Publications - ML-Health Research Group

Deep learning-based virtual H&E staining from label-free autofluorescence lifetime images Qiang Wang, Ahsan R Akram, David A Dorward, Sophie Talas, Basil Monks, Chee Thum, James R Hopgood, Malihe Javidi, Marta Vallejo npj Imaging, 2024
Applications of machine learning in time-domain fluorescence lifetime imaging: a review Dorian Gouzou, Ali Taimori, Tarek Haloubi, Neil Finlayson, Qiang Wang, James R Hopgood, Marta Vallejo Methods and Applications in Fluorescence, 2024
Integrating Transfer Learning and Attention Mechanisms for Accurate ALS Diagnosis and Cognitive Impairment Detection Xia, Yuqing and Gregory, Jenna M and Waldron, Fergal M and Spence, Holly and Vallejo, Marta medRxiv, 2024
Robotics use in the care and management of people living with Diabetes Mellitus in the community – a scoping review Al Bayrakdar, A., Wojcik, G., Dragone, M., McConnell, A., Charlton, J., & Paterson, R. OSF Storage, 2024

Parkinson’s disease diagnosis using convolutional neural networks and figure-copying tasks
M Alissa, MA Lones, J Cosgrove, JE Alty, S Jamieson, SL Smith, M Vallejo
Neural Computing and Applications 34 (2), 1433-1453, 2022
A layer-level multi-scale architecture for lung cancer classification with fluorescence lifetime imaging endomicroscopy
Q Wang, JR Hopgood, S Fernandes, N Finlayson, GOS Williams, M Vallejo
Neural Computing and Applications 34 (21), 18881-18894, 2022
Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology Images
Q Wang, S Fernandes, GOS Williams, N Finlayson, AR Akram, K Dhaliwal, M Vallejo
Communications Biology 5 (1119), 2022

Classification of SARS-CoV-2 and non-SARS-CoV-2 using machine learning algorithms
OP Singh, M Vallejo, IM El-Badawy, A Aysha, J Madhanagopal, et al.
Computers in Biology and Medicine 136, 104650, 2021
Evaluation of Recurrent Neural Network Models for Parkinson's Disease Classification Using Drawing Data
AS AV, MA Lones, SL Smith, M Vallejo
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021

Fluorescence lifetime endomicroscopic image-based ex-vivo human lung cancer differentiation using machine learning Q Wang, J Hopgood, M Vallejo TechRxiv. January 15, 2020
Deep learning in ex-vivo lung cancer discrimination using fluorescence lifetime endomicroscopic images Qiang Wang, James R Hopgood, Neil Finlayson, Gareth OS Williams, Susan Fernandes, Elvira Williams, Ahsan Akram, Kevin Dhaliwal, Marta Vallejo 42nd annual international conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (pp. 1891-1894). IEEE.