Advanced Data Augmentation Approaches: A Comprehensive Survey and Future directions

A background of data augmentation, a novel and comprehensive taxonomy of reviewed data augmentation techniques, and the strengths and weaknesses of each technique are provided, and comprehensive results of the data augmentation effect on three popular computer vision tasks are provided.