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Table 2 Summary of augmentation methods

From: A survey on data‐efficient algorithms in big data era

Augmentation techniques References
Basic transformation [125, 126, 128]
Generative augmentation [131,132,133,134,135,136,137,138,139,140
142144]
Feature-space augmentation [147,148,149,150]
Domain adaptation [153,154,155,156,157,158, 165]
Unsupervised augmentation [167, 75, 101, 102, 168, 169]