Fast and accurate optimisation for registration with little learningconvexadam

Overview

convexAdam

Learn2Reg 2021 Submission

Fast and accurate optimisation for registration with little learning

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Excellent results on Learn2Reg 2021 challenge

  • for multimodal CT/MR registration (Task1)
  • intra-patient lung CT alignment (Task2)
  • and inter-patient whole brain MRI deformations (Task3) Challenge Website

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Results

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ML-Decoder: Scalable and Versatile Classification Head

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Final project code: Implementing MAE with downscaled encoders and datasets, for ESE546 FA21 at University of Pennsylvania

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Image reconstruction done with untrained neural networks.

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