Augmentation-wise Weight Sharing Strategy

  • improves efficiency significantly and make it affordable to directly search on large scale datasets.
  • [Lin et al., 2019] formulates the augmentation policy as a parameterized probability distribution and the parameters can be optimized jointly with network parameters, known as OHL-Auto-Aug.