21 citations · 27 across the 8 of their papers we have counts for
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cs.CV2026
Tokenizer-Generator Coupling in Medical Image Generation
Liam Chalcroft
Latent medical image generators usually treat the tokenizer as fixed preprocessing. We test whether this separation holds in a controlled ChestMNIST study at that cros…
cs.CV2025
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…
cs.CV2021
Development and evaluation of intraoperative ultrasound segmentation with negative image frames and multiple observer labels
Liam F Chalcroft, Jiongqi Qu, Sophie A Martin +8
When developing deep neural networks for segmenting intraoperative ultrasound images, several practical issues are encountered frequently, such as the presence of ultrasound frames…