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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

  • Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective

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  • Universal Transferrable Tickets from Pre-training

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  • Learning from Hallucination (LfH)

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  • Adaptive Planner Parameter Learning (APPL)

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  • Kernel-based Translations of Convolutional Networks

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  • Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit Representations

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  • Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating Optimization

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  • Patch-VQ: 'Patching Up' the Video Quality Problem

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  • From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality

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  • Learning Winning Subnetworks Provably via Greedy Forward Optimization

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  • End-to-End Statistical Learning, with or without Labels

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  • Superquantile-Based Learning: From Centralized to Federated Learning

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