CN109871456A - A kind of detention house personnel relationship analysis method, device and electronic equipment - Google Patents
A kind of detention house personnel relationship analysis method, device and electronic equipment Download PDFInfo
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- CN109871456A CN109871456A CN201811613433.9A CN201811613433A CN109871456A CN 109871456 A CN109871456 A CN 109871456A CN 201811613433 A CN201811613433 A CN 201811613433A CN 109871456 A CN109871456 A CN 109871456A
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Abstract
The embodiment of the present invention provides a kind of detention house personnel relationship analysis method, device and electronic equipment, this method comprises: obtaining first object personnel facial image to be retrieved, wherein the first object personnel are the target person in detention house；The first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains the visit relationship of first object personnel；According to the visit relationship of first object personnel, the facial image to be retrieved of the second target person is obtained；By the second target person facial image to be retrieved match in outer monitoring data library, obtain colleague's relationship of the second target person；The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person.Detention house personnel can be made a concrete analysis of.
Description
Technical field
The present invention relates to artificial intelligence field more particularly to a kind of detention house personnel relationship analysis methods, device and electronics
Equipment.
Background technique
Image retrieval is one of current common technology, such as: for facial image retrieval or human behavior analysis.Mesh
Preceding personnel's behavioural analysis is mainly to retrieve the facial image of target person in monitoring data library by the way of, from
Monitoring data library searching goes out the monitoring information of target person, such as video, thus by monitoring information (video) to target person
Behavior analyzed.In the technical solution, only the target person being retrieved is analyzed, in some target person activities
Limited scene, is limited to that personnel's relationship in the scene is simple, at present there is no for target person limitation of activity scene
The middle scheme for carrying out specific personnel's relationship analysis.
Summary of the invention
The embodiment of the present invention provides a kind of detention house personnel relationship analysis method, device and electronic equipment, can be to guard
Institute personnel make a concrete analysis of.
In a first aspect, the embodiment of the present invention provides a kind of detention house personnel relationship analysis method, comprising:
Obtain first object personnel facial image to be retrieved, wherein the first object personnel are the target in detention house
Personnel；
The first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains the first mesh
The visit relationship of mark personnel, wherein monitoring data library includes that the history of target person visits information in described；
According to the visit relationship of first object personnel, the second target person facial image to be retrieved is obtained, wherein described the
Two target persons are that at least one visits personnel；
By the second target person facial image to be retrieved match in outer monitoring data library, obtain the second mesh
Colleague's relationship of mark personnel, wherein described the outer monitoring data library includes the history peer message of second target person, institute
Stating history peer message includes the personal information of going together gone together with second target person；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person.
Optionally, the first object personnel outer personnel's relationship include: relationship with second target person；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person,
Include:
First object personnel described in colleague's relationship analysis based on second target person and second target person
Relationship.
Optionally, first object personnel described in colleague's relationship analysis based on the second target person and second mesh
The relationship of mark personnel, comprising:
Colleague's relationship of second target person and the visit relationship of the first object personnel are collided, judged
With the presence or absence of the relationship train of thought of the first object personnel and second target person, wherein the first object personnel with
The relationship train of thought of second target person includes first object personnel, the second target person and same administrative staff；
The relationship train of thought of the first object personnel and second target person if it exists, then according to the first object
The relationship of first object personnel and second target person described in the relationship contextual analysis of personnel and second target person.
Optionally, the history peer message includes colleague's number, described according to the first object personnel and described the
The relationship of first object personnel described in the relationship contextual analysis of two target persons and second target person, comprising:
According to the relationship train of thought of the first object personnel and second target person, the first object personnel are obtained
With the number of going together under the relationship train of thought of second target person；
According to the number of going together under the relationship train of thought of the first object personnel and second target person, described in analysis
The relationship of first object personnel and second target person.
Optionally, the first object personnel outer personnel's relationship include relationship with the same administrative staff, described
Two target persons are at least two；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person,
Include:
First object personnel described in colleague's relationship analysis based at least two second target persons and at least one
With the relationship of administrative staff.
Optionally, colleague's relationship based at least two second target persons to the first object personnel with
At least one carries out relationship analysis with administrative staff, comprising:
Colleague's relationship of at least two second target person is collided, judges whether there is described at least two
Second target person and it is described at least one with administrative staff relationship train of thought；
If it exists at least two second target person and it is described at least one with the relationship train of thought of administrative staff, then basis
At least two second target person and it is described at least one with the relationship train of thought of administrative staff, analyze the first object personnel
With it is described at least one with administrative staff relationship.
Optionally, the history peer message includes colleague's number, described according at least two second target person
With it is described at least one with administrative staff relationship train of thought, analyze the first object personnel and it is described at least one with administrative staff's
Relationship, comprising:
According at least two second target person and it is described at least one with administrative staff relationship train of thought, described in acquisition
Number of going together under at least two second target persons and at least one described relationship train of thought with administrative staff；
According at least two second target person and going together under at least one described relationship train of thought with administrative staff
Number, analyze the first object personnel and it is described at least one with administrative staff relationship.
