GridMask

  • @chenGridMaskDataAugmentation2020
  • The algorithm tries to overcome drawbacks of [Cutout], [Random Erasing], and [Hide and Seek](Cutout], [Random Erasing], and [Hide and Seek.md) that are prone to deleting important information entirely or leaving it untouched without making it harder for the algorithm to learn.
  • To handle this, GridMask creates multiple blacked-out regions in evenly spaced grids to maintain a good balance between deletion and retention of critical information
  • The number of masking grids and their sizes are tuneable