CN109524110A - A kind of the tcm constitution discrimination method and equipment of observation and interrogation conjunction ginseng - Google Patents
A kind of the tcm constitution discrimination method and equipment of observation and interrogation conjunction ginseng Download PDFInfo
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- CN109524110A CN109524110A CN201811454775.0A CN201811454775A CN109524110A CN 109524110 A CN109524110 A CN 109524110A CN 201811454775 A CN201811454775 A CN 201811454775A CN 109524110 A CN109524110 A CN 109524110A
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- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/25—Fusion techniques
- G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/172—Classification, e.g. identification
Abstract
The present invention provides the tcm constitution discrimination method and equipment of a kind of observation and interrogation conjunction ginseng, it is characterized in that method includes the following steps, it is taken pictures face-image, tongue fur image using video camera, identify that k (k < 9) plant somatotypes by observation, then several somatotypes are input to interrogation module, the problem of interrogation module wants interrogation according to the acquisition of the k kind somatotypes of input, subject answers these problems, and then final somatotypes is obtained according to the answer of answer.It is characterized in that equipment includes liveness detector, video camera, sound pick-up, sound equipment, touch screen, Intelligent Information Processing device and case database memory.Invention is beneficial in that realizing the two closes ginseng, improves accuracy rate.Meanwhile personalized interrogation has been carried out, the interrogation topic of each subject is different.
Description
Technical field
The invention belongs to computer and artificial intelligence Chinese medicine health field application, more particularly, to a kind of Constitution Identification
Method and apparatus.
Background technique
It is opposite that theory of traditional Chinese medical science thinks that constitution is that human body shows on the basis of genetic prerequisite and the living habit day after tomorrow
Stable inherent characteristic includes the morphosis and psychology makings of people.Current main Constitution Identification method is to pass through answer
The problem of one group of standard, judges somatotypes, the disadvantage is that recognition cycle is long, reduces efficiency.Secondly because the subjectivity of subject
Property influence so that identification accuracy rate it is low, it is therefore desirable to use more intelligentized Constitution Identification method.On the other hand, at present
Also there is the method for observation identifier matter type, tongue fur and facial (observation) contain a large amount of human body constitution information, pass through observation
They can more objectively judge human body constitution type, but this needs Traditional Chinese Medicine experts professional experiences abundant, to general doctor
Raw and ordinary people is just more difficult.Therefore, these two types of constitution recognition methods have biased, it would be desirable to merge two classes identification constitution
The method of type, to obtain more accurate somatotypes.
Summary of the invention
It is an object of the invention to solve the problems, such as that Constitution Identification accuracy is not high, propose that ginseng is closed in a kind of observation and interrogation
Tcm constitution discrimination method and equipment.
A kind of the tcm constitution discrimination method and equipment of observation and interrogation conjunction ginseng, it is characterised in that method includes the following steps
[1] it continuously takes pictures face-image m
[2] the somatotypes set of every face-image is identified
[3] it continuously takes pictures tongue fur image n
[4] the somatotypes set of every tongue fur image is identified
[5] the somatotypes set for merging face-image and tongue fur image, obtains fused somatotypes set
[6] according to fused somatotypes set, corresponding interrogation problem set and answer choice are obtained
[7] it allows subject to answer each problem in interrogation problem set, obtains problem answers
[8] validity for obtaining problem answers is examined.
[9] answer answered a question according to subject calculates new somatotypes probability, and presses probability sorting, select probability
Value is greater than the somatotypes of given threshold values.
A kind of tcm constitution identification apparatus of observation and interrogation conjunction ginseng, it is characterised in that equipment includes human body detector, takes the photograph
The function of camera, sound pick-up, broadcaster, touch screen, message handler and archival memory, each unit is as follows:
[1] human body detector: detecting and open equipment when subject arrives, when subject leaves time of restriction, then pass hull closure
[2] video camera: face and tongue image for acquiring subject
[3] archival memory: the corresponding relationship between somatotypes intersection and interrogation problem set is saved with a tables of data.
[4] all calculating, including constitution identification message handler: are completed
[5] touch screen: display interrogation problem and the option of answer, while showing the somatotypes identified and coordinating program
[6] broadcaster: for the option of broadcast interrogation problem and answer, while the broadcast somatotypes identified and coordinating program
[7] sound pick-up: the answer that recording subject is answered a question.
Message handler unit connects all other hardware cell.Message handler unit includes software module below:
[1] human detection module: whether automatic detection human body has arrived or has left.
[2] facial constitution identification module: it identifies somatotypes according to face-image.
[3] tongue constitution identification module: it is according to tongue image recognition somatotypes.
