Melvin Selim Atay (mselimata)

mselimata

Geek Repo

Company:neuromatch academy

Location:Virtual

Home Page:https://mselimata.github.io/

Twitter:@mselimata

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Melvin Selim Atay's starred repositories

transformers

šŸ¤— Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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awesome-public-datasets

A topic-centric list of HQ open datasets.

RepVGG

RepVGG: Making VGG-style ConvNets Great Again

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torchio

Medical imaging toolkit for deep learning

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hlb-CIFAR10

Train to 94% on CIFAR-10 in <6.3 seconds on a single A100. Or ~95.79% in ~110 seconds (or less!)

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ANTs

Advanced Normalization Tools (ANTs)

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dcm2niix

dcm2nii DICOM to NIfTI converter: compiled versions available from NITRC

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xplique

šŸ‘‹ Xplique is a Neural Networks Explainability Toolbox

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ANTsPy

A fast medical imaging analysis library in Python with algorithms for registration, segmentation, and more.

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Quantus

Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

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FastSurfer

PyTorch implementation of FastSurferCNN

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glasses

High-quality Neural Networks for Computer Vision šŸ˜Ž

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fMRI-reconstruction-NSD

fMRI-to-image reconstruction on the NSD dataset.

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SLaK

[ICLR 2023] "More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity"; [ICML 2023] "Are Large Kernels Better Teachers than Transformers for ConvNets?"

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clinica

Software platform for clinical neuroimaging studies

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BrainSpace

BrainSpace is an open-access toolbox that allows for the identification and analysis of gradients from neuroimaging and connectomics datasets | available in both Python and Matlab |

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nobrainer

A framework for developing neural network models for 3D image processing.

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classification_models_3D

Set of models for classifcation of 3D volumes

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Depthwise-Separable-Convolution_Pytorch

Implementation of Depthwise Separable Convolution (pytorch)

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ConvNext

Implementing ConvNext in PyTorch

TransSeg

Official Code Release for "Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation" (ML4H 2022)

LEAR

Tensorflow implementation of "Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model"

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Deep_Recurrent_AD

Deep Recurrent Model for Individualized Prediction of Alzheimerā€™s Disease Progression - PyTorch Implementation (NeuroImage 2021)

workshop_weizmann

The repository for the "MRI analysis in Python using Nipype, Nilearn and moreā€ at The Azrieli National Institute for Human Brain Imaging and Research.

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narps_open_pipelines

A codebase reproducing the 70 pipelines of the NARPS study (Botvinik-Nezer et al., 2020) shared as an open resource for the community.

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bidsme

Flexible bidsificator for multimodal datasets

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LEAR

Tensorflow implementation of "Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model" [TPAMI 2022]

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DARQ

Deep learning of quality control for stereotaxic registration of human brain MRI

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READi-Dem

An ML-powered, web-interface tool for Robust, Efficient, Affordable DIagnosis of Dementia (READi-Dem)

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