Second aspect, the embodiment of the present invention provide a kind of detention house personnel relationship analysis apparatus, comprising:
First obtains module, for obtaining first object personnel facial image to be retrieved, wherein the first object personnel
For the target person in detention house；
First matching module, for by the first object personnel facial image to be retrieved in institute in monitoring data library into
Row matching, obtain first object personnel visit relationship, wherein it is described institute in monitoring data library include target person history spy
Hope information；
Second obtains module, for the visit relationship according to first object personnel, obtains the second target person people to be retrieved
Face image, wherein second target person is that at least one visits personnel；
Second matching module, for by the second target person facial image to be retrieved in outer monitoring data library into
Row matching, obtains colleague's relationship of the second target person, wherein described the outer monitoring data library includes second target person
History peer message, the history peer message includes the personal information of going together gone together with second target person；
Analysis module, the institute for first object personnel described in colleague's relationship analysis based on second target person are outer
Personnel's relationship.
The third aspect, the embodiment of the present invention provide a kind of electronic equipment, comprising: memory, processor and are stored in described
On memory and the computer program that can run on the processor, the processor are realized when executing the computer program
Step in detention house personnel relationship analysis method provided in an embodiment of the present invention.
Fourth aspect, the embodiment of the present invention provide a kind of computer readable storage medium, the computer-readable storage medium
Computer program is stored in matter, the computer program realizes detention house provided in an embodiment of the present invention when being executed by processor
Step in personnel's relationship analysis method.
In the embodiment of the present invention, first object personnel facial image to be retrieved is obtained, wherein the first object personnel are
Target person in detention house；The progress in monitoring data library in institute by the first object personnel facial image to be retrieved
Match, obtain first object personnel visit relationship, wherein it is described institute in monitoring data library include target person history visit believe
Breath；According to the visit relationship of first object personnel, the facial image to be retrieved of the second target person is obtained, wherein described second
Target person is that at least one visits personnel；By the second target person facial image to be retrieved in outer monitoring data library
It is matched, obtains colleague's relationship of the second target person, wherein described the outer monitoring data library includes second target person
The history peer message of member, the history peer message includes the personal information of going together gone together with second target person；Base
The outer personnel's relationship of institute of the first object personnel described in colleague's relationship analysis of second target person.Due to by guard
In the visit relationship of first object personnel analyzed to obtain the second target person, pass through the colleague to the second target person and close
System is analyzed to obtain personnel's relationship of first object personnel, is carried out to retrieval knot outside the search result in detention house and detention house
Secondary analysis can make a concrete analysis of detention house personnel.
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
Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with
It obtains other drawings based on these drawings.
Fig. 1 is a kind of flow diagram of detention house personnel relationship analysis method provided in an embodiment of the present invention；
Fig. 2 is visit relation schematic diagram provided in an embodiment of the present invention；
Fig. 3 is colleague's relation schematic diagram provided in an embodiment of the present invention；
Fig. 4 is the flow diagram of another detention house personnel's relationship analysis method provided in an embodiment of the present invention；
Fig. 5 is visit relationship provided in an embodiment of the present invention and relationship collision result schematic diagram of going together；
Fig. 6 is visit relationship provided in an embodiment of the present invention and relation schematic diagram of going together；
Fig. 7 is colleague's relationship collision result schematic diagram provided in an embodiment of the present invention；
Fig. 8 is a kind of structural schematic diagram of detention house personnel relationship analysis apparatus provided in an embodiment of the present invention；
Fig. 9 is the structural schematic diagram of another detention house personnel's relationship analysis apparatus provided in an embodiment of the present invention；
Figure 10 is the structural schematic diagram of another detention house personnel's relationship analysis apparatus provided in an embodiment of the present invention；
Figure 11 is the structural schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Referring to Figure 1, Fig. 1 is a kind of process signal of detention house personnel relationship analysis method provided in an embodiment of the present invention
Figure, as shown in Figure 1, comprising the following steps:
101, first object personnel facial image to be retrieved is obtained, wherein the first object personnel are in detention house
Target person.
Wherein, above-mentioned first object personnel facial image to be retrieved can be by user by uploading first object personnel
Head portrait obtain；It is also possible to upload first object personnel's image that frame uploads by image to user by face recognition engine
(such as living photo, video frame images etc.) carry out recognition of face, the facial image of the first object personnel extracted；It can also be
User specifies a personnel as target person by selecting or inputting the modes such as name/identification card number/number, default
Standard faces image data base in search for target person standard faces image as first object personnel face to be retrieved
Image；Alternatively, be also possible to based on user upload target person image, in preset standard faces image data base into
Row matching, to be retrieved facial image of the standard personnel image that will match to as first object personnel.It should be noted that with
Family can be by that can upload image, selection figure with the terminal that the executing subject of method provided in an embodiment of the present invention is communicated
Picture or input data (identity information), the terminal can be the terminal devices such as mobile phone, computer, plate.In addition, above-mentioned is to be checked
Rope facial image may also be referred to as search condition；Above-mentioned first object personnel can be the target in one or more detention houses
Personnel.
102, the first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains the
The visit relationship of one target person, wherein monitoring data library includes that the history of target person visits information in described.
