Predicting Disaster Type from Social Media Imagery via Deep Neural Networks Directed by Visual Attention. - Shatheesh Kumar Govindarajulu; Megan Watson; Sulaf Assi; Manoj Jayabalan; Panagiotis Liatsis; Jamila Mustafina; Normaiza Mohamad; Kdasy Al-Muni; Dhiya Al-Jumeily Obe (DaSET, 2022)

Exploring the authentication of COVID-19 vaccines using Surface-enhanced handheld Raman spectroscopy (SERS) equipped with orbital Raster scattering and machine learning. - Megan Watson; Dhiya Al-Jumeily; Jason Birkett; Iftikhar Khan; Sulaf Assi (DeSE, 2023)

Comparing surface-enhanced Raman spectroscopy and Raman microscopy with machine learning for the authentication of Covid-19 vaccines. - Megan Watson; Dhiya Al-Jumeily Obe; Jason Birkett; Iftikhar Khan; Matthew Harper; Sulaf Assi (DeSE, 2024)