Deep learning based neural network application for automatic ultrasonic computed tomographic bone image segmentation

F Marwa, E Zahzah, K Bouallegue… - Multimedia Tools and …, 2022 - Springer
Deep-learning techniques have led to technological progress in the area of medical imaging
segmentation especially in the ultrasound domain. In this paper, the main goal of this study …

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 …

Improved automatic bone segmentation using large-scale simulated ultrasound data to segment real ultrasound bone surface data

H Patel, I Hacihaliloglu - 2020 IEEE 20th International …, 2020 - ieeexplore.ieee.org
Automatic segmentation of bone surfaces from ultrasound images is of great interest in the
ultrasound-guided computer assisted orthopedic surgery field. These automatic …

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 …

An efficient end-to-end CNN for segmentation of bone surfaces from ultrasound

K Luan, Z Li, J Li - Computerized Medical Imaging and Graphics, 2020 - Elsevier
The application of ultrasound (US) imaging in orthopedic surgery has always been a
research direction. However, the various problems of US imaging hinder the development of …

Deep learning in medical ultrasound image segmentation: a review

Z Wang - arXiv preprint arXiv:2002.07703, 2020 - arxiv.org
Applying machine learning technologies, especially deep learning, into medical image
segmentation is being widely studied because of its state-of-the-art performance and results …

[PDF][PDF] Deep learning based approach for bone diagnosis classification in ultrasonic computed tomographic images

M Fradi, M Afif, M Machhout - International Journal of Advanced …, 2020 - researchgate.net
Artificial intelligence (AI) in the area of medical imaging has shown a developed technology
to have automatically the true diagnosis especially in ultrasonic imaging area. At this light …

Medical ultrasound image segmentation using Multi-Residual U-Net architecture

S VB - Multimedia Tools and Applications, 2024 - Springer
Advances in medical imaging modalities facilitate the early and accurate detection of tumors
of various types. A preferred imaging modality for diagnosis and identification of tumors is …

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 …

Ultrasound segmentation using U-Net: learning from simulated data and testing on real data

B Behboodi, H Rivaz - … conference of the IEEE engineering in …, 2019 - ieeexplore.ieee.org
Segmentation of ultrasound images is an essential task in both diagnosis and image-guided
interventions given the ease-of-use and low cost of this imaging modality. As manual …