OpenArm 2.0 - Automated Segmentation of 3D Tissue Structures for Multi-Subject Study of Muscle Deformation Dynamics

Yonatan Nozik
Yonatan Nozik
Laura A. Hallock
Laura A. Hallock
Daniel Ho
Daniel Ho
Sai Mandava
Sai Mandava
Chris Mitchell
Chris Mitchell
Thomas Hui Li
Thomas Hui Li

EMBC, pp. 982-988, 2019.

Cited by: 0|Bibtex|Views13|DOI:https://doi.org/10.1109/EMBC.2019.8857669
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Other Links: dblp.uni-trier.de|academic.microsoft.com|pubmed.ncbi.nlm.nih.gov

Abstract:

We present a novel neural-network-based pipeline for segmentation of 3D muscle and bone structures from localized 2D ultrasound data of the human arm. Building from the U-Net [1] neural network framework, we examine various data augmentation techniques and training data sets to both optimize the network's performance on our data set and h...More

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