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Data processing method and device, electronic equipment and storage medium

A data processing and data technology, applied in the field of medical image processing, can solve the problem of low accuracy of processing results

Pending Publication Date: 2020-08-28
SHANGHAI UNITED IMAGING HEALTHCARE
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] However, due to the differences between individual patients (such as obese patients and emaciated patients), if the scan data of all patients are processed using a unified AI (Artificial Intelligence, artificial intelligence) model, the processing results obtained The accuracy is not high, there is still room for improvement

Method used

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  • Data processing method and device, electronic equipment and storage medium
  • Data processing method and device, electronic equipment and storage medium
  • Data processing method and device, electronic equipment and storage medium

Examples

Experimental program
Comparison scheme
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Embodiment 1

[0029] figure 1 It is a schematic flowchart of a data processing method provided in Embodiment 1 of the present invention. The method is applicable to the medical field, for example, in the process of image reconstruction based on the patient's scanned data, the processing of the scanned data; the processing of the image data to be optimized during image optimization, and the like. The data processing method provided by this embodiment improves the processing accuracy of the current pending processing by referring to the historical data associated with the current pending processing. The data processing method can be executed by a data processing device, and the device can be implemented in the form of software and / or hardware.

[0030] Such as figure 1 As shown, the data processing method provided in this embodiment includes the following steps:

[0031] Step 110, when it is necessary to process the current data to be processed of the target object, determine whether there...

Embodiment 2

[0054] figure 2 It is a schematic flow chart of a data processing method provided by Embodiment 2 of the present invention. On the basis of the above embodiments, this embodiment performs the operation "based on the historical data and the artificial intelligence AI model for the current data to be processed. "processing" has been optimized, specifically adding noise to the historical data to obtain historical data processing results to expand the number of training samples associated with the historical data; using the historical data processing results as training samples for The AI ​​model is trained online to increase the proportion of the characteristic data of the target object in the training samples, so that the AI ​​model can learn more features for the target object, and achieve the goal of obtaining the target object through the trained AI model. , Higher precision data processing results. Such as figure 2 As shown, the method includes:

[0055] Step 210, when ...

Embodiment 3

[0062] image 3 It is a schematic flow chart of a data processing method provided by Embodiment 3 of the present invention. On the basis of the above embodiments, this embodiment performs the operation "based on the historical data and the artificial intelligence AI model for the current data to be processed. "processing" is optimized, specifically inputting the current data to be processed into the AI ​​model to obtain a first processing result; performing information fusion based on the first processing result and the historical data to obtain a second processing result , using the second processing result as the processing result of the current data to be processed, so as to improve the processing accuracy of the current data to be processed of the target object by referring to the historical data of the target object. Such as image 3 As shown, the method includes:

[0063] Step 310: When the current pending data of the target object needs to be processed, determine whet...

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Abstract

The embodiment of the invention discloses a data processing method and device, electronic equipment and a storage medium, and the method comprises the steps: judging whether there is historical data which is matched with a target object and belongs to the same type as current to-be-processed data or not when the current to-be-processed data of the target object needs to be processed; and if thereis, processing the current to-be-processed data based on the historical data and an artificial intelligence AI model. According to the technical scheme of the embodiment of the invention, the purposeof improving the processing precision of the current to-be-processed data of the target object by referring to the historical data of the target object is achieved.

Description

technical field [0001] Embodiments of the present invention relate to the technical field of medical image processing, and in particular, to a data processing method, device, electronic equipment, and storage medium. Background technique [0002] With the development of artificial intelligence technology, artificial intelligence is applied to more and more fields. For example, in the medical field, artificial intelligence is applied to scan acceleration of medical imaging equipment and image processing tasks such as image reconstruction, image noise reduction, image enhancement, and image removal of artifacts. [0003] However, due to the differences between individual patients (such as obese patients and emaciated patients), if the scan data of all patients are processed using a unified AI (Artificial Intelligence, artificial intelligence) model, the processing results obtained The accuracy is not high, and there is still room for improvement. Contents of the invention ...

Claims

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Application Information

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IPC IPC(8): G16H30/20G06T5/00G06T7/33G06K9/62
CPCG16H30/20G06T7/33G06T2207/10081G06T2207/20081G06T2207/30061G06F18/22G06T5/70
Inventor 张治国
Owner SHANGHAI UNITED IMAGING HEALTHCARE
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