Welcome to this repository for the implementation of the Paper "Learning to learn skill assessment for fetal ultrasound scanning".
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.
Download the repository git clone https://github.com/pipiwang/Ultrasound-skill-assessment.git
Install dependencies pip install -r requirements.txt
Example train, test, and meta test script can be found in folder ./scripts