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Alex Fedorov's Projects

cortex icon cortex

A machine learning library for PyTorch

dali icon dali

A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.

fusion icon fusion

Fusion is a self-supervised framework for data with multiple sources — specifically, multimodal neuroimaging data.

gunfolds icon gunfolds

Tools to explore dynamic causal graphs in the case of undersampled data helping to unfold the apparent structure into the underlying truth.

hydra icon hydra

Hydra is a framework for elegantly configuring complex applications

meshnet icon meshnet

Code and model of article "End-to-end learning of brain tissue segmentation from imperfect labeling" https://arxiv.org/abs/1612.00940

meshnet-pytorch icon meshnet-pytorch

This repository contains a PyTorch implementation of MeshNet architecture. MeshNet is a volumetric convolutional neural network for image segmentation (focused on brain imaging application) based on dilated kernels [1].

mindfultensors icon mindfultensors

Dataloader that serves (f)MRI images from key-value databases (mongo and Redis to start with)

minimal-mistakes icon minimal-mistakes

:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.

orion icon orion

Asynchronous Distributed Hyperparameter Optimization.

pytorch-image-models icon pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

torchio icon torchio

TorchIO: medical imaging for deep learning.

wiki icon wiki

Welcome to the TReNDS cluster documentation. It provides example job submission scripts and guide to running various applications interactively on the GSU/TReNDS cluster.

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