Registration image determination method and registration image determination device

A determination method and a technology for images to be registered, which are applied in image analysis, image enhancement, image data processing, etc., can solve the problem that the flow registration method has a slow processing speed, the effect is not as good as automatic extraction, and elastic registration cannot solve large deformation problems. Linear registration and other problems, to achieve the effect of large deformation nonlinear registration and ensure registration speed

Active Publication Date: 2021-10-08
INFERVISION MEDICAL TECH CO LTD
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Problems solved by technology

[0002] As one of the traditional algorithm registration methods, the flow registration method can deal with the nonlinear registration problem with large deformation, but the processing speed of the flow registration method is slow, and the features in the processing process are artificially specified energy features. Far inferior to the features automatically extracted in deep learning algorithms
However, the elastic registration in the deep learning method registration is limited by the regular term in the displacement field, which also makes elastic registration unable to solve the nonlinear registration problem of large deformation.

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  • Registration image determination method and registration image determination device
  • Registration image determination method and registration image determination device
  • Registration image determination method and registration image determination device

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[0026] The following will clearly and completely describe the technical solutions in the embodiments of the application with reference to the drawings in the embodiments of the application. Apparently, the described embodiments are only some, not all, embodiments of the application. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.

[0027] At present, image registration methods for medical images are mainly divided into two categories, traditional algorithm registration and deep learning method registration. In the deep learning method, the rigid registration method and the elastic registration method are the main ones. Among them, the elastic registration will not cause the overall displacement to be too large because the regular term limits the displacement field. Although this prevents overfitting, it also makes elastic r...

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Abstract

The present application provides a method for determining a registered image and a device for determining a registered image. The method includes: based on the target image and the image to be registered, determining a set of velocity field functions corresponding to a set of pixel units to be registered in the image to be registered , where the set of pixel units to be registered includes multiple pixel units to be registered, the set of velocity field functions includes multiple velocity field functions, and there is a one-to-one correspondence between multiple pixel units to be registered and multiple velocity field functions; The set of field functions and the target image determine the registration image corresponding to the image to be registered. The technical solution of the present application optimizes the flow registration method in the traditional algorithm, regularizes the speed, and realizes the purpose of large-deformation nonlinear registration under the premise of ensuring the registration speed.

Description

technical field [0001] The present application relates to the technical field of medical image registration, and in particular to a method for determining a registered image and a device for determining a registered image. Background technique [0002] As one of the traditional algorithm registration methods, the flow registration method can deal with the nonlinear registration problem with large deformation, but the processing speed of the flow registration method is slow, and the features in the processing process are artificially specified energy features. Far inferior to features automatically extracted in deep learning algorithms. The elastic registration in the deep learning method registration is limited by the regular term in the displacement field, which also makes elastic registration unable to solve the nonlinear registration problem with large deformation. [0003] Based on this, how to not only solve the nonlinear registration problem with large deformation, bu...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06T7/33G06F17/15G06N3/04G06N3/08
CPCG06T7/344G06F17/15G06N3/084G06T2207/10081G06T2207/10088G06T2207/10116G06N3/045
Inventor 唐雯张荣国李新阳陈宽王少康
Owner INFERVISION MEDICAL TECH CO LTD
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