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Ana Lawry Aguila

2 accepted papers

2025

Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization

CVPR 2025poster

Data-driven machine learning has made significant strides in medical image analysis. However, most existing methods are tailored to specific modalities and assume a particular resolution (often isotropic). This limits their generalizability in clinical settings, where variations in scan appearance a…

2024

Unconstrained Stochastic CCA: Unifying Multiview and Self-Supervised Learning

ICLR 2024poster

The Canonical Correlation Analysis (CCA) family of methods is foundational in multiview learning. Regularised linear CCA methods can be seen to generalise Partial Least Squares (PLS) and be unified with a Generalized Eigenvalue Problem (GEP) framework. However, classical algorithms for these linear…

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