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Zhao-Lin Chen

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Open access Aug 2026

Segment any tumour: an uncertainty-aware vision foundation model for whole-body analysis

Prompt-driven vision foundation models, such as the Segment Anything Model, have shown adaptability in computer vision, but their use in medical imaging remains challenging due to heterogeneous anatomy, artefacts, and low-contrast tumour boundaries. This is particularly difficult in whole-body tumour analysis, where mo...

Himashi Peiris, Si-Zhe Wang, Gary F. Egan et al. · 2 citations
Preprint Aug 2026

SinoDiff: Physics-Consistent Self-Supervised Diffusion for Unified Low-Dose to Standard-Dose PET Sinogram Recovery

SinoDiff is a novel self-supervised, physics-consistent diffusion framework for the recovery of PET sinograms across multiple predefined dose levels, and achieves competitive performance against supervised and self-supervised baselines across multiple dose levels.

Ghulam Nabi Ahmad Hassan Yar, Himashi Peiris, S. Jamadar et al. · 0 citations

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