Sydney Digital Theses (Open Access): Recent submissions
-
Deep Visual Learning with Less Labeled Data
Published 2023The rapid development of deep learning has revolutionized various vision tasks, but the success relies heavily on supervised training with large-scale labeled datasets, which can be costly and laborious to acquire. In this ...Open AccessThesis -
Vision Transformer Advanced by Exploring Intrinsic Inductive Bias
Published 2023The vision models have experienced a paradigm shift from convolutional neural networks (CNNs) to transformers. Compared with convolutions, transformers can capture both short- and long-range dependencies, making them more ...Open AccessThesis -
Buoyant point-source scalar plumes in a turbulent boundary layer
Published 2023This thesis investigates the dispersion of buoyant plumes in a turbulent boundary layer. While previous studies have primarily focused on heavy or light plumes individually, a systematic comparison of heavy, neutral, and ...Open AccessThesis -
Predictive Learning from Real-World Medical Data: Overcoming Quality Challenges
Published 2023Randomized controlled trials (RCTs) are pivotal in medical research, notably as the gold standard, but face challenges, especially with specific groups like pregnant women and newborns. Real-world data (RWD), from sources ...Open AccessThesis -
Numerical methods for aerodynamically coupled thin structures
Published 2023Potential solvers represent an effective tool for the aeronautical engineer both in terms of helping the undergraduate engineer grapple with fluid mechanics, as well as the graduate engineer during the design spiral of an ...Open AccessThesis