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A clinically applicable tool for rapidly estimating muscle volume using ultrasound images.

Daniel T RothwellDaniel T P FongSarah A StapleyDavid J Williams
Published in: European journal of applied physiology (2019)
Hip extensor, knee extensor and flexor, and ankle plantarflexor muscle group volumes can be estimated using B-mode ultrasound images and anthropometric measurements. The error shown for each of the models was sufficient to identify previously reported differences in muscle volume due to training or injury, supporting their clinical application.
Keyphrases
  • skeletal muscle
  • magnetic resonance imaging
  • deep learning
  • convolutional neural network
  • optical coherence tomography
  • body composition
  • contrast enhanced ultrasound
  • knee osteoarthritis