Machine Learning for Biomedical Imaging

Additional Metrics

Top Publications

• Detecting Outliers with Foreign Patch Interpolation

  (2020)
  59 Citations

• A review and experimental evaluation of deep learning methods for MRI reconstruction

  (2021)
  51 Citations

• Learning the Effect of Registration Hyperparameters with HyperMorph

  Unknown

  (2022)
  50 Citations

• QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Metrics and Benchmarking Results

  (2021)
  48 Citations

• Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient

  (2021)
  44 Citations

• Joint Frequency and Image Space Learning for MRI Reconstruction and Analysis

  (2020)
  27 Citations

• Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization

  (2021)
  21 Citations

• Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness

  (2022)
  14 Citations

• Inverting brain grey matter models with likelihood-free inference: a tool for trustable cytoarchitecture measurements

  (2021)
  13 Citations

• A Quantitative Comparison of Epistemic Uncertainty Maps Applied to Multi-Class Segmentation

  (2021)
  12 Citations