Understanding Test-Time Augmentation

Test-Time Augmentation (TTA) is a very powerful heuristic that takesadvantage of data augmentation during testing to produce averaged output.Despite the experimental effectiveness of TTA, there is insufficient discussionof its theoretical aspects. In this paper, we aim to give theoreticalguarantees for TTA and clarify its behavior.