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Data processing method, device and equipment based on visual field inspection report

A visual field inspection and data processing technology, applied in the field of artificial intelligence, can solve problems such as the accuracy of unfavorable classification results and the inability to fully reflect the visual field inspection report information, and achieve the effect of improving accuracy and high recognition precision

Active Publication Date: 2022-03-29
SHENZHEN INST OF ADVANCED TECH CHINESE ACAD OF SCI +1
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Problems solved by technology

[0004] In view of this, the embodiment of the present application provides a data processing method, device and equipment based on the visual field test report to solve the problem that the information in the visual field test report cannot be fully reflected when analyzing and processing the visual field test report in the prior art. Problems that are not conducive to improving the accuracy of classification results

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  • Data processing method, device and equipment based on visual field inspection report
  • Data processing method, device and equipment based on visual field inspection report
  • Data processing method, device and equipment based on visual field inspection report

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Embodiment Construction

[0046]In the following description, specific details such as specific system structures and technologies are presented for the purpose of illustration rather than limitation, so as to thoroughly understand the embodiments of the present application. It will be apparent, however, to one skilled in the art that the present application may be practiced in other embodiments without these specific details. In other instances, detailed descriptions of well-known systems, devices, circuits, and methods are omitted so as not to obscure the description of the present application with unnecessary detail.

[0047] In order to illustrate the technical solutions described in this application, specific examples are used below to illustrate.

[0048] For the visual field test reports mentioned in this application, a large number of visual field test reports can be obtained through joint ophthalmology institutions. The collected visual field test report can be collected using humphery perime...

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Abstract

A data processing method based on a visual field test report includes: acquiring light sensitivity data map data, pattern deviation numerical map data and pattern deviation probability map data in the visual field test report to be processed; inputting the light sensitivity data map data into the first The convolutional neural network model obtains the first training score, the pattern deviation numerical map data is input into the second convolutional neural network model to obtain the second training score, and the pattern deviation probability map data is input into the third convolutional neural network model to obtain The third training score: calculate and obtain the classification result according to the first score, the second score, the third score and the corresponding weight. Compared with the method of image comparison, the recognition accuracy is higher, and on the basis of the pattern deviation probability map and pattern deviation numerical map, the light sensitivity data map with original information is introduced, and the visual field inspection report information is more fully utilized. It is beneficial to improve the accuracy of the obtained classification results. And based on the classification result, it is beneficial to improve the generation efficiency of the final report, and combined with other detection information, it can help medical staff to quickly evaluate the condition.

Description

technical field [0001] The present application belongs to the field of artificial intelligence, and in particular relates to a data processing method, device and equipment based on visual field map reports. Background technique [0002] The field of vision is the spatial range that can be seen when one eye is fixedly looking at a point directly in front. This range is also called peripheral vision, which is the vision outside the fovea of ​​the macula. The visual field test report generated by this visual field test can be used to obtain the classification result of the whole retina. [0003] After getting the visual field inspection report of the user, in order to improve the judgment efficiency of the analyst, the pattern deviation probability map information is usually used for analysis, and the habit of simply simulating the map reading is used. However, the pattern deviation probability map created by comparing with the common data built into the perimetry cannot fully...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06V30/148G06V10/56G06K9/62G06N3/04G06N3/08G06V10/75G06V10/764
CPCG06N3/08G06V30/153G06V10/56G06N3/045G06F18/22G06F18/2415
Inventor 乔宇张秀兰宋迪屏李飞曲国祥刘亮希熊健
Owner SHENZHEN INST OF ADVANCED TECH CHINESE ACAD OF SCI