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Douglas L. Arnold

Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs

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Jun 18, 2024
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Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis

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Jul 20, 2023
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Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models

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May 05, 2023
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Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors

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Nov 16, 2022
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Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation

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Oct 31, 2022
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Heatmap Regression for Lesion Detection using Pointwise Annotations

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Aug 11, 2022
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Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers

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Aug 03, 2022
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Personalized Prediction of Future Lesion Activity and Treatment Effect in Multiple Sclerosis from Baseline MRI

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Apr 01, 2022
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Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation

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Aug 02, 2021
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Optimizing Operating Points for High Performance Lesion Detection and Segmentation Using Lesion Size Reweighting

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Jul 27, 2021
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