Image segmentation method and device, terminal equipment and storage medium

An image segmentation and image technology, applied in the field of image processing, can solve the problem of inaccurate image segmentation results, etc., to achieve the effect of increasing the receptive field and improving the segmentation accuracy

Pending Publication Date: 2022-07-22
中国科学院深圳理工大学筹
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  • Abstract
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  • Application Information

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Problems solved by technology

[0004] Embodiments of the present application provide an image segmentation method, device, terminal equipment, and sto

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  • Image segmentation method and device, terminal equipment and storage medium
  • Image segmentation method and device, terminal equipment and storage medium
  • Image segmentation method and device, terminal equipment and storage medium

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[0033] In order to make the purposes, technical solutions and advantages of the embodiments of the present application more clear, the technical solutions in the embodiments of the present application will be described clearly and completely below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of this application.

[0034] It is to be understood that, when used in this specification and the appended claims, the term "comprising" indicates the presence of the described feature, integer, step, operation, element and / or component, but does not exclude one or more other features , whole, step, operation, element, component and / or the presence or addition of...

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Abstract

The invention provides an image segmentation method and device, terminal equipment and a storage medium, and relates to the technical field of image processing. The image segmentation method comprises the steps of obtaining a to-be-processed image; inputting the to-be-processed image into the trained image segmentation model for processing, and outputting a segmented image; the image segmentation model is of an encoder-decoder structure, a group integration module is arranged between an encoder and a decoder which correspond to each other, the group integration module is used for extracting m pieces of compensation information of different scales from input features of the encoder and inputting the m pieces of compensation information of different scales into the decoder, and m is larger than or equal to 2. According to the image segmentation method and device, the terminal equipment and the storage medium provided by the invention, the problem that an image segmentation result of an existing image segmentation method is inaccurate can be solved to a certain extent.

Description

technical field [0001] The present application relates to the technical field of image processing, and in particular, to an image segmentation method, apparatus, terminal device and storage medium. Background technique [0002] Image segmentation technology is a technology that divides an image into several specific regions to extract specific types of objects. Image segmentation technology has been widely used in remote sensing, medicine and other fields. Taking the medical field as an example, image segmentation techniques can be used to extract the regions where organs or lesions are located in medical images to assist medical experts in making corresponding medical diagnoses. [0003] With the rapid development of deep learning technology, image segmentation methods based on deep learning have become an important image segmentation technology. In the prior art, the U-Net network model is generally used to segment images, but this network model only uses simple skip con...

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Application Information

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IPC IPC(8): G06V10/26G06V10/80G06K9/62G06V10/764G06V10/74G06V10/774G06V10/82G06T7/00G06N3/04G06N3/08
CPCG06T7/0012G06N3/08G06T2207/30016G06T2207/30096G06N3/045G06F18/22G06F18/24G06F18/253G06F18/214
Inventor 郭菲马世强唐继军郗文辉
Owner 中国科学院深圳理工大学筹
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