Method and system for generating standard ultrasonic image training set
A technology of ultrasound images and training sets, applied in the field of data standardization, can solve problems such as affecting the accuracy of artificial intelligence training and affecting the prediction accuracy of ultrasound training models.
Active Publication Date: 2020-08-25
上海深至信息科技有限公司
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This difference in image quality data will affect the accuracy of the training results of artificial intelligence training, which in turn will affect the prediction accuracy of the ultrasound training model obtained through training
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[0056] The present invention will be described in detail below in conjunction with the accompanying drawings and specific embodiments. The present invention is not limited to this embodiment, and other embodiments may also belong to the scope of the present invention as long as they conform to the gist of the present invention.
[0057] In a preferred embodiment of the present invention, based on the above-mentioned problems in the prior art, a method for generating a standard ultrasound image training set is now provided, in which several ultrasound images obtained by ultrasound scanning are obtained in advance from at least one ultrasound equipment in the hospital. image data, and sending each ultrasound image data to a processing device connected to the ultrasound equipment;
[0058] Such as figure 1 As shown, the generation method of the standard ultrasound image training set specifically includes the following steps:
[0059] Step S1, for each ultrasonic image data, the...
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The invention provides a method and a system for generating a standard ultrasonic image training set, and relates to the technical field of data standardization. The method comprises the steps that aprocessing device carries out standardization processing on ultrasonic image data to obtain standard ultrasonic image data in a preset format; the standard ultrasonic image data is subjected to imageevaluation to obtain a corresponding image evaluation result; when each image evaluation subcategory in the image evaluation result does not meet a preset image evaluation standard, the standard ultrasonic image data is optimized to obtain optimized ultrasonic image data; and when the image evaluation subcategory conforms to the preset image evaluation standard, a doctor manually marks the standard ultrasonic image data corresponding to the image evaluation result, and adds the marked standard ultrasonic image data into a standard ultrasonic image training data set for subsequent model training. The method has the beneficial effects that the ultrasonic image data contains rich clinical data, and the image quality of the training data in the standard ultrasonic image training set is ensured.
Description
technical field [0001] The invention relates to the technical field of data standardization, in particular to a method and system for generating a standard ultrasound image training set. Background technique [0002] The existing ultrasonic artificial intelligence training data is mainly aimed at image classification and recognition. Most of the current ultrasonic image data contains static pictures, general dynamic pictures or image sequences. Annotate the perception of ultrasound images. [0003] The current ultrasound training data is relatively simple, only containing image information, and other ultrasound information, such as patient information, examination site, image physics and pixel ratio, etc., are not included in clinically meaningful data. A single training data may be effective in the current training, but if more clinical data is added, it will have more significance for labelers or subsequent multi-model joint training. Ultrasound image data is obtained fr...
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IPC IPC(8): G16H30/20G06T7/00
CPCG16H30/20G06T7/0012G06T2207/10132G06T2207/20081
Inventor 朱瑞星陈学兵刘西耀
Owner 上海深至信息科技有限公司