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Context Aware Image Manipulation Detection for Satellite Images

Lead Research Organisation: Newcastle University
Department Name: Sch of Engineering

Abstract

My research focuses on utilizing convolutional neural networks (CNNs) to detect maliciously manipulated satellite imagery, I found this project exceptionally interesting and recently published a conference paper detailing a new dataset containing satellite images that have been manipulated using stable diffusion and a CNN based system for detecting and localizing these manipulations. I plan to develop this research throughout my PhD in order to create a robust system for detecting manipulated satellite images, this research aims to mitigate the ever-increasing problem concerning AI based misinformation.

Publications

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Studentship Projects

Project Reference Relationship Related To Start End Student Name
EP/S023577/1 31/03/2019 29/09/2027
2877249 Studentship EP/S023577/1 30/09/2023 29/09/2027 Matthew Chapman