Best of ISMRM Machine Learning conference

Presenter: Steffen Bollmann, CAI

Topic: ISMRM machine learning workshop Best-of

• Machine Learning Methods for Reconstruction of Imaging Data
  • AUTOmated Pulse SEQuence Generation (AUTOSEQ) Using Bayesian Reinforcement Learning in an MRI Physics Simulation Environment
  • AUTOMAP (https://www.nature.com/articles/nature25988)
  • Data-Cycle-Consistent Adversarial Networks for High-Quality Reconstruction of Undersampled MRI Data
  • SCAN-SPECIFIC DEEP LEARNING WITH ROBUST ARTIFICIAL-NEURAL-NETWORKS FOR K-SPACE INTERPOLATION (RAKI) FOR IMPROVED PARALLEL IMAGING
  • Motion correction in MRI using deep learning
• Post-Processing Methods
  • Off-ResNet: Deep Residual Network for Non-Stationary Off-Resonance Artifact Correction
  • Accelerated Multi-Shot EPI Through Machine Learning & Joint Reconstruction
  • Machine Learning in Medical Image Registration
• Clinical Application of Machine Learning
  • QSM using Deep Learning (https://www.biorxiv.org/content/early/2018/03/07/278036)

Bayesian Deep Learning: Model Uncertainty Generation in MR Image Segmentation