Sydney Digital Theses (University of Sydney Access only): Recent submissions
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Towards Efficient and Robust Deep Learning for Medical Image Analysis
Published 2026Medical imaging underpins modern healthcare by enabling non-invasive visualization for diagnosis, detection, treatment planning, and intervention. With rapid advances in deep learning (DL), substantial progress has been ...USyd AccessThesis -
Quality of Surgical Care for Inflammatory Bowel Disease and Trends in Surgical Workload and Outcomes in the Biologic Era in Australia
Published 2026Australia has one of the highest incidences of inflammatory bowel disease (IBD) in the world. Currently nearly 180,000 Australians are living with IBD, and the prevalence is predicted to increase by over 250% by 2030. ...USyd AccessThesis -
Skin Tissue Engineering in Burns & Reconstructive Surgery: From Cells to Surgery and the Clinical Impact of Soft Tissue Engineering
Published 2026Skin tissue engineering has advanced to address clinical challenges where tissue is lost, donor sites are limited, or healing is impaired. Although many engineered skin substitutes exist, their clinical use varies. This ...USyd AccessThesis -
Explaining the Effects of Systemic Therapy on Survival in Advanced Cancer
Published 2026Explaining the effects of systemic therapy on survival to patients with advanced cancer is a central yet challenging aspect of cancer care, particularly with contemporary treatments such as immunotherapy. This thesis ...USyd AccessThesis -
Self-Supervised Intrinsic Representation Learning on Medical Images for Universal Foundation Models
Published 2025Deep learning has advanced medical imaging, yet clinical adoption is limited by scarce annotations, weak interpretability, and poor generalization. A key limitation of existing methods is their purely data-driven nature, ...USyd AccessThesis