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NeuroML's Projects

amid icon amid

Awesome Medical Imaging Datasets

bev icon bev

Flexible version control for files and folders

bidstransformers icon bidstransformers

BIDS Transformers for neuroimaging data preprocessing based on BIDS and sklearn architecture

connectome icon connectome

A library for datasets containing heterogeneous data

deep_pipe icon deep_pipe

A collection of tools for deep learning experiments

dicom-csv icon dicom-csv

Utils for gathering, aggregation and handling metadata from DICOM files

domain_shift_anatomy icon domain_shift_anatomy

Code release for the paper I. Zakazov, B. Shirokikh et al. "Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation" (MICCAI 2021, oral).

edr-gp icon edr-gp

A library for sparse Effective (functional) Dimensionality Reduction via Gaussian Processes

imops icon imops

Efficient parallelizable algorithms for multidimensional arrays to speed up your data pipelines

inverse_weighting icon inverse_weighting

Code release for the paper B. Shirokikh, A. Shevtsov et al. "Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation" (MICCAI 2020, oral).

low-resolution icon low-resolution

Code release for the paper B. Shirokikh, A. Shevtsov et al. "Accelerating 3D Medical Image Segmentation by Adaptive Small-Scale Target Localization"

midline-shift-detection icon midline-shift-detection

Full code for the paper "Incorporating Task-Specific Structural Knowledge into CNNs for Brain Midline Shift Detection"

reskit icon reskit

A library for creating and curating reproducible pipelines for scientific and industrial machine learning

resnet_cnn_mri_adni icon resnet_cnn_mri_adni

Code for Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification paper

tarn icon tarn

An insanely customizable framework for key-value storage 💾

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