A convolution neural network-based speckle tracking method for ultrasound elastography
Accurate tracking of tissue motion is critically important for several ultrasound elastography
methods including strain elastography and shear wave elastography. In this study, we
investigate the feasibility of using a convolution neural network (CNN)-based speckle
tracking method for elastographic applications. Additional data sets produced by finite
element simulations were used to train an existing Flownet 2.0 model. After training, the
improved network was evaluated using computer-simulated and tissue-mimicking …
methods including strain elastography and shear wave elastography. In this study, we
investigate the feasibility of using a convolution neural network (CNN)-based speckle
tracking method for elastographic applications. Additional data sets produced by finite
element simulations were used to train an existing Flownet 2.0 model. After training, the
improved network was evaluated using computer-simulated and tissue-mimicking …
A convolution neural network-based speckle tracking method for ultrasound
B Peng, Y Xian, J Jiang - 2018 - digitalcommons.mtu.edu
Accurate tracking of tissue motion is critically important for several ultrasound elastography
methods including strain elastography and shear wave elastography. In this study, we
investigate the feasibility of using a convolution neural network (CNN)-based speckle
tracking method for elastographic applications. Additional data sets produced by finite
element simulations were used to train an existing Flownet 2.0 model. After training, the
improved network was evaluated using computer-simulated and tissue-mimicking …
methods including strain elastography and shear wave elastography. In this study, we
investigate the feasibility of using a convolution neural network (CNN)-based speckle
tracking method for elastographic applications. Additional data sets produced by finite
element simulations were used to train an existing Flownet 2.0 model. After training, the
improved network was evaluated using computer-simulated and tissue-mimicking …
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