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Nasal NKT cell lymphoma radiotherapy target area automatic sketching method and device

A technology for NKT cells and lymphomas, applied in the field of medical images, can solve the problems of low delineation accuracy, difficult to define template delineation requirements, large individual differences between patients, etc., to speed up delineation efficiency, reduce artificial delineation errors, and enhance robustness. Effect

Active Publication Date: 2021-06-25
SICHUAN UNIV
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Problems solved by technology

[0006] Based on the above technical problems, the present invention provides a method for automatically delineating the radiotherapy target area of ​​nasal cavity NKT cell lymphoma, which solves the problem of using existing deformation registration as the delineation method due to the large individual differences between patients. It is often difficult to define a general template to meet the needs of sketching, which leads to the problem of low sketching accuracy

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  • Nasal NKT cell lymphoma radiotherapy target area automatic sketching method and device
  • Nasal NKT cell lymphoma radiotherapy target area automatic sketching method and device
  • Nasal NKT cell lymphoma radiotherapy target area automatic sketching method and device

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Embodiment Construction

[0050] In order to make the purpose, technical solutions and advantages of the embodiments of the present disclosure clearer, the technical solutions of the embodiments of the present disclosure will be clearly and completely described below in conjunction with the accompanying drawings of the embodiments of the present disclosure. Apparently, the described embodiments are some of the embodiments of the present disclosure, not all of them. Based on the described embodiments of the present disclosure, all other embodiments obtained by persons of ordinary skill in the art without creative effort fall within the protection scope of the present disclosure.

[0051] refer to figure 1 , in this embodiment, a method for automatically delineating a radiotherapy target area for nasal NKT cell lymphoma, comprising:

[0052] S101, collecting CT images of the outlined nasal cavity NKT cell lymphoma;

[0053] Among them, the CT image of nasal NKT cell lymphoma is collected by a radiother...

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Abstract

The invention relates to the technical field of medical images, and discloses a nasal cavity NKT cell lymphoma radiotherapy target area automatic sketching method and device, and the method comprises the steps: collecting a sketched nasal cavity NKT cell lymphoma CT image; preprocessing the CT image to obtain a deep learning data set; training the deep learning data set in a deep neural network model to obtain a nasal cavity NKT cell lymphoma sketching model; and preprocessing the clinical CT image, and inputting the preprocessed clinical CT image into the nasal cavity NKT cell lymphoma sketching model for sketching. The method and device solve the problem that in the prior art, due to the fact that the individual difference between patients is large, it is often difficult to define a universal template to meet the delineation requirement when existing deformation registration is adopted as a delineation method, and consequently the delineation precision is low.

Description

technical field [0001] The invention relates to the technical field of medical images, in particular to a method and device for automatically delineating a radiotherapy target area of ​​nasal cavity NKT cell lymphoma. Background technique [0002] Nasal NK / T cell lymphoma is a more common malignant lymphoma in Asia, Latin America, and South America. It is more common in China, Japan, and South Korea in East Asia, and it often occurs in young and middle-aged men aged 30-50. Radiation therapy, referred to as radiotherapy, uses high-energy radiation to damage DNA, prompting tumor cells to stop growing and slow down their growth. Because nasal NK / T cell lymphoma is sensitive to radiotherapy and resistant to chemotherapy, radiotherapy has become one of the main treatment methods for early nasal NK / T cell lymphoma. [0003] Before patients receive radiotherapy, they need to take computed tomography (CT) images, and then radiologists outline the area containing the tumor on the CT...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H30/20G16H30/40G06T7/33G06N3/04G06N3/08
CPCG16H30/20G16H30/40G06T7/344G06N3/08G06T2207/10081G06T2207/30096G06N3/047G06N3/048G06N3/045
Inventor 章毅柏森王强胡俊杰宋莹余程嵘李贵元
Owner SICHUAN UNIV
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