Simultaneous segmentation and classification of bone surfaces from ultrasound using a multi-feature guided CNN

P Wang, VM Patel, I Hacihaliloglu - … 16-20, 2018, Proceedings, Part IV 11, 2018 - Springer
Various imaging artifacts, low signal-to-noise ratio, and bone surfaces appearing several
millimeters in thickness have hindered the success of ultrasound (US) guided computer …

Robust real-time bone surfaces segmentation from ultrasound using a local phase tensor-guided CNN

P Wang, M Vives, VM Patel, I Hacihaliloglu - International Journal of …, 2020 - Springer
Purpose Automatic bone surfaces segmentation is one of the fundamental tasks of
ultrasound (US)-guided computer-assisted orthopedic surgery procedures. However, due to …

Automatic segmentation of bone surfaces from ultrasound using a filter-layer-guided CNN

AZ Alsinan, VM Patel, I Hacihaliloglu - International journal of computer …, 2019 - Springer
Purpose Ultrasound (US) provides real-time, two-/three-dimensional safe imaging. Due to
these capabilities, it is considered a safe alternative to intra-operative fluoroscopy in various …

FCN-based approach for the automatic segmentation of bone surfaces in ultrasound images

M Villa, G Dardenne, M Nasan, H Letissier… - International journal of …, 2018 - Springer
Purpose A new algorithm, based on fully convolutional networks (FCN), is proposed for the
automatic localization of the bone interface in ultrasound (US) images. The aim of this paper …

Generative approach for data augmentation for deep learning-based bone surface segmentation from ultrasound images

A Zaman, SH Park, H Bang, C Park, I Park… - International journal of …, 2020 - Springer
Purpose Precise localization of cystic bone lesions is crucial for osteolytic bone tumor
surgery. Recently, there is a move toward ultrasound imaging over plain radiographs (X …

Orientation-guided graph convolutional network for bone surface segmentation

A Rahman, WGC Bandara, JMJ Valanarasu… - … Conference on Medical …, 2022 - Springer
Due to imaging artifacts and low signal-to-noise ratio in ultrasound images, automatic bone
surface segmentation networks often produce fragmented predictions that can hinder the …

Automatic bone segmentation in ultrasound images using local phase features and dynamic programming

R Jia, SJ Mellon, S Hansjee, AP Monk… - 2016 IEEE 13th …, 2016 - ieeexplore.ieee.org
We present a novel method for bone structure segmentation in two-dimensional (2D)
ultrasound (US) images as a precursor to 3D bone surface reconstruction and registration …

Ultrasound bone segmentation: A scoping review of techniques and validation practices

PU Pandey, N Quader, P Guy, R Garbi… - Ultrasound in Medicine & …, 2020 - Elsevier
Ultrasound bone segmentation is an important yet challenging task for many clinical
applications. Several works have emerged attempting to improve and automate bone …

Random forest-based bone segmentation in ultrasound

N Baka, S Leenstra, T van Walsum - Ultrasound in medicine & biology, 2017 - Elsevier
Ultrasound (US) imaging is a safe alternative to radiography for guidance during minimally
invasive orthopedic procedures. However, ultrasound is challenging to interpret because of …

Real-time application based CNN architecture for automatic USCT bone image segmentation

M Fradi, E Zahzah, M Machhout - Biomedical Signal Processing and …, 2022 - Elsevier
Artificial Intelligence (AI) in medical image analysis has achieved excellent success in
automatic diagnosis in the same way as clinician, especially in the ultrasound field. In this …