Image processing method and device, model training method and device, and electronic equipment

An image processing and training method technology, applied in the field of image processing, can solve problems such as the limitation of clinical value, and achieve the effect of avoiding cross color

Pending Publication Date: 2021-08-13
INFERVISION MEDICAL TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

If the rib structure is not properly segmented and identified, the clinical value of the so-called computer description will be limited

Method used

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  • Image processing method and device, model training method and device, and electronic equipment
  • Image processing method and device, model training method and device, and electronic equipment
  • Image processing method and device, model training method and device, and electronic equipment

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Embodiment Construction

[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] Application overview

[0028] Deep learning implements artificial intelligence in computing systems by building artificial neural networks with hierarchical structures. Since the artificial neural network with hierarchical structure can extract and filter the input information layer by layer, deep learning has the ability of representation learning, which can realize end-to-end supervised learning and unsupervised learning. The artificial neural network with hierarchical structure used ...

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Abstract

The invention discloses an image processing method and device, a model training method and device and electronic equipment. The method comprises the steps of performing target detection on a current rib corresponding to a current second vertebral section on a vertebra rib mask image of a to-be-segmented image according to a key point corresponding to a current first vertebral section of the to-be-segmented image and an instance segmentation model, so as to determine the position of the current rib; and according to the position of the current rib, performing instance segmentation on the current rib to obtain the background of the to-be-segmented image and the instance segmentation result of the current rib, thereby not only avoiding the phenomena of under-segmentation, over-segmentation and the like when the ribs are segmented, but also avoiding color crossing between the ribs.

Description

technical field [0001] The present application relates to the technical field of image processing, in particular to an image processing method and device, a model training method and device, and electronic equipment. Background technique [0002] For the study of bone CT image segmentation, its very important clinical value is reflected in the identification of computer-aided information and the clinical research of neuropathology. So-called computer descriptions will be of limited clinical value if the rib structures are not properly segmented and identified. Contents of the invention [0003] In view of this, the embodiments of the present application are dedicated to providing an image processing method and device, a model training method and device, and electronic equipment, which can not only avoid under-segmentation and over-segmentation when segmenting ribs, but also can Avoid streaks of color between the ribs. [0004] According to the first aspect of the embodim...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T7/194G06T7/187G06T7/73G06K9/62G06N3/04G06N3/08
CPCG06T7/194G06T7/187G06T7/73G06N3/08G06T2207/30012G06T2207/10081G06T2207/20081G06T2207/20084G06T2207/30008G06V2201/07G06N3/045G06F18/24
Inventor 简伟健孙岩峰韦人贾玉杰金鸽张欢王瑜王少康陈宽
Owner INFERVISION MEDICAL TECH CO LTD
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