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Ellen Grant

2 accepted papers

2025

Learning General-purpose Biomedical Volume Representations using Randomized Synthesis

ICLR 2025poster

Current volumetric biomedical foundation models struggle to generalize as public 3D datasets are small and do not cover the broad diversity of medical procedures, conditions, anatomical regions, and imaging protocols. We address this by creating a representation learning method that instead anticipa…

2025

Visual and Domain Knowledge for Professional-level Graph-of-Thought Medical Reasoning

ICML 2025spotlight

Medical Visual Question Answering (MVQA) requires AI models to answer questions related to medical images, offering significant potential to assist medical professionals in evaluating and diagnosing diseases, thereby improving early interventions. However, existing MVQA datasets primarily focus on b…

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