[4] interrogation problem obtains module: it is inputted according to the somatotypes set that step [2] and step [3] export, and is obtained
Take corresponding interrogation problem set and answer choice.
[5] subject answers interrogation problem module: by touch screen on probation or with audio inquiry problem, module also examines answer
The validity of answer.
[6] close ginseng constitution identification module: for the option that it answers step [5] as the input of oneself, output is that observation is asked
Examine the somatotypes for closing ginseng.
The beneficial effects of the present invention are:
[1] observation and interrogation are merged, the accuracy rate of Constitution Identification is improved
[2] first observation, rear interrogation.The problem of interrogation, is determined according to the result of observation, thus the interrogation problem of different subject
Difference realizes the Constitution Identification of personalized interrogation.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
The embodiment of invention for those of ordinary skill in the art without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
The flow chart of the tcm constitution discrimination method of ginseng is closed in a kind of observation of Fig. 1 and interrogation
The structure chart of the tcm constitution identification apparatus of ginseng is closed in a kind of observation of Fig. 2 and interrogation
Specific embodiment
Below with reference to case study on implementation and attached drawing, the present invention is described in further detail, but embodiments of the present invention are not
It is limited to this.As shown in Figure 1, a kind of tcm constitution discrimination method of observation and interrogation conjunction ginseng described in the implementation case, including with
Lower step:
[1] it continuously takes pictures face-image m
[2] the somatotypes set of every face-image is identified
[3] it continuously takes pictures tongue fur image n
[4] the somatotypes set of every tongue fur image is identified
[5] the somatotypes set for merging face-image and tongue fur image, obtains fused somatotypes set
[6] according to fused somatotypes set, corresponding interrogation problem set and answer choice are obtained
[7] it allows subject to answer each problem in interrogation problem set, obtains problem answers
[8] validity for obtaining problem answers is examined.
[9] answer answered a question according to subject calculates new somatotypes probability, and presses probability sorting, select probability
Value is greater than the somatotypes of given threshold values.
Now in conjunction with Fig. 1 flow chart respectively details are as follows.
Step [1], the face-image 5 that people can be continuously shot using video camera are opened, and midfeather 0.5 second, this 5 faces
Portion's image is denoted as
Step [2] identifies this 5 faces using the facial image Constitution Identification method of patent (CN201611191694.7) respectively
The somatotypes of portion's image, the corresponding four kinds of most probable somatotypes of each face-image, is denoted as
Wherein somatotypes include gentle matter, deficiency of vital energy matter, deficiency of yang matter, deficiency of Yin matter, phlegm wet matter, damp and hot matter, blood stasis matter, obstruction of the circulation of vital energy matter,
Spy reports matter, i.e.,
Step [3], the tongue image 5 that people can be continuously shot using video camera are opened, and midfeather 0.5 second, this 5 tongue figures
As being denoted as
Step [4] identifies 5 tongues using the tongue image constitution discrimination method of patent (CN201611216146.5) respectively
The somatotypes of image, the corresponding four kinds of most probable somatotypes of each tongue image, is denoted as
Wherein somatotypes include gentle matter, deficiency of vital energy matter, deficiency of yang matter, deficiency of Yin matter, phlegm wet matter, damp and hot matter, blood stasis matter, obstruction of the circulation of vital energy matter,
Spy reports matter, i.e.,
Step [5], merges the somatotypes of face-image and tongue image, and method uses voting method.Face-image and tongue
The somatotypes of image adds up to 40, and S=, these
Some in type be it is identical, we first count the number of each somatotypes in this 40 somatotypes, such as gentle body
Quantity are as follows:
Then the quantity of more every kind of somatotypes:, finally select quantity most
Three big somatotypes, are denoted as C
[6] according to fused somatotypes set, corresponding interrogation problem set and answer choice P are obtained.Implementation method is to look into
Ask a tables of data.We save the corresponding problem set of every kind of somatotypes set in tables of data in advance, and here is data
Preceding two records in table.It can be seen that the corresponding interrogation problem set of different somatotypes set is different, problem number
Also different.
Constitution interrogation problem table
It is assumed that the current fused somatotypes set C of observation is { deficiency of Yin matter phlegm wet matter obstruction of the circulation of vital energy matter }, by inquiring constitution interrogation
Problem table obtains interrogation problem and answer choice P:
1 you are energetic
[1] do not have [2] seldom [3] sometimes [4] often [5] always
2 you be easy shortness of breath (short of breath, not connect gas)
[1] do not have [2] seldom [3] sometimes [4] often [5] always
3 your tricks are sent out cool
[1] do not have [2] seldom [3] sometimes [4] often [5] always
4 your thick greasy tongue coating or the feeling for having tongue fur thick
[1] do not have [2] seldom [3] sometimes [4] often [5] always
5 you be easy insomnia
[1] do not have [2] seldom [3] sometimes [4] often [5] always
Step [7] allow subject answer interrogation problem set P each problem.Each problem and its option are shown on the touchscreen, are allowed
Subject selection.Such as shown according to problem returned above it is as follows, wherein red is the answer for being tested selection.
