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Single-scan quantitative MRI t based on residual network reconstruction 2 * Imaging method

A technology of magnetic resonance imaging and imaging method, which is applied in the directions of using nuclear magnetic resonance imaging system for measurement, magnetic resonance measurement, and magnetic variable measurement, etc. It can solve the problem of difficulty in separating four overlapping echo signals, and achieve a large measurement range. Effect

Active Publication Date: 2020-02-14
XIAMEN UNIV
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Problems solved by technology

However, it is difficult to separate the 4 overlapping echo signals by conventional methods

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  • Single-scan quantitative MRI t based on residual network reconstruction <sub>2</sub> * Imaging method
  • Single-scan quantitative MRI t based on residual network reconstruction <sub>2</sub> * Imaging method
  • Single-scan quantitative MRI t based on residual network reconstruction <sub>2</sub> * Imaging method

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[0066] Single-scan quantitative MRI T using a residual network-based reconstruction algorithm 2 *Quantitative imaging method has carried out human brain experiment, is used for verifying the feasibility of the present invention. The experiment was carried out under the human body nuclear magnetic resonance 3T imager. On the operating table of the magnetic resonance imager, open the corresponding operating software in the imager, first locate the region of interest of the imaging object, and then perform tuning, shimming, power and frequency correction. In order to evaluate the validity of the image obtained by this method, a Flash imaging experiment was carried out in the same environment as a comparison. Then import the compiled OLED imaging sequence (such as figure 1 As shown), according to the specific experimental situation, set the various parameters of the pulse sequence. The experimental parameters of this embodiment are set as follows: the imaging field of view FOV i...

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Abstract

A single-scanning quantitative magnetic resonance T2 * imaging method based on residual network reconstruction relates to a magnetic resonance imaging method. Four small-angle excitation pulses with the same deflection angle are utilized, a period of evolution time is formed after each excitation pulse, so that the transverse relaxation time of each echo signal is different. A shifting gradient ofa frequency dimension and a phase dimension is added after each excitation pulse, so that the signals generated by different excitation pulses are different in the position of the k space. In this way, a plurality of gradient echo signals with different transverse relaxation time are obtained in one-time sampling. The sampling signals are subjected to normalization, zero filling and fast fouriertransformation and then input to a trained residual network to be reconstructed to obtain a quantitative T2 * image. The training data of the residual network are derived from simulation data, and theinput image of a network is obtained via a random generation template through simulating the experiment environment for sampling. The template serves as a label, and a mapping relation between an input image and an output image is obtained through training.

Description

technical field [0001] The invention relates to a magnetic resonance imaging method, in particular to a single-scan quantitative magnetic resonance imaging method based on a residual network reconstruction algorithm. 2 * Imaging method. Background technique [0002] Magnetic resonance parametric imaging (eg, T 1 Imaging, T 2 Imaging and T 2 * imaging) can be readily used to provide quantitative information for characterizing specific tissue properties [1] . Quantitative imaging has many outstanding features, the most obvious of which is the ability to eliminate effects independent of tissue properties, such as operator dependence, differences in scanning parameters, spatial variations in magnetic field, and image scaling. [2] . T 2 * Imaging, as a type of quantitative MRI, provides a contrasting mechanism for analyzing normal and diseased living tissue in a non-invasive manner, through T 2 *Measurement of relaxation can obtain the iron content of the tissue [3,4] ....

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01R33/48G01R33/56
CPCG01R33/48G01R33/56
Inventor 蔡聪波王超丁兴号蔡淑惠陈忠
Owner XIAMEN UNIV