CN205215184U - Traditional chinese medical science intelligent diagnosis expert system - Google Patents
Traditional chinese medical science intelligent diagnosis expert system Download PDFInfo
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Abstract
The utility model discloses a traditional chinese medical science intelligent diagnosis expert system, include: image acquisition subsystem, image processing subsystem, pulse manifestation survey subsystem, pulse manifestation processing subsystem, integrated analysis subsystem and database management subsystem. Wherein, image acquisition subsystem, the work of the sub - system coordination of image processing, the realization lingual diagnosis is kneaded dough and is examined the detection function, generates the lingual surface analysis report, pulse manifestation surveys subsystem, pulse manifestation processing subsystem coordination work, realizes that the diagnosis by feeling the pulse detects the function, generates the pulse manifestation analysis report. Last, the integrated analysis subsystem gathers analysis between them, provides diagnosis result and treatment suggestion to feed back to the user. In addition, this system still should include the database management subsystem, is in charge of every registered user's personal data. The utility model discloses a traditional chinese medical science diagnostic system's outstanding advantage lies in: realized that traditional chinese medical science lingual diagnosis, face are examined and the combination of diagnosis by feeling the pulse, can obtain comprehensive full and accurate diagnosis result, carried forward the traditional medicine of motherland.
Description
Technical field
This utility model belongs to traditional medical instrument field, particularly relate to a kind of can by inspection of the tongue, face is examined and pulse-taking combines comprehensive traditional Chinese medical science Intelligent Diagnosis Expert System.
Background technology
Chinese medicine is a large rarity of Chinese traditional culture.The traditional Chinese medical science, before treatment, generally can be detected patient by " hope, hear, ask, cut ", differentiate disease, and then suit the remedy to the case by " comprehensive analysis of the data gained by the four methods of diagnosis ".
Inspection is that the god to patient, color, shape, state, picture of the tongue etc. carry out autotelic observation, to predict viscera.
Inspection comprises general inspection and inspection of the tongue two parts content.In general inspection, particularly important to the observation of face.Experience of tcm is thought, whether closely bound up " face " performance is on the face with " the five internal organs " health of human body, so by observing the facial health status can understanding health to a certain extent.
Inspection of the tongue is then understand Human Physiology and pathological state by observing picture of the tongue, at the bottom of the body of the tongue of main detection patient, tongue fur and tongue.Traditional inspection of the tongue method can be subject to the impact of doctor's know-how, diagnostic skill and the factor such as light, temperature at that time.And along with the progress of image processing techniques, area of computer aided Analysis of Lingual Picture system be generally considered can realize objectively, automatization's inspection of the tongue of standard.The development of Tongue instrument, based on computer color and texture analysis etc., serves positive effect in the collection, the process of picture of the tongue picture, the Diagnosis and Treat of disease etc. of tongue inspection information.
Palpation based on pulse-taking is the most distinctive detection method of the traditional Chinese medical science.By " feeling the pulse ", the abundant information that doctor can manifest with finger sense patient radial artery, differentiates the cause of disease of patient, pathogenesis, sick position, proposes Therapeutic Method further.For feeling pulse in various degree, need utilization three kinds of finger power during feeling the pulse, starting slightly to exert oneself, is feeling the pulse lightly at skin, by namely lifts; Then medium degree firmly, is got in muscle is, is called and seeks; Severe firmly, is taking the pulse heavily muscles and bones again, is called and presses.So, in feeling the pulse, be divided into cun,guan,chi three, every portion have floating, in, heavy three times, be also called " three body parts and nine pulse-taking sites ".
In recent years, in order to the objectivity utilizing modern science and technology to improve pulse wave spectrum, multidisciplinary scholar successively develops the electropulsograph of multiple different properties.Wherein, pressure transducer is that pulse wave spectrum objectifies the detection means often used, and also the most applicable simulation Chinese physician feels the pulse behavior simultaneously.Arteries and veins figure under the different pressures that research sensor obtains, can draw the part attribute of pulse condition.Subsequently, temporal analysis, multifactor knowledge figure method, speed analytical method, frequency domain analysis and artificial intelligence approach also sequential use defining in pulse condition wave character, further increase the analyticity of pulse condition.
