A curated list of resources including papers, data modality, and code pertaining to medical data harmonization.
Last updated: 03/07/2022
| Date | Title | Modality | Venue | Code |
|---|---|---|---|---|
| 11/2017 | Harmonization of Multi-Site Diffusion Tensor Imaging Data | DTI | NeuroImage | R, Python |
| 02/2018 | Harmonization of Cortical Thickness Measurements across Scanners and Sites | MRI | NeuroImage | R, Python |
| 07/2018 | Statistical Harmonization Corrects Site Effects in Functional Connectivity Measurements from Multi-site fMRI Data | fMRI | HBM | MATLAB |
| 01/2019 | Retrospective Harmonization of Multi-site Diffusion MRI Data Acquired with Different Acquisition Parameters | dMRI | NeuroImage | Python |
| 12/2019 | DeepHarmony: A Deep Learning Approach to Contrast Harmonization across Scanner Changes | MRI | MRI | - |
| 03/2020 | Harmonization of Large MRI Datasets for The Analysis of Brain Imaging Patterns Throughout The Lifespan | MRI | NeuroImage | Python |
| 04/2020 | Scanner Invariant Representations for Diffusion MRI Harmonization | dMRI | MRM | PyTorch |
| 10/2020 | Longitudinal ComBat: A Method for Harmonizing Longitudinal Multi-scanner Imaging Data | MRI | NeuroImage | R |
| 09/2020 | Image-Level Harmonization of Multi-site Data Using Image-and-Spatial Transformer Networks | MRI | MICCAI | PyTorch |
| 01/2021 | Detect and Correct Bias in Multi-site Neuroimaging Datasets | MRI | MedIA | R |
| 09/2021 | Deep Generative Medical Image Harmonization for Improving Cross-Site Generalization in Deep Learning Predictors | MRI | JMRI | - |
| 09/2021 | Harmonization with Flow-Based Causal Inference | MRI | MICCAI | PyTorch |
| 11/2021 | Unsupervised MR Harmonization by Learning Disentangled Representations Using Information Bottleneck Theory | MRI | NeuroImage | - |
| 12/2021 | Mitigating Site Effects in Covariance for Machine Learning in Neuroimaging Data | MRI | HBM | R |
| 03/2022 | Privacy-preserving Harmonization via Distributed ComBat | MRI | NeuroImage | R |