In the step, first object personnel facial image to be retrieved is the first object personnel's got in step 101
Facial image, it is above-mentioned in monitoring data library can be the local monitor data for being stored in monitoring image data in detention house
Library is also possible to the remote monitoring database for being stored in monitoring image data in detention house, and further above-mentioned monitoring data
Library can refer to monitoring image data in the detention house stored in one or more storage equipment；Monitoring data in above-mentioned institute
Library is used to store the monitoring image of at least one collected monitored object of monitoring device at least one detention house.Above-mentioned
Monitoring device, which can be set, is visiting room；It is of course also possible to which other, which are arranged in, can be implemented the place of visit, such as corridor, food
The places such as hall and guards' room.Monitoring image in above-mentioned in monitoring data library can be structuring facial image, above-mentioned
Structuring facial image includes facial image, identity information, captures temporal information, capture location information, capture frequency information, visit
The information for hoping the structurings such as personal information, as long as retrieving facial image, so that it may which correspondence obtains the facial image and corresponds to people
Member's identity information captures the time, captures position, visits the information such as personal information.It can be obtained by being counted to monitoring image
To above-mentioned candid photograph frequency information, above-mentioned facial image can be collected to monitoring device original by face recognition engine
Monitoring image carries out facial image and extracts to obtain, and above-mentioned identity information, which can be, adopts monitoring device by face recognition engine
The monitored object in original monitoring image collected is identified to obtain, and above-mentioned identity information may include name, identity card
The information such as number/detention house number, gender, occupation, age, above-mentioned candid photograph temporal information can be monitoring device and capture to prison
The time of object is controlled, above-mentioned candid photograph position can be the position captured and installed to the monitoring device of monitored object, this implementation
Candid photograph position in example refers to visit room or some other position visited, and above-mentioned visit personal information may include visiting
The facial image of prestige personnel visits the identity information etc. of personnel, and the facial image of above-mentioned visit personnel, which can be, passes through face
Identification engine original monitoring image collected to monitoring device carries out facial image and extracts to obtain, and can be distinguished by label
In in monitored object, the identity information of above-mentioned visit personnel can collect monitoring device by face recognition engine
Original monitoring image in monitored object identified to obtain.Certainly, in some possible embodiments, can will institute in
Monitored object monitoring information and visit personnel monitoring information be stored in two databases respectively (such as institute in monitor number
According to library and visit database) or be respectively stored in two regions in a database, and by monitored object
Information and the information for visiting personnel establish the link, i.e., by retrieve in monitored object information, so that it may while being visited
It hopes personal information, for example retrieves the facial image of first object personnel A, then can obtain visiting first object personnel A simultaneously
The facial image of visit personnel, visiting personal information can be structured message.In some possible embodiments, above-mentioned
In monitoring image in monitoring data library may include still image and dynamic image, still image can be facial image,
Dynamic image can be video, and video includes monitored object from appearing in the monitoring device visual field to disappearing in the monitoring device visual field
In successive image frame, the time span of video can determine by image tracking algorithm；In addition, in the possible embodiment party
It, can be by extracting still image in dynamic image, specifically, passing through image quality evaluation (Image Quality in formula
Assessment, IQA) the highest frame image of picture quality scoring is chosen in dynamic image, pass through face recognition engine pair
The frame image carries out facial image extraction, and obtained facial image is as still image, can be in addition, in the present embodiment
By the candid photograph frequency of the quantity statistics monitored object of video, i.e., the representation of video shot of the one section monitored object monitored object occurs one
It is secondary.
Carrying out retrieval to first object personnel facial image to be retrieved in monitoring data library in institute can be calculating first
Target person facial image to be retrieved in facial image in monitoring data library similarity, first object personnel are to be checked
Rope facial image in the similarity of facial image in monitoring data library be compared with pre-set similarity threshold,
If the similarity of the facial image in first object personnel facial image to be retrieved and monitoring image database reaches similarity threshold
Value, then export in facial image in monitoring data library as search result.In a kind of possible embodiment, it can incite somebody to action
The monitoring image partitioned storage of different monitoring object can be only to a face of a monitored object then in retrieving
Image retrieval is primary, reduces retrieval calculation amount.
The visit relationship of above-mentioned first object personnel can be in search result in institute in monitoring data library with first object
Personnel are existing with frame relationship, i.e. first object personnel and visit personnel can appear in the collected prison of same monitoring device simultaneously
It controls in image.Furthermore it is possible to be carried out in the search result retrieved by first object personnel with the presence or absence of visit personal information
It determines, if there is visit personal information, for example there are the facial images of visit personnel, then illustrate that there are visit relationships；It is above-mentioned
The visit relationship of first object personnel is also possible to the visit relationship registered in visit personnel's registration form, for example visits personnel's registration
The A time is registered in table, B visits C etc.；Be also possible to the combination of above two mode, by monitoring image to visit personnel B
Identity identified, and then determine visit personnel B identity information.Above-mentioned history, which visits information, can be understood as prison in institute
The structuring facial image in database is controlled, above-mentioned structuring facial image can also include stepping in visit personnel registration form
Remember information.Above-mentioned visit relationship can be shown by visiting relation map, as shown in Figure 2.