But single inspection or palpation are all one of four diagnostic methods, some pathological changes just can not make diagnosis only according to feeling the pulse or the inspection of the tongue.Face-image, picture of the tongue and pulse condition can provide the useful information about patient, and only carrying out comprehensive comprehensively analysis correctly could be familiar with disease.Many units have developed electropulsograph or the picture of the tongue instrument of various ways once, but due to perfect not in the concrete link technology such as image procossing or pulse analysis, to not yet there being one can in clinical middle popularization, universal and application at present.Therefore, modern Chinese medicine field is in the urgent need to a kind of diagnostic system that can realize inspection and combine with pulse-taking.
Utility model content
The purpose of this utility model, be defect in order to overcome above-mentioned prior art and provide a kind of can by inspection of the tongue, face is examined and pulse-taking combines traditional Chinese medical science Intelligent Diagnosis Expert System.
For achieving the above object, this utility model adopts as purgation technical scheme:
The tcm diagnosis instrument built according to this utility model comprises: image acquisition subsystem, image processing subsystem, pulse condition detection subsystem, pulse condition processing subsystem, the subsystem of comprehensive analysis and data base management subsystem.
Described image acquisition subsystem completes the collection of picture of the tongue to user and face-image, comprises with lower part:
A. taking module, adopt camera bellows to provide metastable collection environment, light supply apparatus provides constant light source, and coordinate camera imaging, the photo obtained like this can ensure that the color of picture of the tongue and face-image is undistorted to the full extent.
B. image pre-processing module, carries out the pretreatment of image, and main task carries out suitable cutting and convergent-divergent to image on the basis of the needs meeting subsequent treatment, transmits to facilitate next step data.
Described image processing subsystem is analyzed several groups of photos that image acquisition subsystem obtains, and generates complete lingual surface analysis report, is sent to the subsystem of comprehensive analysis.It comprises with lower part:
A. image zooming-out processing module, processes the photo received, and the operation for picture of the tongue mainly comprises: to the denoising of image, segmentation, identification, also has and completes analysis to environment light source and compensation by algorithm.For the operation of face-image, mainly the organ such as eyes, nose is positioned, mark off face regional, in order to next step process.
B. model analysis matching module, after obtaining the image after processing, according to the model set up in advance, runs relative program and obtains analysis result.For picture of the tongue, be usually used in mainly color and the texture information of analysis.To the analysis of face-image, the mainly analysis etc. of facial color, gloss and lip.Finally generate complete lingual surface analysis report, then this report is sent to the subsystem of comprehensive analysis.
C. image pattern memory module, completes the backup of image pattern and analysis report.
Described pulse condition detection subsystem be responsible for according to " three body parts and nine pulse-taking sites " feel the pulse method successively with floating, in, heavy three kinds of different dynamics cun,guan,chi three position sensing pulse pressures inside the wrist of left hand and right hand, and transfer to described pulse condition processing subsystem.
The shape of pulse condition detection subsystem can be similar to a wrister, what realize that sensor and staff get between arteries and veins position by elastic wristband softly contacts, the inner surface of wrist strap is provided with three contacts of pressure transducer, when being worn in human wrist, three contacts and cun,guan,chi three positions can be made closely to agree with, thus detect three pulse pressure signals.Pulse condition detection subsystem comprises with lower part:
A. pressure sensor block, adopts planar multiple spot distributed pressure sensor commercial measurement pulse signal, comprises three according to the evenly distributed sensor square formation of rectangular mode.Multiple spot distributed sensor can improve the sensitivity of measurement greatly, effectively eliminates the incidental error brought by spot measurement.And when measuring pulse signal, as long as the spacing of fixation of sensor unit, reset the threshold value of the electricity that a sensor acquisition arrives, just can be sensed the sensor unit number of beat pulse by record, give expression to the pulse width information of quantification.Same, on the position along vascular axis, by adding up the number of longitudinal sensor unit, the quantification long to arteries and veins can be realized and judge.
B. supercharging driver module, be responsible for lifting according to the traditional Chinese medical science, seek in the three phases detected, by maneuver, generation three kinds of power successively increased progressively respectively, in order to detect floating pulse, middle normal pulse deep pulse.
C. circuit pretreatment module, should comprise the amplifying circuit, filter circuit and the A-D change-over circuit that connect successively, facilitate measurement and the transmission of signal.
