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Ultrasound-skill-assessment

Welcome to this repository for the implementation of the Paper "Learning to learn skill assessment for fetal ultrasound scanning".

Overview

We propose a novel approach using a specific clinical task to assess sonographer skill in fetal ultrasound. This method rates skills by how well a task is performed on the acquired fetal ultrasound images, without using manually predefined skill ratings. We consider the clinical task performed by a deep learning model, called a task predictor, and build a skill assessment model that predicts the performance of the task predictor as an indicator of skill associated with the acquired ultrasound scan.

overview

framework

Installation

Download the repository git clone https://github.com/pipiwang/Ultrasound-skill-assessment.git

Install dependencies pip install -r requirements.txt

Usage

Example train, test, and meta test script can be found in folder ./scripts

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Code to Paper "Learning to learn skill assessment for fetal ultrasound scans".

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