Hybrid deep neural network for brachial plexus nerve segmentation in ultrasound images

J Van Boxtel, V Vousten, J Pluim… - 2021 29th European …, 2021 - ieeexplore.ieee.org
Ultrasound-guided regional anesthesia (UGRA) can replace general anesthesia (GA),
improving pain control and recovery time. This method can be applied on the brachial …

Brachial Plexus Nerve Trunk Segmentation Using Deep Learning: A Comparative Study with Doctors' Manual Segmentation

Y Wang, B Zhu, L Kong, J Wang, B Gao, J Wang… - arXiv preprint arXiv …, 2022 - arxiv.org
Ultrasound-guided nerve block anesthesia (UGNB) is a high-tech visual nerve block
anesthesia method that can observe the target nerve and its surrounding structures, the …

BPSegSys: A brachial plexus nerve trunk segmentation system using deep learning

Y Wang, B Zhu, L Kong, J Wang, B Gao, J Wang… - Ultrasound in Medicine …, 2024 - Elsevier
Objective Ultrasound-guided nerve block anesthesia (UGNB) is a high-tech visual nerve
block anesthesia method that can be used to observe the target nerve and its surrounding …

Brachial plexus nerve trunk recognition from ultrasound images: a comparative study of deep learning models

D Tian, B Zhu, J Wang, L Kong, B Gao, Y Wang… - IEEE …, 2022 - ieeexplore.ieee.org
Brachial plexus block is a common regional anesthesia method widely used in upper limb
surgery. Nowadays, ultrasound-guided brachial plexus block has been extensively used in …

Segmentation of ultrasound brachial plexus based on U-Net

Y Wang, J Geng, C Zhou… - … international conference on …, 2021 - ieeexplore.ieee.org
Brachial plexus block anesthesia (PNB) is one of the anesthesia methods commonly used
by anesthesiologists in surgical operations. Anesthesiologists use ultrasonic equipment to …

MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images

Y Ding, I Member, Q Yang, Y Wang, D Chen, Z Qin… - Medical Image …, 2022 - Elsevier
Ultrasound-guided injection is widely used to help anesthesiologists perform anesthesia in
peripheral nerve blockade (PNB). However, it is a daunting task to accurately identify nerve …

Ultrasound nerve segmentation of brachial plexus based on optimized ResU-Net

R Wang, H Shen, M Zhou - 2019 IEEE international conference …, 2019 - ieeexplore.ieee.org
The accurate ultrasound nerve segmentation has attracted wide attention, for it is beneficial
to ensure the efficacy of regional anesthesia, reducing surgical injury, and speeding up the …

[PDF][PDF] Segmentation of nerve on ultrasound images using deep adversarial network

C Liu, F Liu, L Wang, L Ma, ZM Lu - Int J Innov Comput Inform Control, 2018 - ijicic.org
The nerve of brachial plexus controls the sensory of human upper limb. Accurately
segmenting this nerve structure on ultrasound images is the premise for upper limb surgical …

Random fourier features-based deep learning improvement with class activation interpretability for nerve structure segmentation

CA Jimenez-Castaño, AM Álvarez-Meza… - Sensors, 2021 - mdpi.com
Peripheral nerve blocking (PNB) is a standard procedure to support regional anesthesia.
Still, correct localization of the nerve's structure is needed to avoid adverse effects; thereby …

Automated Real Time Delineation of Supraclavicular Brachial Plexus in Neck Ultrasonography Videos: A Deep Learning Approach

A Tyagi, A Tyagi, M Kaur, J Sivaswami… - arXiv preprint arXiv …, 2023 - arxiv.org
Peripheral nerve blocks are crucial to treatment of post-surgical pain and are associated
with reduction in perioperative opioid use and hospital stay. Accurate interpretation of sono …