1 you are energetic
O does not have the seldom O of O, and the frequent O of O is always sometimes
2 you be easy shortness of breath (short of breath, not connect gas)
The frequent O of O does not have the seldom O of O, and O is always sometimes
3 your tricks are sent out cool
O does not have the seldom O of O, and the frequent O of O is always sometimes
4 you always sleep after 2 points at night
Always O does not have O the frequent O of O is seldom sometimes O
5 your thick greasy tongue coating or the feeling for having tongue fur thick
Sometimes O does not have the frequent O of the seldom O of O always to O
6 you be easy insomnia
O does not have the seldom O of O, and the frequent O of O is always sometimes
Step [8] examines the validity of subject selection answer.We increase one of topic (topic 4) and are used to judge that subject is
No random answer, if subject selection (always) option, the answer being tested is invalid, and subject is reminded to answer again.
Step [9] calculates new somatotypes according to the answer that subject is answered a question.Calculation method is using engineering
The classifier LDA(Linear Discriminant Analysis of habit) calculate the probability of every kind of somatotypes, and press probability
Sequence, select probability value are greater than the somatotypes of given threshold values.
The input of LDA is the answer vector (3 34 of somatotypes set { deficiency of Yin matter phlegm wet matter obstruction of the circulation of vital energy matter } and interrogation problem
3 5), and wherein the component of vector is the answer serial number (answer of the 4th problem is not included) of per pass problem, and output is constitution class
The probability of every kind of somatotypes in type, and probability sorting is pressed, select probability value is greater than the somatotypes of given threshold values.
As shown in Fig. 2 (b), the tcm constitution identification apparatus of ginseng is closed in a kind of observation and interrogation, it is characterised in that equipment includes
Human body detector, video camera, sound pick-up, broadcaster, touch screen, message handler and archival memory, the function of each unit
It can be as follows:
H1 human body detector: detecting and open equipment when subject arrives, and leaves the given time when being tested, then pass hull closure
H2 video camera: face and tongue image for acquiring subject
H3 archival memory: with tables of data save somatotypes intersection with it is corresponding between interrogation problem set and option
Relationship.
H4 message handler: all calculating, including constitution identification are completed
H5 touch screen: display interrogation problem and the option of answer, while showing the somatotypes identified and coordinating program
H6 broadcaster: for the option of broadcast interrogation problem and answer, while the broadcast somatotypes identified and coordinating program
H7 sound pick-up: the answer that recording subject is answered a question.
The H4 connection of message handler unit other all hardware unit H1, H2, H3, H5, H6, H7.And H4 will also be completed such as
Software module function shown in Fig. 2 (a)
S1 human detection module: whether automatic detection human body has arrived or has left.It uses H1 hardware cell, such as infrared sensor.
S2 face constitution identification module: it identifies constitution according to face-image.It uses hardware cell H2.
S3 tongue constitution identification module: it is according to tongue image recognition constitution.It uses hardware cell H2.
S4 interrogation problem obtains module: input of the somatotypes set that it is exported according to S2 and S3 as S4, acquisition pair
The interrogation problem set and answer choice answered.It will access archival memory H3.
S5 subject answers interrogation problem module: it uses touch screen H5 display problem and answer choice, subject selection answer.Or it
With hardware cell H6 broadcaster playback problem and answer choice, and it is tested with sound pick-up H7 recording the option of selection.
S6 closes ginseng constitution identification module:, by the input of S5 exported as oneself, output is after ginseng is closed in observation interrogation for it
Somatotypes.
Claims (21)
1. tcm constitution discrimination method and equipment that ginseng is closed in a kind of observation and interrogation, it is characterised in that method includes the following steps
[1] it continuously takes pictures face-image m
[2] the somatotypes set of every face-image is identified
[3] it continuously takes pictures tongue fur image n
[4] the somatotypes set of every tongue fur image is identified
[5] the somatotypes set for merging face-image and tongue fur image, obtains fused somatotypes set
[6] according to fused somatotypes set, corresponding interrogation problem set and answer choice are obtained
[7] it allows subject to answer each problem in interrogation problem set, obtains problem answers
[8] validity for obtaining problem answers is examined.
