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Version 1

Evaluating machine learning muscle ultrasound models on an external dataset

Published:31 July 2025|Version 1|DOI:10.17632/7bcsvh6nfv.1
Contributor:Michał Błaż

Description

This repository contains model weights that were fine-tuned using uploaded configs from the original muscle segmentation models from the paper "Machine learning-driven Heckmatt grading in facioscapulohumeral muscular dystrophy: A novel pathway for musculoskeletal ultrasound analysis" by Marzola et al. DOI:10.17632/yzg86vb895.1 The framework and idea behind this work can be found in the paper by Błaż et al. (in review) This repository does not contain any muscle ultrasound images.

Steps to reproduce

Please follow instructions at: https://github.com/blazuu/muscle_ultrasound

Categories

Ultrasonics, Image Segmentation, Muscle Disorder, Ultrasound Imaging of the Muscles

Licence

Attribution Noncommercial 4.0 International

Version 2

Evaluating machine learning muscle ultrasound models on external data

Published:15 August 2025|Version 2|DOI:10.17632/7bcsvh6nfv.2
Contributors:Michał Błaż, Monika Ostrowska, Agnieszka Kułaga, Ewa Maludzińska, Michał Michalski

Description

This repository contains model weights that were fine-tuned (using uploaded configs) from the original muscle segmentation models described in the paper "Machine learning-driven Heckmatt grading in facioscapulohumeral muscular dystrophy: A novel pathway for musculoskeletal ultrasound analysis" by Marzola et al. DOI: 10.1016/j.clinph.2025.01.016 The framework and idea behind this work can be found in the paper "Evaluating machine learning muscle ultrasound models on external data – is this the way to propagate forward?" by Błaż et al. DOI: 10.1016/j.clinph.2025.2110968 This repository does not contain any muscle ultrasound images.

Steps to reproduce

Please follow instructions at: https://github.com/blazuu/muscle_ultrasound

Institutions

Institutions

Krakowski Szpital Specjalistyczny im Jana Pawla II

Categories

Ultrasonics, Image Segmentation, Muscle Disorder, Ultrasound Imaging of the Muscles

Licence

Attribution Noncommercial 4.0 International