Method and system of motion correction for magnetic resonance imaging
A motion correction and magnetic resonance technology, applied in the field of medical imaging, can solve problems such as low signal-to-noise ratio, increased scan time, and interference with MR sequence echo time and repeat time imaging parameters
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[0029] Embodiments provide a method and system for correcting motion artifacts in medical images, such as those produced by an MRI machine, by using a deep learning model.
[0030] The method and system use a neural network to generate motion corrected MR images based on MR images with motion artifacts (MR images with motion artifacts may also be referred to hereinafter as "motion corrupted images").
[0031] For example, by using a classification model or a regression model, a neural network is trained to determine a corrected intensity value for each pixel in a motion-damaged MR image.
[0032] For example, when using a classification model, a neural network (which may also be referred to as a "classification network") classifies the intensity of each pixel in a motion-damaged image into a quantized value, which is a number of predetermined intensity quantized values one. In this way, the task of motion correction is recast as a pixel classification task. This transformati...
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