A no-reference scanning
correction method for echo plane imaging
eddy current artifacts comprises the following steps: firstly, training parameters of a neural network: randomly generating simulationsamples in batches by utilizing
simulation software, and then introducing pre-compiled EPI sequences to sample the
simulation samples to obtain
K space data corresponding to each sample; and accordingto the phase characteristics of the
eddy current effect, carrying out phase modification on the collected
signal, and carrying out
Fourier transform to obtain a simulated EPI image influenced by theeddy current effect, and storing the modified phase information as a
label, and training the neural
network model by taking the images as a training
data set, and storing network parameters when the training error is reduced to be lower than a set threshold value, and after training of the neural
network model is completed, inputting the truly acquired EPI image into the neural
network model for reconstruction, thereby obtaining the EPI image without the
eddy current artifact. According to the method, the EPI image eddy current artifacts are removed under the condition of
no reference scanning, and assistance can be provided for clinical application of EPI.