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An auxiliary system for comprehensive data analysis and diagnosis of skin diseases

A comprehensive data and diagnosis-assisted technology, applied in the field of skin disease diagnosis, can solve problems such as poor accuracy, and achieve the effect of objective and reliable diagnosis and treatment opinions

Active Publication Date: 2022-06-07
HUNAN UNIV OF FINANCE & ECONOMICS
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AI Technical Summary

Problems solved by technology

However, because the causes of skin diseases are generally more complex, and the pathological features of skin diseases present an "iceberg" distribution, only the "tip of the iceberg" of skin disease pathological information can be obtained only through the extraction of pathological features of the surface layer
Therefore, the accuracy of existing traditional appearance image algorithms for skin diseases is poor

Method used

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  • An auxiliary system for comprehensive data analysis and diagnosis of skin diseases
  • An auxiliary system for comprehensive data analysis and diagnosis of skin diseases
  • An auxiliary system for comprehensive data analysis and diagnosis of skin diseases

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Embodiment Construction

[0082] like figure 1 As shown, an information processing method of an auxiliary system for comprehensive data analysis and diagnosis of dermatology, the specific process of user information processing is as follows:

[0083] S1: The skin imaging image classification processing system processes photos: the doctor uploads the patient's skin imaging images to the system, and the system preprocesses the images and stores them in the image database.

[0084] S2: skin imaging image feature recognition and analysis system to extract features and quantify: input the images in the image database into the trained skin imaging image feature recognition and analysis system based on CNN (Convolutional Neural Network) network. The input layer in the CNN (Convolutional Neural Network) network performs operations such as de-averaging, normalization, and whitening, and then passes it to the convolution computing layer for convolution calculation and pooling, and finally obtains the correspond...

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Abstract

The invention discloses an auxiliary system for comprehensive data analysis and diagnosis of skin diseases and an information processing method thereof. The auxiliary system for comprehensive data analysis and diagnosis of skin diseases includes: an information extraction system; a patient information database; an electronic medical record learning system; a medical history-disease database ; image database; skin imaging image feature recognition and analysis system; feature-disease database; expert database. On the basis of using artificial intelligence to analyze skin imaging image data containing a large number of skin disease characteristics, combined with the text data of clinical electronic medical records, and the dual diagnosis results of comprehensive skin imaging pictures and electronic medical records, a comprehensive data analysis of skin diseases is proposed. Diagnostic assistance system, which can automatically generate and feed back the range of target diseases, and give more objective and reliable diagnosis and treatment opinions than the existing artificial intelligence diagnosis system. The information processing method of the skin disease comprehensive data analysis and diagnosis auxiliary system is a method for processing skin imaging picture data information when the system is running.

Description

technical field [0001] The invention relates to the field of skin disease diagnosis, in particular to a skin disease comprehensive data analysis and diagnosis auxiliary system and an information processing method. Background technique [0002] There are many kinds of skin diseases, and the general etiology and pathology are more complex. However, at present, the high-quality medical resources for skin diseases are relatively unbalanced in clinical practice. In the face of the serious asymmetry of supply and demand between doctors and patients and the popularization of artificial intelligence, the application of artificial intelligence to assist disease diagnosis has emerged. [0003] At present, artificial intelligence-assisted diagnosis, which is widely used in skin disease diagnosis, mostly relies on extracting general image features of skin appearance and learning the relationship between features and diseases, so as to give the range of possible diseases, such as an inte...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A61B5/00G16H50/70G16H50/20
CPCA61B5/441G16H50/70G16H50/20
Inventor 王茜徐阳婷周大维康健杨思为王彤康丽阳童晓亮唐祯黄健
Owner HUNAN UNIV OF FINANCE & ECONOMICS
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