Described pulse condition processing subsystem, to floating pulse, middle arteries and veins or deep pulse 18 groups of pulse wave rounded analysiss altogether that cun,guan,chi three positions of the right hand and left hand collect, extract pulse condition characteristic parameter, the quantification realizing the aspects such as arteries and veins length, rapid pulse, the rhythm and pace of moving things, pulsewidth, dynamics intuitively reflects, generate complete pulse analysis report, be sent to the subsystem of comprehensive analysis.It comprises with lower part:
A. Time-Frequency Analysis module, information pulse condition detection subsystem transmitted carries out time-frequency domain process, extracts the characteristic parameter of pulse condition.The floating pulse collected at cun,guan,chi three positions of the right hand and left hand, the characteristic parameter of middle normal pulse deep pulse pulse wave first gather respectively, then comparison mutually, judge that pulse condition has without exception.
B. pulse condition key element matching module, calling data storehouse, founding mathematical models, finds the corresponding relation between the state of pulse condition key element and the characteristic parameter of pulse signal.Then just by the analysis to these characteristic parameters, the pulse condition element informations such as arteries and veins length, rapid pulse, the rhythm and pace of moving things, pulsewidth, dynamics can be obtained.Finally generate complete pulse analysis report, then this report is sent to the subsystem of comprehensive analysis.
C. pulse condition sample storage module, completes the backup of pulse condition sample and analysis report.
Described the subsystem of comprehensive analysis comprises with lower part:
A. integrated treatment module, the analysis report that image processing subsystem and pulse condition processing subsystem send is summarised in a place, facial information, Tongue Information and pulse analysis are reported the body constitution information of this three aspect carries out permutation and combination, provide more rigorous diagnostic result and treatment suggestion.
B. the suggestion of final diagnostic result, therapeutic scheme and health guidance can be sent to user with form web page by result display module, and the content that user can be checked by webpage of leafing through comprises: 1 person document and medical season and temporal information; 2 oneself picture of the tongue and face-image; 3 lingual surface analysis results; 4 pulse pressure curve; 5 pulse analysis results; 6 final diagnostic result, personalized therapy program and health guidance suggestions.
Described data base management subsystem is responsible for the maintenance update to system data, comprises subscriber information storing module and Sample Refreshment module.They complete the registration of new user or help patient logs existing subscriber, the personal information in calling data storehouse; Also to preserve individual diagnosis records, electronic health record in time, regularly the case history of new patient be submitted to director server, note upgrading to the renewal of data base simultaneously.
In addition, native system also comprises data communication module, whole system is contacted as a whole, realizes transmitting the contact of image information, pulse condition information, subscriber data and diagnosis report.
Native system also comprises control module, is responsible for controlling all modules of whole system according to works, completing of each step of real-time oversight, writing time.
This utility model compared with prior art has obvious advantage and beneficial effect, specifically can be divided into following five aspects:
1. this utility model achieves inspection of the tongue, face examines and the combination of pulse-taking, the health and fitness information reflected for three parts carries out quantitative analysis all respectively, complete and comprehensively gather, the health for patient provides more rigorous diagnostic result and treatment suggestion.
2. inspection of the tongue part, focus on the impact controlling light source, constant light source is adopted to complete shooting, image transmitting quality is ensured by the pretreatment of image, realize, to the denoising of image, segmentation, identification and to the analysis of environment light source and compensation, ensure that the reliability analyzed picture of the tongue color and texture information to the full extent by many algorithms.In addition, the collection for information at the bottom of tongue that other system is often ignored can also be contained as required, enriched diagnosis basis.
3. pulse condition detection subsystem adopts planar multiple spot distributed pressure sensor commercial measurement pulse signal, greatly can improve the sensitivity of measurement, the incidental error that effective elimination is brought by spot measurement, especially can also include pulsewidth, arteries and veins length in detection category as required.
4. feel the pulse in process, adopt floating, in, heavy three kinds of dynamics measure cun,guan,chi three positions of patient right-hand man, respectively closer to the pulse-taking process of the traditional Chinese medical science.Time-Frequency Analysis is carried out for 18 groups of pulse pressure curve altogether, realizes intuitively reflecting the quantification of the pulse condition element information of the aspects such as arteries and veins length, rapid pulse, the rhythm and pace of moving things, pulsewidth, dynamics.
5. this utility model is every new user's building database of registration, and preserve individual diagnosis records, electronic health record, the total data that upgrades in time storehouse, facilitates the personal information management of patient.For old user, system can be compared this diagnosis report of user with case history in the past, understand health trend or the PD trend of patient further.
For more clearly setting forth architectural feature of the present utility model, technological means and the specific purposes reached thereof and function, be described in further detail below in conjunction with accompanying drawing and specific embodiment.
