Generative MRI

Robust MRI Using New Algorithms for Generative Machine Learning

Magnetic Resonance Imaging (MRI) is currently expensive and time consuming. Exam times can take upwards of 30 minutes to an hour. As a result, patient motion...

Research Project Details

Research Projects

Robust MRI Using New Algorithms for Generative Machine Learning
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Exploiting Shared Representations for Personalized Federated Learning
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Learning Under Ambiguity with Different Amounts of Annotation
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Optimal Transport in Large-Scale Machine Learning Applications
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STEADY: Simultaneous State Estimation and Dynamics Learning from Indirect Observations
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SCALP - Supervised Contrastive Learning for Cardiopulmonary Disease Classification and Localization in Chest X-rays using Patient Metadata
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Knowledge-Augmented Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop
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Multitasking Models are Robust to Structural Failure: A Neural Model for Bilingual Cognitive Reserve
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Fairness in Imaging with Deep Learning
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Fruit-fly inspired neighbor encoding for classification
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A Universal Law of Robustness via Isoperimetry
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Intermediate Layer Optimization for Inverse Problems using Deep Generative Models
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