103, according to the visit relationship of first object personnel, the second target person facial image to be retrieved is obtained, wherein institute
Stating the second target person is at least one visit personnel.
Wherein, the visit relationship of above-mentioned first object personnel is to visit relationship, above-mentioned second mesh obtained in step 102
Mark personnel facial image to be retrieved can be to be obtained according to visit relationship, such as: by monitoring in monitoring data library
In image with existing for first object personnel with the facial image of the other personnel of frame relationship, or by first object personnel
Face to be retrieved in institute monitoring data library searching to including to visit personal information structuring facial image to be visited
The facial image of personnel.In addition, the second target person can be one or more.
104, by the second target person facial image to be retrieved match in outer monitoring data library, obtain the
Colleague's relationship of two target persons, wherein described the outer monitoring data library includes history colleague's letter of second target person
Breath, the history peer message includes the personal information of going together gone together with second target person.
In the step, the above-mentioned matched process to the second target person facial image to be retrieved is referred to step 102
In matching process, the above-mentioned outer monitoring data library of institute is used to store monitoring device outside at least one detention house collected at least
The monitoring image of one monitored object.Above-mentioned monitoring device can be distributed setting in different places, for example can be set
The places such as supermarket, subway, square, market, cell.In some possible embodiments, in above-mentioned outer monitoring data library and institute
Monitoring data library can be set in the same data server, also can be set in different servers, such as by data
Biggish outer monitoring data lab setting is measured in remote server, by monitoring data lab setting in the lesser institute of data volume at this
In ground server.Image data in above-mentioned outer monitoring data library can be the structural data of monitored object, it can logical
Crossing the second target person facial image to be retrieved and retrieving includes the facial image of the second target person and with administrative staff's
The search result of facial image.Above-mentioned history peer message can be understood as image data in outer monitoring data library, on
The history peer message stated includes colleague's time, and place of going together, colleague and goes together the period at duration, can pass through image recognition engine
Monitoring image is extracted, structural data is formed.Above-mentioned colleague's relationship can be shown by relation map of going together,
As shown in Figure 3.Above-mentioned colleague's relationship can be described as in the duration that same place of same period occurs being more than a duration
Threshold value, for example, it is more than 1 hour that A and B appeared in C cell May 1 together, it may be considered that being colleague's relationship.
105, personnel's relationship of first object personnel described in colleague's relationship analysis based on second target person.
Colleague's relationship of above-mentioned second target person includes the second target person and goes together with what the second target person was gone together
Personnel, personnel's relationship of above-mentioned first object personnel can be the relationship with the second target person, for example can be the first mesh
It is Peer Relationships, first object that mark personnel and the second target person, which are relatives' relationship, first object personnel and the second target person,
It is strange relationship etc. that personnel and the second target person, which are commit a crime jointly suspicion, first object personnel and the second target person,；It is above-mentioned
Personnel's relationship of first object personnel be also possible to the relationship of the same administrative staff to go together with the second target, for example can be first
Target person with administrative staff be relatives' relationship, first object personnel with administrative staff be Peer Relationships, first object personnel with
It is suspicion, the first object personnel and with administrative staff be strange relationship etc. of committing a crime jointly with administrative staff.Specifically, first can be passed through
The identity information of target person and the identity information of the second target person compare, and determine first object personnel and the second target
Whether personnel are that relatives' relationship, Peer Relationships etc. in some possible embodiments, can also pass through first object certainly
The visit relationship of personnel determines whether first object personnel and the second target person are relatives' relationship, Peer Relationships etc..Because the
Colleague's relationship of two target persons is obtained based on history peer message, then can pass through colleague's Relation acquisition of the second target person
It goes together to whether the second target person had with first object personnel, it, can be according to colleague's number analysis first if there is colleague
Target person and the second target person whether there is suspicion of committing a crime jointly, for example, before committing a crime, first object personnel and the second target
Colleague's number of personnel played certain threshold value, it may be considered that the second target person and first object personnel presence were committed a crime jointly
Suspicion, for example, in the previous moon of committing a crime, first object personnel A and the second target person B number of going together are more than 30 times, can be recognized
There is the suspicion committed a crime jointly for the second target person.In a kind of possible scene, second target person B, C, D, E is committing a crime
All there is relationship of going together with administrative staff F together afterwards, it may be considered that commit a crime jointly with administrative staff F and first object personnel presence
Suspicion, furthermore it is also possible to be marked to there is the same administrative staff of suspicion of committing a crime jointly, such as labeled as " having certain anti-
Scout consciousness ".
In above-mentioned steps, colleague's relationship by visiting personnel puts personnel's relationship of the target person in detention house
Greatly, it is not limited to target person and activity of the visit personnel in detention house be analyzed, so as to in detention house
Target person carry out specific and comprehensive analysis, can be used for analyzing the suspicion personnel that commit a crime jointly.
It should be noted that human behavior analysis method provided in an embodiment of the present invention can be applied to detention house personnel pass
It is analytical equipment, such as: the equipment that computer, server, mobile phone etc. can carry out detention house personnel's relationship analysis.