Accompanying drawing explanation
Fig. 1 is the structural representation of this utility model traditional Chinese medical science Intelligent Diagnosis Expert System;
Fig. 2 is be the schematic flow sheet that user diagnoses according to this utility model;
Fig. 3 is each module work schematic flow sheet that in this utility model, inspection of the tongue dough-making powder examines part;
Fig. 4 is each module work schematic flow sheet of pulse-taking part in this utility model.
Detailed description of the invention
Continue below in conjunction with accompanying drawing the detailed description of the invention explaining this utility model traditional Chinese medical science Intelligent Diagnosis Expert System, it is pointed out that enforcement of the present utility model is not limited to following embodiment.
First, before diagnosis starts, data base management subsystem invoke user information storage module, completes the registration of new user or helps patient logs existing subscriber.Can fill in essential information by selectivity when new user registers, as name, age, cell-phone number etc., and system can carry out secret protection to this part information.User is after succeeding in registration, and obtain oneself a user name, the information of new user and user name all will stored in customer data bases.If old user, then module needs from customer data base, read existing subscriber's name and diagnosis records in the past, display for user's inquiry, and as the reference that this is diagnosed.
Subsequent picture acquisition subsystem, image processing subsystem start co-ordination, realize inspection of the tongue dough-making powder and examine measuring ability, comprise the following steps:
A: the taking module of image acquisition subsystem completes the collection to user's picture of the tongue and face-image.There is provided metastable collection environment by camera bellows, light supply apparatus provides constant light source, and coordinate camera imaging, the photo obtained like this can ensure that the color of picture of the tongue and face-image is undistorted to the full extent.
B: image pre-processing module carries out pretreatment to image, suitable cutting and convergent-divergent are carried out to image in the basis of needs meeting subsequent treatment, transmit to facilitate next step data.Then data communication module can by shooting picture of the tongue and facial image uploading to image processing subsystem.
C: after obtaining picture of the tongue, image zooming-out processing module is started working, and comprising: to the denoising of image, segmentation, identification, also has and completes analysis to environment light source and compensation, to reduce the possible deviation of image analysis result by algorithm.And for face-image, image zooming-out processing module can position the organ such as eyes, nose, mark off face regional.
D: model analysis matching module, after obtaining the image after processing, according to the model set up in advance, runs relative program and obtains analysis result.For picture of the tongue, be usually used in mainly color and the texture information of analysis.To the analysis of face-image, the mainly analysis of facial color, gloss and lip.
E: after obtaining the analysis result of whole picture of the tongues and face-image, adds consultation time label wherein, generates complete lingual surface analysis report, then this report is sent to the subsystem of comprehensive analysis, also backs up in image pattern memory module simultaneously.
In step A, if user needs, we can also gather tongue base map picture, and the color of blood vessel at the bottom of tongue has reference value with shape for judging that the health status of user is same.
After this, pulse condition detection subsystem, pulse condition processing subsystem start co-ordination, realize pulse-taking measuring ability, comprise the following steps:
A: pressure sensor block three contacts of pulse condition detection subsystem are adhered on cun,guan,chi three positions inside the same wrist of human body respectively, detects the pulse pressure signal of three positions, forms corresponding pulse pressure curve.In the stage that concrete detection is divided into three time spans fixing, supercharging driver module controls first stage applying slight pressure, obtains floating pulse; Second stage applies medium degree pressure, obtains middle arteries and veins; Phase III applies high stress, obtains deep pulse.
B: steps A is respectively carried out once right-hand man, floated, in, 18 groups of pulse pressure curve of left hand and right hand three positions under heavy three kinds of dynamics.First this curve is given circuit pretreatment module and is simply identified, if there is curve to occur wave band disappearance or gross distortion etc., then returns steps A and again gets pulse condition; If all curve no serious abnormalities, be then handed over to pre-process circuit.
C: pulse pressure curve through connect successively amplification, filtering and A-D change-over circuit, completing circuit pretreatment.
D: add label to the pulse pressure curve after pretreatment, generate complete pulse information, upload pulse condition processing subsystem.Label should comprise left hand or the right hand, cun,guan,chi three positions, and the labelling of floating pulse, middle arteries and veins or deep pulse.