2. [9] answer answered a question according to subject calculates new somatotypes probability, and presses probability sorting, select probability value
Greater than the somatotypes of given threshold values.
3. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 1 and interrogation and equipment, feature exist
In step [5], the somatotypes set of face-image and tongue fur image is merged, the method for use is ballot method, is selected final
Somatotypes subset.
4. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 1 and interrogation and equipment, feature exist
In step [6], a tables of data has been pre-saved, has included two, first item is somatotypes set, and Section 2 is corresponding asks
Examine problem and answer choice.
5. closing the tcm constitution discrimination method of ginseng with a kind of observation as claimed in claim 3 and interrogation according to claim 1 and setting
It is standby, it is characterised in that: different somatotypes set, the interrogation problem set and answer choice of acquisition are different, interrogation problem set
The number of conjunction is also different.
6. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 1 and interrogation and equipment, feature exist
In step [7], show that each interrogation problem and answer choice, subject click display screen and select option on a display screen.
7. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 1 and interrogation and equipment, feature exist
In step [7], each interrogation problem of voice broadcast and answer choice, subject use voice answering.
8. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 1 and interrogation and equipment, feature exist
In step [8], the answer of answer is assembled into a vector, is then classified its somatotypes with the classifier of machine learning
Set.
9. according to claim 1 with described in claim 5 a kind of observation and interrogation close the tcm constitution discrimination method of ginseng and set
It is standby, it is characterised in that the classifier of machine learning uses LDA.
10. according to claim 1 with described in claim 5 a kind of observation and interrogation close the tcm constitution discrimination method of ginseng and set
It is standby, it is characterised in that the classifier of machine learning uses SOFTMAX.
11. according to claim 1 with described in claim 5 a kind of observation and interrogation close the tcm constitution discrimination method of ginseng and set
It is standby, it is characterised in that the classifier of machine learning uses SVM.
12. tcm constitution discrimination method and equipment that ginseng is closed in a kind of observation and interrogation, it is characterised in that equipment includes human testing
Device, video camera, sound pick-up, broadcaster, touch screen, message handler and archival memory, each partial function are as follows:
[1] human body detector: detecting and open equipment when subject arrives, when subject leaves time of restriction, then pass hull closure
[2] camera is used to acquire the face and tongue fur image of subject
[3] broadcaster is used to broadcast interrogation problem and answer choice, while the broadcast somatotypes identified and coordinating program
[4] answer that sound pick-up recording subject is answered a question
[5] touch screen shows interrogation problem and answer choice, while showing the somatotypes identified and coordinating program
[6] message handler completes all calculating, including constitution identification
[7] archival memory preserves the tables of data of corresponding relationship between somatotypes intersection and interrogation problem set.
13. the tcm constitution discrimination method and equipment of ginseng, feature are closed in a kind of observation according to claim 11 and interrogation
The tcm constitution discrimination method for being that equipment uses a kind of observation and interrogation described in claim 1 to close ginseng calculates the constitution being tested
Type.
14. according to claim 1 with described in claim 11 a kind of observation and interrogation close ginseng tcm constitution discrimination method and
Equipment, it is characterised in that equipment has archival memory, preserves between somatotypes intersection and interrogation problem set and option
There is the tables of data of corresponding relationship.
15. the tcm constitution discrimination method of ginseng is closed in a kind of observation according to claim 6 and interrogation and equipment, feature exist
Following software module is contained in equipment:
[1] human detection module: whether automatic detection human body has arrived or has left.
16. [2] facial constitution identification module: it identifies somatotypes according to face-image.
17. [3] tongue constitution identification module: it is according to tongue image recognition somatotypes.
18. [4] interrogation problem obtains module: it is used as input according to the somatotypes set that step [2] and step [3] export,
Obtain corresponding interrogation problem set and answer choice.
19. [5] subject answers interrogation problem module: by touch screen on probation or with audio inquiry problem.
20. [6] closing ginseng constitution identification module: for the option that it answers step [5] as input, output is after ginseng is closed in observation interrogation
Somatotypes.
21. according to claim 1 with described in claim 14 a kind of observation and interrogation close ginseng tcm constitution discrimination method and
Equipment, it is characterised in that equipment includes the problem of interrogation problem obtains module, and the somatotypes set of input is different, acquisition collection
It closes and answer choice is also different.
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Cited By (1)
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| CN110532907A (en) * | 2019-08-14 | 2019-12-03 | 中国科学院自动化研究所 | Based on face as the Chinese medicine human body constitution classification method with tongue picture bimodal feature extraction |
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Application publication date: 20190326 |