Differentiable Image Data Augmentation and Its Applications : A Survey

Data augmentation is an effective method to improve model robustness and generalization. Conventional data augmentation pipelines are commonly used as preprocessing modules for neural networks with predefined heuristics and restricted differentiability. Some recent works indicated that the different...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 2 vom: 15. Jan., Seite 1148-1164
1. Verfasser: Shi, Jian (VerfasserIn)
Weitere Verfasser: Ghazzai, Hakim, Massoud, Yehia
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article