Method and intelligent system for assisted implant replacement based on deep learning

A deep learning and implant technology, applied in the field of medical image processing, can solve the problem of doctors spending a lot of energy

CN114004831BActive Publication Date: 2022-04-08LANCET ROBOTICS CO LTD
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Publication Date
2022-04-08

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Abstract

A method for assisted implant replacement based on deep learning, an assisted intelligent system, and a computer-readable storage medium, wherein the system is used to obtain tooth information by segmenting 2-dimensional images of teeth to assist in the selection of implants, and by predicting the implant area Cavity data at the alveolar bone to assist the design of the preoperative implant plan, including: a panoramic image generation unit, which is used to convert the 3D oral data CBCT of the tooth image file to be processed into 2D image data in a panoramic format; The tooth segmentation unit is used to input the image data into the preset image classification model for segmentation to obtain the segmented image data of the tooth; and the alveolar bone information prediction unit is used to perform feature extraction on the segmented image data using the preset feature extraction model, To determine the cavity data related to the alveolar bone. In this way, it can assist the physician to judge the patient's tooth condition to select the appropriate implant, and assist the design of the preoperative implant plan by predicting the data of the alveolar bone cavity.
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Description

technical field

[0001] The present invention relates to the technical field of medical image processing, in particular to a method for assisting implant replacement based on a deep learning method, an assisting intelligent system, a computer-readable storage medium and electronic equipment. Background technique

[0002] Implant replacement is one of the most challenging problems in oral surgery, during which quality procedures and safety measures need to be considered. Artificial implants often cannot achieve a satisfactory level of accuracy and safety, and, moreover, it requires a highly trained dentist and consumes a long time.

[0003] For this reason, robot-assisted surgical systems are crucial for implant placement, as a higher level of precision and safety in dental examinations can be maintained. More specifically, a robotic arm can be fabricated with an intelligent model for identifying positions in drilling teeth. These intelligent robots are highly autonomous, ca...

Examples

Embodiment Construction

[0018] Exemplary embodiments of the present invention will be described in detail below with reference to the accompanying drawings. The exemplary embodiments described below and illustrated in the accompanying drawings are intended to teach the principles of the invention and enable those skilled in the art to implement and use the invention in a number of different environments and for a number of different applications. Therefore, the protection scope of the present invention is defined by the appended claims, and the exemplary embodiments are not intended and should not be considered as a limiting description of the protection scope of the present invention.

[0019] According to one embodiment of the present invention, a method for assisting implant replacement based on a deep learning method is provided, which includes:

[0020] Step S01: Acquiring 2D panoramic image data of teeth to be identified

[0021] Step S02: Input the panoramic image data into a preset image cla...