Federated learning-based vertebral body segmentation

J Liu, X Liang, R Yang, Y Luo, H Lu, L Li… - … Applications of Artificial …, 2022 - Elsevier
To ensure the safety of spinal surgery, sufficiently labeled Magnetic Resonance Imaging
(MRI) images are essential for training an accurate vertebral segmentation model, but the …

Preserving privacy in big data research: the role of federated learning in spine surgery

H Shahzad, C Veliky, H Le, S Qureshi, FM Phillips… - European Spine …, 2024 - Springer
Purpose Integrating machine learning models into electronic medical record systems can
greatly enhance decision-making, patient outcomes, and value-based care in healthcare …

Vertebral body segmentation in wide range clinical routine spine MRI data

G Hille, S Saalfeld, S Serowy, K Tönnies - Computer methods and …, 2018 - Elsevier
Background and objective: In this work we propose a 3D vertebral body segmentation
approach for clinical magnetic resonance (MR) spine imaging. So far, vertebrae …

Efficient triple output network for vertebral segmentation and identification

CH Chuang, CY Lin, YY Tsai, ZY Lian, HX Xie… - IEEE …, 2019 - ieeexplore.ieee.org
Precise vertebral segmentation provides the basis for spinal image analyses and
interventions, such as vertebral compression fracture detection and other abnormalities …

Assessment of optimal deep learning configuration for vertebrae segmentation from CT images

S Dutta, B Das, S Kaushik - Medical Imaging 2019: Imaging …, 2019 - spiedigitallibrary.org
Automated segmentation of vertebral bone from diagnostic Computed Tomography (CT)
images has become an important part of clinical workflow today. There is an increasing …

[PDF][PDF] Efficient Triple Output Network for Vertebral Segmentation and Identification

CC HSU, CLIN HUANG - scholar.archive.org
Precise vertebral segmentation provides the basis for spinal image analyses and
interventions, such as vertebral compression fracture detection and other abnormalities …

Computer-assisted approaches to support radiofrequency ablations of spinal metastases

G Hille - 2020 - repo.bibliothek.uni-halle.de
The spine is the most common body part to develop bone metastases from various primary
tumours with increasing case numbers over the last decades. The drastic effects on the …