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Julian Klug's Projects

attention-gated-networks icon attention-gated-networks

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

bayesianskipnet icon bayesianskipnet

A novel way of building on prior information for the automatic prediction and segmentation of stroke lesions. We reformulate the task to identify differences from a prior segmentation by extending a three-dimensional Attention Gated Unet with a skip connection allowing only an unchanged prior to bypass most of the network. We show that this technique improves results obtained by a baseline Attention Gated Unet on both the Geneva Stroke Dataset and the ISLES 2018 dataset.

bctpy icon bctpy

brain connectivity toolbox for python

cats3 icon cats3

Causal Arterial blood pressure Treatment Strategy Selection in Stroke (CATS3)

causaltransformer icon causaltransformer

Forked code for the paper "Causal Transformer for Estimating Counterfactual Outcomes"

cereblink icon cereblink

CereBlink: Delayed Cerebral Ischemia Detection in Subarachnoid Hemorrhage

fentasim icon fentasim

Web-based fentanyl pharmacokinetics simulator

geojson-regions icon geojson-regions

A repo to create simplified GeoJSON regions so we can display map-based visualisations without having to load tiles all over the place.

nibabel icon nibabel

Python package to access a cacophony of neuro-imaging file formats

opsum icon opsum

Outcome Prediction for Stroke Unit high-frequency data through Machine learning

pandasschema icon pandasschema

A validation library for Pandas data frames using user-friendly schemas

perfusionct-net icon perfusionct-net

A UNet for the analysis of perfusion CT imaging in the setting of acute ischemic stroke.

pytorch-pretrained-bert icon pytorch-pretrained-bert

A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities.

scope icon scope

Stroke Clinical Outcome Prediction

simplevoxel-3d icon simplevoxel-3d

Simple voxel datasets for classification and segmentation tasks in 3D

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