In the embodiment of the present invention, first object personnel facial image to be retrieved is obtained, wherein the first object personnel are
Target person in detention house；The progress in monitoring data library in institute by the first object personnel facial image to be retrieved
Match, obtain first object personnel visit relationship, wherein it is described institute in monitoring data library include target person history visit believe
Breath；According to the visit relationship of first object personnel, the facial image to be retrieved of the second target person is obtained, wherein described second
Target person is that at least one visits personnel；By the second target person facial image to be retrieved in outer monitoring data library
It is matched, obtains colleague's relationship of the second target person, wherein described the outer monitoring data library includes second target person
The history peer message of member, the history peer message includes the personal information of going together gone together with second target person；Base
Personnel's relationship of the first object personnel described in colleague's relationship analysis of second target person.Due to by detention house
The visit relationship of first object personnel is analyzed to obtain the second target person, by colleague's relationship to the second target person into
Row analysis obtains personnel's relationship of first object personnel, carries out to retrieval knot outside the search result in detention house and detention house secondary
Analysis, can make a concrete analysis of detention house personnel.
Fig. 4 is referred to, Fig. 4 is that the process of another detention house personnel's relationship analysis method provided in an embodiment of the present invention is shown
It is intended to, as shown in Figure 4, comprising the following steps:
401, first object personnel facial image to be retrieved is obtained, wherein the first object personnel are in detention house
Target person.
402, the first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains the
The visit relationship of one target person, wherein monitoring data library includes that the history of target person visits information in described.
403, according to the visit relationship of first object personnel, the second target person facial image to be retrieved is obtained, wherein institute
Stating the second target person is at least one visit personnel.
404, by the second target person facial image to be retrieved match in outer monitoring data library, obtain the
Colleague's relationship of two target persons, wherein described the outer monitoring data library includes history colleague's letter of second target person
Breath, the history peer message includes the personal information of going together gone together with second target person.
405, first object personnel described in colleague's relationship analysis based on second target person and second target
The relationship of personnel.
In step 405, colleague's relationship of above-mentioned second target person is to get the second target person in step 404
The relationship of colleague's relationship, above-mentioned first object personnel and the second target person may include the outer relationship of relationship and institute in institute, in
Relationship is visit relationship, can be determined by the visit relationship of first object personnel, and the outer relationship of institute can be relatives pass
System Peer Relationships, commits a crime, strange relationship etc. jointly, carries out in addition, relatives' relationship, Peer Relationships can also pass through the relationship of visit
It determines.Specifically, whether can analyze in colleague's relationship of the second target person includes relationship of going together with first object personnel,
If including the relationship of going together with first object personnel, it may be considered that the second target person is being committed a crime with first object personnel
Before there are colleague's relationship, can according to colleague's number, for example, can by the second target person of a period of time before committing a crime with
First object personnel how many times of having gone together are determined first object personnel and the relationship of second target person.Such as:
In crime the last week, the second target person and first object personnel go together more than 20 times, it may be considered that the second target person
There is the suspicion committed a crime jointly with first object personnel, is not above 20 times, if being not above 20 times, can not analyze；
If not including the relationship of going together with first object personnel in colleague's relationship of the second target person, it may be considered that the second mesh
Mark personnel and first object personnel are strange relationship.
Due to carrying out analysis of going together to first object personnel and the second target person, can analyze first object personnel and
Colleague relationship of second target person before committing a crime judges the outer relationship of institute between the second target person and first object personnel,
In this way, the analysis to detention house personnel can be made more specific.
It should be noted that step 405 is the optional replacement step of step 105 in Fig. 1 embodiment.
In a kind of optional embodiment, the first mesh described in colleague's relationship analysis based on second target person
The relationship of mark personnel and second target person, comprising:
Colleague's relationship of second target person and the visit relationship of the first object personnel are collided, judged
With the presence or absence of the relationship train of thought of the first object personnel and second target person, wherein the first object personnel with
The relationship train of thought of second target person includes first object personnel, the second target person and same administrative staff；
The relationship train of thought of the first object personnel and second target person if it exists, then according to the first object
The relationship of first object personnel and second target person described in the relationship contextual analysis of personnel and second target person.
Wherein, above-mentioned colleague's relationship can be colleague's relation map, including the second target person and same administrative staff, above-mentioned
Visit relationship can be visit relation map, including first object personnel and visit personnel, above-mentioned collision can be understood as
Existence judgement of the first object personnel in same administrative staff, that is, judge to whether there is first object personnel in same administrative staff,
It can be understood as first object personnel and the second target person whether there is the relationship of colleague, therefore, above-mentioned collision can be protected
First object personnel and the second target person are stayed, it, can if first object personnel and the second target person had the relationship of colleague
Retain first object personnel as the same administrative staff of the second target person, such as: as shown in figure 5, the spy of first object personnel
Prestige relationship has visit personnel 1, visit personnel 2, visit personnel 3, a visit personnel 4, and the second target person is visit personnel 3, and second
Colleague's relationship of target person have same administrative staff 1, with administrative staff 2, with administrative staff 3, with administrative staff 4, by colleague's relationship and visit
After relationship is collided, relational graph after being collided, including first object personnel, visit personnel 3, with administrative staff 2 then can be with
Think that the first object personnel before committing a crime are there are first object personnel, visit personnel 3, with administrative staff's 2 with administrative staff 2
Relationship train of thought.It should be noted that then the relationship train of thought can also claim since same administrative staff 2 is the first object personnel before committing a crime
For the relationship train of thought of first object personnel and the second target person.