E: after pulse condition processing subsystem obtains the signal of telecommunication generated by pulse pressure curve, time-frequency domain process is carried out to it, the floating pulse that cun,guan,chi three positions of the right hand and left hand collect by the characteristic parameter extracting pulse condition, the characteristic parameter of middle normal pulse deep pulse pulse wave first gather respectively, comparison mutually again, if when finding the obvious deviation of the characteristic parameter of a certain waveform, abnormal information is presented in pulse analysis report.
F: pulse condition key element matching module meeting calling data storehouse, founding mathematical models, finds the corresponding relation between the state of pulse condition key element and the characteristic parameter of pulse signal.Then just by the analysis to these characteristic parameters, the pulse condition element informations such as arteries and veins length, rapid pulse, the rhythm and pace of moving things, pulsewidth, dynamics can be obtained.Finally generate pulse analysis report, then this report is sent to the subsystem of comprehensive analysis.
G: after obtaining whole pulse analysis results, adds consultation time label wherein, generates complete pulse analysis report, then this report is sent to the subsystem of comprehensive analysis, also back up in pulse condition sample storage module simultaneously.When we can also be added on consultation time label, the factor in season is included in the category of pulse analysis.Because research shows, the pulse condition of people can change with the transition in season, adds this information and contributes to making diagnostic result more accurately.
Finally, the analysis report that image processing subsystem and pulse condition processing subsystem send is summarised in a place by the subsystem of comprehensive analysis, facial information, Tongue Information and pulse analysis are reported the body constitution information of this three aspect carries out permutation and combination, provide more rigorous diagnostic result and treatment suggestion.
For old user, patient's diagnosis records before can extract by data base management subsystem from data base, the subsystem of comprehensive analysis can be compared this diagnosis report of user with case history in the past, draw health trend or the PD trend of patient.
The suggestion of final diagnostic result, therapeutic scheme and health guidance can be sent to user with form web page by result display module, and the content that user can be checked by webpage of leafing through comprises: 1 person document and medical season and temporal information; 2 oneself picture of the tongue and face-image; 3 lingual surface analysis results; 4 pulse pressure curve; 5 pulse analysis results; 6 final diagnostic result, personalized therapy program and health guidance suggestions.
For old user, after user has checked this diagnostic result, browse mode can be switched, diagnosis records all before inquiry.
In addition, data base management subsystem will be responsible for the maintenance update to system data at any time, regularly the case history of new patient is submitted to director server, notes upgrading to the renewal of data base simultaneously.
The above; be only this utility model preferably detailed description of the invention; but protection domain of the present utility model is not limited thereto; anyly be familiar with those skilled in the art in the technical scope that this utility model discloses; the change that can expect easily or replacement, all should be encompassed within protection domain of the present utility model.
Claims (3)
1. by inspection of the tongue, face is examined and pulse-taking combines a traditional Chinese medical science Intelligent Diagnosis Expert System, can it is characterized in that, comprising:
Image acquisition subsystem, is used for realizing the collection of picture of the tongue to user and face-image under stabilized light source;
Image processing subsystem, the denoising of image, segmentation, identification are carried out to several groups of photos that image acquisition subsystem obtains, compensate for ambient light source, run relative program and obtain analysis result, comprise the analysis to tongue color and texture information, analysis of face color, gloss and lip etc., generates complete lingual surface analysis report;
Pulse condition detection subsystem, according to " three body parts and nine pulse-taking sites " feel the pulse method successively with floating, in, heavy three kinds of different dynamics cun,guan,chi three position sensing pulse pressures inside the wrist of right-hand man, three contacts wherein comprising pressure transducer adhere on cun,guan,chi three positions inside same wrist respectively, by the pulse signal that detects after the pretreatment operation such as the amplification on circuit, filtering, A-D conversion, transfer to described pulse condition processing subsystem;
Pulse condition processing subsystem, the floating pulse, middle arteries and veins or the deep pulse that collect cun,guan,chi three positions of the right hand and left hand altogether 18 groups of pulse waves carry out the rounded analysis on time domain and frequency domain, by extraction pulse condition characteristic parameter, realize intuitively reflecting the quantification of the pulse condition element information of the aspects such as arteries and veins length, rapid pulse, the rhythm and pace of moving things, pulsewidth, dynamics, generate complete pulse analysis report;
The subsystem of comprehensive analysis, together with the analysis report that image processing subsystem and pulse condition processing subsystem obtain is summarised in, by picture of the tongue, face-image, this three aspect of pulse condition body constitution information carry out comprehensively comprehensive, provide the suggestion of more rigorous diagnostic result, therapeutic scheme and health guidance, and send to user with form web page;
Data base management subsystem, will be responsible for the maintenance update to system data at any time, by the backup of the personal data of the user of each registration and login, regularly the diagnosis records of new patient is uploaded to director server, notes upgrading to the renewal of data base simultaneously.
