Accurate detection methods for GAN-generated earth observation images using expert visual perception

Accurate detection methods for GAN-generated earth observation images using expert visual perception

Image generation techniques, such as generative adversarial networks (GANs), have become sufficiently sophisticated to cause growing security concerns regarding image authenticity. Although generation and detection methods are often applied to a range of images such as objects and faces, more domain...

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Bibliographic Details
Main Author: Yates, Matthew
Format: Thesis (University of Nottingham only)
Language:English
Published: 2023
Subjects:
Machine learning; Generative adversarial networks; Deep Learning; Synthetic image detection; Eye tracking; Earth observation imagery; Image generation
Online Access:https://eprints.nottingham.ac.uk/76570/

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