When there are the relationship train of thought of first object personnel and second target person, it is believed that first object personnel
There is relationship of going together before committing a crime with the second target person further can pass through first object personnel and the second target person
Colleague's number, colleague's period or colleague's duration of member etc., judge the second target person and first object personnel with the presence or absence of common
The suspicion committed a crime, for example, the second target person and first object personnel have behavior of going together in certain time period before committing a crime, then
It is considered that there is the suspicion committed a crime jointly in the second target person and first object personnel；Or the second target person before committing a crime
Number is gone together more than certain frequency threshold value, it may be considered that the second target person and first object personnel with first object personnel
In the presence of the suspicion committed a crime jointly；Or it goes together when duration is more than certain in the second target person before committing a crime and first object personnel
Long threshold value.In some possible embodiments, when there are the relationship train of thoughts of first object personnel and second target person
When, visit number of second target person to first object personnel can be added to the second target person and first object personnel
Colleague's number in；It is added again furthermore it is also possible to will visit after number is weighted, specific weight can be to be set in advance
It sets.
In the present embodiment, due to increasing visit relationship and the collision of relationship of going together so that first object personnel with
The relationship of second target person is more intuitive obvious, improves the efficiency of analysis detention house personnel relationship.
Optionally, the history peer message includes colleague's number, described according to the first object personnel and described the
The relationship of first object personnel described in the relationship contextual analysis of two target persons and second target person, comprising:
According to the relationship train of thought of the first object personnel and second target person, the first object personnel are obtained
With the number of going together under the relationship train of thought of second target person；
According to the number of going together under the relationship train of thought of the first object personnel and second target person, described in analysis
The relationship of first object personnel and second target person.
When there are the relationship train of thought of first object personnel and second target person, i.e. first object personnel and second
There is colleague's relationship in target person, then first object personnel and the second mesh can be extracted from history peer message before the case happened
In colleague's number before the case happened, the process of analysis can be according to first object personnel and the second target person in crime mark personnel
Preceding colleague's number is compared with pre-set frequency threshold value of going together, and judges that first object personnel and the second target person exist
Whether colleague's number before the case happened reaches pre-set colleague's frequency threshold value, if reaching, it may be considered that the second target person
In the presence of the suspicion committed a crime jointly, if it does not exist, then can terminate to analyze.
In this optional embodiment, due to being divided by colleague's number first object personnel and the second target person
Analysis, can increase the accuracy of analysis.In addition, it is necessary to explanation, present embodiment is the optional replacement to step 205,
In some possible implement scenes, it may not be necessary to be collided to visit relationship with the relationship of colleague, for example visit personnel and only have
In the case where one people, it is only necessary to which analyzing colleague's relationship can be obtained by the relationship of first object personnel Yu the second personnel.
Include: and the same pedestrian in the outer personnel's relationship of institute of a kind of optional embodiment, the first object personnel
The relationship of member, second target person are at least two；
The institute of first object personnel described in colleague's relationship analysis based at least two second target persons is outer
Personnel's relationship, comprising:
First object personnel described in colleague's relationship analysis based at least two second target persons and at least one
With the relationship of administrative staff.
Wherein, the explanation of above-mentioned colleague's relationship to the second target person is referred to the solution of step 405 in Fig. 4 embodiment
It releases, details are not described herein.It should be noted that first object personnel and at least one with administrative staff's relationship analysis, specifically
, whether include identical at least one same administrative staff, if more if can analyze in colleague's relationship of multiple second target persons
Include at least one identical same administrative staff in colleague's relationship of a second target person, it may be considered that this at least one it is same
There are relationships with first object personnel by administrative staff.Such as: the second target person exists before committing a crime with first object personnel goes together
Relationship, can be according to colleague's number, for example, can pass through the second target person of a period of time before committing a crime and first object people
Member's how many times of having gone together are determined first object personnel and the relationship of second target person.Such as: the second target person
Member A goes together relationship with existing with administrative staff C, the second target person B with administrative staff C, there is also the relationships of going together, it may be considered that
There is recessive relationship with the first object personnel that administrative staff and the second target person A and the second target person B were visited.
Since colleague's relationship to multiple second target persons is analyzed, it can analyze first object personnel and go together
Personnel whether there is relationship, so as to so that more deep to the analysis of detention house personnel.
Optionally, colleague's relationship based at least two second target persons to the first object personnel at least
One carries out relationship analysis with administrative staff, comprising:
Colleague's relationship of at least two second target person is collided, judges whether there is described at least two
Second target person and it is described at least one with administrative staff relationship train of thought；
If it exists at least two second target person and it is described at least one with the relationship train of thought of administrative staff, then basis
At least two second target person and it is described at least one with the relationship train of thought of administrative staff, analyze the first object personnel
With it is described at least one with administrative staff relationship.
