Git Product home page Git Product logo

awesome-medical-data-harmonization's Introduction

Harmonization Algorithms for Medical Data Pooling

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

awesome-medical-data-harmonization's People

Contributors

bigredlidar avatar

Stargazers

avatar avatar avatar avatar avatar

Watchers

avatar

Forkers

biozid-0208

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.