Deep learning for ultrasound image formation: CUBDL evaluation framework and open datasets
Deep learning for ultrasound image formation is rapidly garnering research support and
attention, quickly rising as the latest frontier in ultrasound image formation, with much …
attention, quickly rising as the latest frontier in ultrasound image formation, with much …
Review on wearable system for positioning ultrasound scanner
Although ultrasound (US) scan or diagnosis became widely employed in the 20th century, it
still plays a crucial part in modern medical diagnostics, serving as a diagnostic tool or a …
still plays a crucial part in modern medical diagnostics, serving as a diagnostic tool or a …
Machine Learning and Deep Learning Applications in Magnetic Particle Imaging
In recent years, magnetic particle imaging (MPI) has emerged as a promising imaging
technique depicting high sensitivity and spatial resolution. It originated in the early 2000s …
technique depicting high sensitivity and spatial resolution. It originated in the early 2000s …
Deep learning inversion with supervision: A rapid and cascaded imaging technique
J Tong, M Lin, X Wang, J Li, J Ren, L Liang, Y Liu - Ultrasonics, 2022 - Elsevier
Abstract Machine learning has been demonstrated to be extremely promising in solving
inverse problems, but deep learning algorithms require enormous training samples to obtain …
inverse problems, but deep learning algorithms require enormous training samples to obtain …
Fully complex-valued gated recurrent neural network for ultrasound imaging
Ultrasound imaging is widely used in medical diagnosis. It has the advantages of being
performed in real time, cost-efficient, noninvasive, and nonionizing. The traditional delay …
performed in real time, cost-efficient, noninvasive, and nonionizing. The traditional delay …
Plane-wave image reconstruction via generative adversarial network and attention mechanism
J Tang, B Zou, C Li, S Feng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Plane-wave imaging (PWI) has been designed and widely applied in ultrasound imaging in
recent years. This technique achieves high frame rate while compromising with the image …
recent years. This technique achieves high frame rate while compromising with the image …
Unsupervised convolutional neural network for motion estimation in ultrasound elastography
X Wei, Y Wang, L Ge, B Peng, Q He… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
High-quality motion estimation is essential for ultrasound elastography (USE). Traditional
motion estimation algorithms based on speckle tracking such as normalized cross …
motion estimation algorithms based on speckle tracking such as normalized cross …
Improving image quality for single-angle plane wave ultrasound imaging with convolutional neural network beamformer
Ultrafast ultrasound imaging based on plane wave (PW) compounding has been proposed
for use in various clinical and preclinical applications, including shear wave imaging and …
for use in various clinical and preclinical applications, including shear wave imaging and …
Masked cross-domain self-supervised deep learning framework for photoacoustic computed tomography reconstruction
Accurate image reconstruction is crucial for photoacoustic (PA) computed tomography
(PACT). Recently, deep learning has been used to reconstruct PA images with a supervised …
(PACT). Recently, deep learning has been used to reconstruct PA images with a supervised …
Adaptive beamforming based on minimum variance (ABF-MV) using deep neural network for ultrafast ultrasound imaging
W Wang, Q He, Z Zhang, Z Feng - Ultrasonics, 2022 - Elsevier
Ultrafast ultrasound imaging can achieve high frame rate by emitting planewave (PW).
However, the image quality is drastically degraded in comparison with traditional scanline …
However, the image quality is drastically degraded in comparison with traditional scanline …