Wherein, it when the colleague's relationship for getting the second target person in step 404 is two or more, can incite somebody to action
Colleague's relationship of second target person is collided, thus the relationship after being collided, the result after collision can be at least two
There are identical same administrative staff between a second target person, it is also possible to that identical same administrative staff is not present.Such as: such as Fig. 6
Shown, the visit relationship of first object personnel has visit personnel 1, visit personnel 2, visit personnel 3, a visit personnel 4, and at least two
Second target person is assumed to be the second target person 3 (visiting personnel 3) and the second target person 4 (visiting personnel 4), the second target
Colleague's relationship of personnel 3 have same administrative staff 3-1, with administrative staff 3-2, with administrative staff 3-3, with administrative staff 3-4, the second target
Colleague's relationship of personnel 4 have same administrative staff 4-1, with administrative staff 4-2, with administrative staff 4-3, with administrative staff 4-4, by the second mesh
After the relationship of going together of colleague's relationship of mark personnel 3 and the second target person 4 is collided, the relational graph after being collided, collision
Rear relational graph is as shown in fig. 7, comprises first object personnel, the second target person 3, the second target person 4, with administrative staff 3-2
Be overlapped with same administrative staff 4-3 (explanation with administrative staff 3-2 with administrative staff 4-3 be same people), with administrative staff 3-3 with go together
Personnel 4-1 is overlapped (explanation with administrative staff 3-3 be same people with administrative staff 4-1), available first object personnel, the
Two target persons 3, the second target person 4, the relationship train of thought with administrative staff, i.e. at least two second target persons and it is described at least
One relationship train of thought with administrative staff.If only existing first object personnel and at least two target persons in the relationship power after collision
Member, i.e., there is no at least two second target persons and it is described at least one with administrative staff relationship train of thought, then terminate analysis or
Person can analyze according to step 205.It should be noted that above-mentioned at least two second target person can be two or two
More than a, specific second target person can be to be chosen from the visit relationship of first object personnel.
When there are at least two second target persons and it is described at least one with administrative staff relationship train of thought when, it is believed that
There is recessive relationship in first object personnel and identical same administrative staff, for example this is that first object personnel commit a crime jointly with administrative staff
Personnel, but realize with certain counterreconnaissance, so being visited etc. by same administrative staff to first object personnel.Further
, can by the number of going together of same administrative staff and the second target person, go together period or duration of going together etc., judge same administrative staff
It whether there is recessive relationship with first object personnel, alternatively, by this with administrative staff as the visit personnel (the of first object personnel
Two target persons), then colleague's relationship with administrative staff is obtained, it is carried out by the optional embodiment of step 205 or step 205
Analysis.
In the present embodiment, due to increasing visit relationship and the collision of relationship of going together so that the second target person with
Relationship with administrative staff is more intuitive obvious, improves the efficiency of analysis detention house personnel relationship.
Optionally, the history peer message includes colleague's number, described according at least two second target person
With it is described at least one with administrative staff relationship train of thought, analyze the first object personnel and it is described at least one with administrative staff's
Relationship, comprising:
According at least two second target person and it is described at least one with administrative staff relationship train of thought, described in acquisition
Number of going together under at least two second target persons and at least one described relationship train of thought with administrative staff；
According at least two second target person and going together under at least one described relationship train of thought with administrative staff
Number, analyze the first object personnel and it is described at least one with administrative staff relationship.
When there are at least two second target persons and it is described at least one with administrative staff relationship train of thought when, i.e. the first mesh
There may be recessive relationships with identical same administrative staff by mark personnel, then the second target person can be extracted from history peer message
The number of going together of member and same administrative staff, the number of going together of the second above-mentioned target person and same administrative staff can be same after crime
Row number, the process of analysis, which can be, to be carried out according to the second target person with administrative staff and pre-set frequency threshold value of going together
Comparison, judges whether the second target person reaches pre-set frequency threshold value of going together with the number of going together with administrative staff, if reaching
It arrives, it may be considered that the second target person has the suspicion committed a crime jointly can then terminate to analyze, need to illustrate if it does not exist
, above-mentioned colleague's frequency threshold value can be threshold interval, for example can be the section of [20,30].In a kind of possible reality
Mode is applied, the second target person number can be visited into and be compared with the second target person and the number of going together of same administrative staff,
Number is visited when the second target person to preset with the second target person and the difference of the number of going together of same administrative staff at one
In the range of, such as in ± 3 times, it may be considered that there is recessive relationship with administrative staff in first object personnel.
In this optional embodiment, due to being analyzed by number of going together the second target person and same administrative staff,
The analysis depth to first object personnel can be increased, and then improve the accuracy of analysis.In addition, it is necessary to explanation, this reality
The mode of applying is the optional replacement to step 205, in some possible implement scenes, it may not be necessary to touch to colleague's relationship
It hits, it is only necessary to the case where visit personnel are analyzed.
In the present embodiment, the embodiment of plurality of optional is increased on the basis of embodiment shown in Fig. 1, and can be right
Detention house personnel carry out more specific analysis.
