sft110's repositories

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BayesfMRI

BayesfMRI R package

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brain-segmentation-pytorch

U-Net implementation in PyTorch for FLAIR abnormality segmentation in brain MRI

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brainchop

Brainchop: In-browser 3D MRI rendering and segmentation

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fmriprep

fMRIPrep is a robust and easy-to-use pipeline for preprocessing of diverse fMRI data. The transparent workflow dispenses of manual intervention, thereby ensuring the reproducibility of the results.

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freesurfer

Neuroimaging analysis and visualization suite

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graph-based-deep-learning-literature

links to conference publications in graph-based deep learning

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intensity-normalization

normalize the intensities of various MR image modalities

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lightning-hydra-template

PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

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llm-python

Large Language Models (LLMs) tutorials & sample scripts, ft. langchain, openai, llamaindex, gpt, chromadb & pinecone

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mDDPM

Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion Model

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MRI-preprocessing-techniques

Code examples of the free course in Youtube of brain MRI preprocessing techniques in python

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MRIcroGL

v1.2 GLSL volume rendering. Able to view NIfTI, DICOM, MGH, MHD, NRRD, AFNI format images.

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nilearn

Machine learning for NeuroImaging in Python

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pySuStaIn

Subtype and Stage Inference (SuStaIn) algorithm with an example using simulated data.

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pytorch-deep-learning

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

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pytorch-frame

Tabular Deep Learning Library for PyTorch

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Radiology_Image_Preprocessing_for_Deep_Learning

A Quick Guide on Radiology Image Pre-processing for Deep Learning Applications in Prostate Cancer Research

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smriprep

Structural MRI PREProcessing (sMRIPrep) workflows for NIPreps (NeuroImaging PREProcessing tools)

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StRegA

StRegA: Unsupervised anomaly detection in brain MRIs using a compact context-encoding variational autoencoder

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TransBTS

This repo provides the official code for : 1) TransBTS: Multimodal Brain Tumor Segmentation Using Transformer (https://arxiv.org/abs/2103.04430) , accepted by MICCAI2021. 2) TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images(https://arxiv.org/abs/2201.12785).

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tutorial

MONAI Tutorials

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Unsupervised_Anomaly_Detection_Brain_MRI

Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study

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vit_ae_plus_plus

Code base for the paper ViT-AE++: Improving Vision Transformer Autoencoder for Self-supervised Medical Image Representations

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yAwareContrastiveLearning

Official Pytorch Implementation for y-Aware Contrastive Learning

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