Augmentation leak-prevention scheme using an auxiliary classifier in GAN-based image generation

Although a generative adversarial network (GAN) can generate realistic and distinct images, it requires numerous training data. Data augmentation is a popular method of incrementing data using various augmentation operations. However, data augmentation for training GANs can lead to augmentation leak...

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Bibliographic Details
Main Authors: Jonghwa Shim, Hyeonwoo Kim, Eunbeen Kim, Eenjun Hwang
Format: Article
Language:English
Published: Elsevier 2023-09-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1319157823002653