Small Sample Deep Learning for Newborn Gestational Age Estimation. - Mercedes Torres; Michel F. Valstar; Caroline Henry; Carole Ward; Don Sharkey (FG, 2017)

Automatic Neonatal Pain Estimation: An Acute Pain in Neonates Database. - Joy Egede; Michel F. Valstar; Mercedes Torres Torres; Don Sharkey (ACII, 2019)

Clinical Scene Segmentation with Tiny Datasets. - Thomas J. Smith; Michel F. Valstar; Don Sharkey; John A. Crowe (ICCV Workshops, 2019)

Postnatal gestational age estimation of newborns using Small Sample Deep Learning. - Mercedes Torres Torres; Michel F. Valstar; Caroline Henry; Carole Ward; Don Sharkey (Image Vis. Comput., 2019)

Finding Comfortable Routes for Ambulance Transfers of Newborn Infants. - Tom J. Partridge; David E. Morris; Roger A. Light; Andrew Leslie; Don Sharkey; John A. Crowe; Donal McNally (EMBC, 2020)

Few-Shot Learning for Postnatal Gestational Age Estimation. - Stepan Romanov; Heda Song; Michel F. Valstar; Don Sharkey; Caz Henry; Isaac Triguero; Mercedes Torres Torres (IJCNN, 2021)

The Classification of Movement in Infants for the Autonomous Monitoring of Neurological Development. - Alexander P. Turner; Stephen Hayes; Don Sharkey (Sensors, 2023)

Coloured Petri Nets-based Approach for Modelling Effects of Variation on the Reliability of the Newborn Life Support Procedure. - Alfian Tan; Rasa Remenyte-Prescott; Joy Egede; Don Sharkey; Michel F. Valstar (Reliab. Eng. Syst. Saf., 2025)