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A Comprehensive Overview of Data Augmentation Methods

  • Data augmentation methods have been proposed for various applications.
  • Different approaches, such as human-designed transformations and policy/search-based automated methods, have been used.
  • Generic transformations like Gaussian or adversarial noise, dropout, and generative models have also been effective.
  • Mixup, a popular data augmentation technique, has been extended for classification tasks but may adversely impact regression predictions.

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