Automated muscle segmentation from clinical CT using Bayesian U-Net for personalized musculoskeletal modeling
We propose a method for automatic segmentation of individual muscles from a clinical CT.
The method uses Bayesian convolutional neural networks with the U-Net architecture, using …
The method uses Bayesian convolutional neural networks with the U-Net architecture, using …
Hybrid representation-enhanced sampling for Bayesian active learning in musculoskeletal segmentation of lower extremities
Purpose Manual annotations for training deep learning models in auto-segmentation are
time-intensive. This study introduces a hybrid representation-enhanced sampling strategy …
time-intensive. This study introduces a hybrid representation-enhanced sampling strategy …
Bayesian segmentation of hip and thigh muscles in metal artifact-contaminated CT using convolutional neural network-enhanced normalized metal artifact reduction
In total hip arthroplasty, analysis of postoperative medical images is important to evaluate
surgical outcome. Since Computed Tomography (CT) is most prevalent modality in …
surgical outcome. Since Computed Tomography (CT) is most prevalent modality in …
Appropriate sites for the measurement of the cross-sectional area of the gluteus maximus and the gluteus medius muscles in patients with hip osteoarthritis
D Homma, I Minato, N Imai, D Miyasaka… - Surgical and Radiologic …, 2021 - Springer
Purpose To evaluate the relationship between the volume, cross-sectional area, and peak
isometric muscle strength of the gluteus maximus and gluteus medius muscles in patients …
isometric muscle strength of the gluteus maximus and gluteus medius muscles in patients …
Artificial intelligence-based volumetric analysis of muscle atrophy and fatty degeneration in patients with hip osteoarthritis and its correlation with health-related quality …
Purpose Artificial intelligence (AI) technologies have enabled precise three-dimensional
analysis of individual muscles on computed tomography (CT) or magnetic resonance …
analysis of individual muscles on computed tomography (CT) or magnetic resonance …
Preoperative Body Composition Correlates with Postoperative Muscle Volume and Degeneration after Total Hip Arthroplasty
T Ukai, K Yokoyama, M Watanabe - Nutrients, 2024 - mdpi.com
Impaired muscle recovery after total hip arthroplasty (THA) may affect gait and activities of
daily living. Bioelectrical impedance analysis (BIA) can assess body composition and …
daily living. Bioelectrical impedance analysis (BIA) can assess body composition and …
Relationship between the hip abductor muscles and abduction strength in patients with hip osteoarthritis
D Homma, I Minato, N Imai… - Acta Medica …, 2023 - ousar.lib.okayama-u.ac.jp
This study aimed to determine which muscle the gluteus maximus, gluteus medius, gluteus
minimus (Gmin), or tensor fasciae latae (TFL) contributes most to hip abduction strength and …
minimus (Gmin), or tensor fasciae latae (TFL) contributes most to hip abduction strength and …
Evaluation of muscle volume and degeneration after total hip arthroplasty: a comparison of the posterolateral approach and the anterolateral supine approach
T Ukai, G Ebihara, H Omura, M Watanabe - Journal of Orthopaedic Surgery …, 2021 - Springer
Background Muscle strength around the hip after total hip arthroplasty (THA) is crucial for
preventing dislocation and limping. This study aimed to assess and compare muscle volume …
preventing dislocation and limping. This study aimed to assess and compare muscle volume …
Decomposition of musculoskeletal structures from radiographs using an improved CycleGAN framework
This paper presents methods of decomposition of musculoskeletal structures from
radiographs into multiple individual muscle and bone structures. While existing solutions …
radiographs into multiple individual muscle and bone structures. While existing solutions …
[HTML][HTML] Quantitative analysis of paravertebral muscle asymmetry and its correlation with spinal deformity in patients with degenerative lumbar scoliosis: a …
M Chen, S Zhao, S Chen, Y Huang… - Quantitative Imaging in …, 2024 - ncbi.nlm.nih.gov
Background The degeneration and functional decline of paravertebral muscles (PVMs) are
reported to be closely linked to the incidence of degenerative lumbar scoliosis (DLS), a …
reported to be closely linked to the incidence of degenerative lumbar scoliosis (DLS), a …