks!