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# **VesselBoost**
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*VesselBoost* is a Python-based software package utilizing deep learning techniques to segment high-resolution time-of-flight MRI angiography data, with high sensitivity towards small vessels. The software suite encompasses three essential functional modules: (1) *predict*, (2) *test-time adaptation* (TTA), and (3) *boost*. By leveraging these modules, users can efficiently segment high-resolution time-of-flight data or conveniently leverage our command line interface to boost segmentations for other vascular MRI image contrasts.
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*VesselBoost* is a Python-based software package utilizing deep learning techniques to segment high-resolution time-of-flight MRI angiography data, with high sensitivity towards small vessels (An experimental pretrained model is available for T2*-weighted imaging). The software suite encompasses three essential functional modules: (1) *predict*, (2) *test-time adaptation* (TTA), and (3) *boost*. By leveraging these modules, users can efficiently segment high-resolution time-of-flight data or conveniently leverage our command line interface to boost segmentations for other vascular MRI image contrasts.
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## **Table of Contents**
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-[Update History](#update-history)
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-[Purpose](#purpose)
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-[Current Version](#current-version)
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-[Requirements](#requirements)
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-[Citation](#citation)
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-[Contact](#contact)
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## **Update History**
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-**1.0.0**: Initial release, for details see [Citation](#citation)
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-**2.0.0 - pre-release**: for details see [Update Log - 16/Sept/2025](documentation/UPDATE.md)
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## **Purpose**
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*VesselBoost* is a Python-based software package leveraging a UNet3D-based segmentation pipeline that utilizes data augmentation and test-time adaptation (TTA) to enhance segmentation quality and is generally applicable to high-resolution magnetic resonance angiograms (MRAs).\
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This repository contains 3 major modules:
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## **Current Version**
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VesselBoost 1.0.0
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VesselBoost 2.0.0
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## **Requirements**
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- Docker / Singularity container
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The Dockerhub container is available at Dockerhub. To download the container, run the following command:
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```
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docker pull vnmd/vesselboost_1.0.0
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docker pull vnmd/vesselboost_2.0.0
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```
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### Neurodesk
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To predict vessel segmentation using your data and the latest version of VesselBoost on Neurodesk, you can run the following code snippet:
For more information, please check our [notebooks](https://github.com/KMarshallX/VesselBoost/tree/master/notebooks).
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This is a Python-based software package. To successfully run this project on your local machine, please follow the following steps to set up the necessary software environment.
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