2. traditional Chinese medical science Intelligent Diagnosis Expert System according to claim 1, is characterized in that, comprise image acquisition subsystem, can realize, often by the collection for information at the bottom of tongue that other system is ignored, it can be used as diagnosis basis.
3. traditional Chinese medical science Intelligent Diagnosis Expert System according to claim 1, it is characterized in that, pulse condition detection subsystem wherein comprises pressure sensor block, and described pressure sensor block adopts planar multiple spot distributed pressure sensor, comprises three according to the evenly distributed sensor square formation of rectangular mode; In described sensor square formation, the spacing of each sensor unit is for fixing and known, and the sensor unit number of vertical vascular axis, can give expression to the pulse width information of quantification.
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Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN106503479A (en) * | 2016-12-06 | 2017-03-15 | 郭福生 | A kind of Constitution Identification system and discrimination method |
| CN106580257A (en) * | 2016-12-16 | 2017-04-26 | 天津慧医谷科技有限公司 | Traditional Chinese medical four-diagnostic detector and detection method |
| CN106691403A (en) * | 2016-12-27 | 2017-05-24 | 合肥讯创信息科技有限公司 | Pulse collection method for pulse instrument |
| CN106778047A (en) * | 2017-03-06 | 2017-05-31 | 武汉嫦娥医学抗衰机器人股份有限公司 | A kind of traditional Chinese medical science facial diagnosis integrated system based on various dimensions medical image |
| CN107242857A (en) * | 2017-06-12 | 2017-10-13 | 南开大学 | The intelligent traditional Chinese medical science based on deep learning integrates diagnosis and therapy system |
| WO2019071837A1 (en) * | 2017-10-14 | 2019-04-18 | 深圳市前海安测信息技术有限公司 | Traditional chinese medicine preventative treatment auxiliary diagnosis and treatment system and data processing device thereof |
| CN111584040A (en) * | 2020-04-15 | 2020-08-25 | 宁波巨谷智能装备有限公司 | Traditional Chinese medicine expert intelligent system and construction method thereof |
| CN113409304A (en) * | 2021-07-15 | 2021-09-17 | 深圳市圆道妙医科技有限公司 | Holographic-based multidimensional tongue image analysis method, system, equipment and storage medium |
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- 2015-08-05 CN CN201520592701.9U patent/CN205215184U/en active Active
Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106503479A (en) * | 2016-12-06 | 2017-03-15 | 郭福生 | A kind of Constitution Identification system and discrimination method |
| CN106580257A (en) * | 2016-12-16 | 2017-04-26 | 天津慧医谷科技有限公司 | Traditional Chinese medical four-diagnostic detector and detection method |
| CN106691403A (en) * | 2016-12-27 | 2017-05-24 | 合肥讯创信息科技有限公司 | Pulse collection method for pulse instrument |
| CN106778047A (en) * | 2017-03-06 | 2017-05-31 | 武汉嫦娥医学抗衰机器人股份有限公司 | A kind of traditional Chinese medical science facial diagnosis integrated system based on various dimensions medical image |
| CN107242857A (en) * | 2017-06-12 | 2017-10-13 | 南开大学 | The intelligent traditional Chinese medical science based on deep learning integrates diagnosis and therapy system |
| WO2019071837A1 (en) * | 2017-10-14 | 2019-04-18 | 深圳市前海安测信息技术有限公司 | Traditional chinese medicine preventative treatment auxiliary diagnosis and treatment system and data processing device thereof |
| CN111584040A (en) * | 2020-04-15 | 2020-08-25 | 宁波巨谷智能装备有限公司 | Traditional Chinese medicine expert intelligent system and construction method thereof |
| CN113409304A (en) * | 2021-07-15 | 2021-09-17 | 深圳市圆道妙医科技有限公司 | Holographic-based multidimensional tongue image analysis method, system, equipment and storage medium |
| CN113409304B (en) * | 2021-07-15 | 2022-05-20 | 深圳市圆道妙医科技有限公司 | Holographic-based multidimensional tongue image analysis method, system, equipment and storage medium |
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