1 citations · 1 across the 3 of their papers we have counts for
3 papers
Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning
Liam Chalcroft, Jenny Crinion, Cathy J. Price +1
Self-supervised deep learning has accelerated 2D natural image analysis but remains difficult to translate into 3D MRI, where data are scarce and pre-trained 2D backbones cannot ca…
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic Data
Liam Chalcroft, Jenny Crinion, Cathy J. Price +1
Segmenting stroke lesions in MRI is challenging due to diverse acquisition protocols that limit model generalisability. In this work, we introduce two physics-constrained approache…
Estimating the construct validity of Principal Components Analysis
Thomas M. H. Hope, Cathy J. Price, Ajay Halai +5
In many scientific disciplines, the features of interest cannot be observed directly, so must instead be inferred from observed behaviour. Latent variable analyses are increasingly…