Fig. 8 is referred to, Fig. 8 is a kind of structural representation of detention house personnel relationship analysis apparatus provided in an embodiment of the present invention
Figure, as shown in Figure 8, comprising:
First obtains module 801, for obtaining first object personnel facial image to be retrieved, wherein the first object
Personnel are the target person in detention house；
First matching module 802, for by the first object personnel facial image to be retrieved institute in monitoring data library
In matched, obtain the visit relationship of first object personnel, wherein monitoring data library includes going through for target person in described
History visits information；
Second obtains module 803, and for the visit relationship according to first object personnel, it is to be retrieved to obtain the second target person
Facial image, wherein second target person is that at least one visits personnel；
Second matching module 804, for by the second target person facial image to be retrieved outer monitoring data library
In matched, obtain colleague's relationship of the second target person, wherein described the outer monitoring data library includes second target
The history peer message of personnel, the history peer message include the personal information of going together gone together with second target person；
Analysis module 805, for first object personnel's described in colleague's relationship analysis based on second target person
The outer personnel's relationship of institute.
Optionally, as shown in figure 8, the outer personnel's relationship of institute of the first object personnel includes: and second target person
The relationship of member；
Analysis module 805 is for first object personnel and institute described in colleague's relationship analysis based on second target person
State the relationship of the second target person.
Optionally, as shown in figure 9, the analysis module 805 includes:
Submodule 8051 is collided, for by the spy of colleague's relationship of second target person and the first object personnel
Prestige relationship is collided, and the relationship train of thought of the first object personnel Yu second target person are judged whether there is, wherein
The relationship train of thought of the first object personnel and second target person includes first object personnel, the second target person and same
Administrative staff；
Analyze submodule 8052, the relationship arteries and veins for the first object personnel and second target person if it exists
Network, then first object personnel and institute according to the relationship contextual analysis of the first object personnel and second target person
State the relationship of the second target person.
Optionally, as shown in Figure 10, the history peer message includes colleague's number, and the analysis submodule 8052 wraps
It includes:
Acquiring unit 80521 is obtained for the relationship train of thought according to the first object personnel and second target person
Take the number of going together under the relationship train of thought of the first object personnel and second target person；
Analytical unit 80522, under the relationship train of thought according to the first object personnel and second target person
Colleague's number, analyze the relationship of the first object personnel Yu second target person.
Optionally, as shown in figure 8, the first object personnel outer personnel's relationship include pass with the same administrative staff
System, second target person are at least two；
Analysis module 805 is for first object personnel described in colleague's relationship analysis based at least two second target persons
With at least one with the relationship of administrative staff.
Optionally, as shown in figure 9, collision submodule 8051 is used to close the colleague of at least two second target person
System collided, judge whether there is at least two second target person and it is described at least one with administrative staff relationship arteries and veins
Network；
Submodule 8052 is analyzed at least two second target person if it exists and at least one described same pedestrian
Member relationship train of thought, then according at least two second target person and it is described at least one with administrative staff relationship train of thought,
Analyze the first object personnel and it is described at least one with administrative staff relationship.
Optionally, as shown in Figure 10, the history peer message includes colleague's number, and acquiring unit 80521 is used for basis
At least two second target person and it is described at least one with administrative staff relationship train of thought, obtain described at least two second
Number of going together under target person and at least one described relationship train of thought with administrative staff；
Analytical unit 80522 be used for according at least two second target person and it is described at least one with administrative staff's
Colleague's number under relationship train of thought, analyze the first object personnel and it is described at least one with administrative staff relationship.
It should be noted that above-mentioned apparatus can be applied to detention house personnel's relationship analysis equipment, and such as: computer, clothes
The equipment that business device, mobile phone etc. can carry out detention house personnel's relationship analysis.
Detention house personnel relationship analysis apparatus provided in an embodiment of the present invention can be realized the embodiment of the method for Fig. 1 and Fig. 4
In each embodiment and corresponding beneficial effect, to avoid repeating, which is not described herein again.
It is the structural schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention referring to Figure 11, Figure 11, as shown in figure 11,
Include: memory, processor and be stored in the computer program that can be run on the memory and on the processor,
In:
The computer program that processor 1101 is used to that memory 1102 to be called to store executes following steps:
Obtain first object personnel facial image to be retrieved, wherein the first object personnel are the target in detention house
Personnel；
The first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains the first mesh
The visit relationship of mark personnel, wherein monitoring data library includes that the history of target person visits information in described；
According to the visit relationship of first object personnel, the second target person facial image to be retrieved is obtained, wherein described the
Two target persons are that at least one visits personnel；
By the second target person facial image to be retrieved match in outer monitoring data library, obtain the second mesh
Colleague's relationship of mark personnel, wherein described the outer monitoring data library includes the history peer message of second target person, institute
Stating history peer message includes the personal information of going together gone together with second target person；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person.
Optionally, the first object personnel outer personnel's relationship include: relationship with second target person；
First object people described in colleague's relationship analysis based on second target person that processor 1101 executes
The outer personnel's relationship of institute of member, comprising:
First object personnel described in colleague's relationship analysis based on second target person and second target person
Relationship.
Optionally, first described in colleague's relationship analysis based on second target person that processor 1101 executes
The relationship of target person and second target person, comprising:
Colleague's relationship of second target person and the visit relationship of the first object personnel are collided, judged
With the presence or absence of the relationship train of thought of the first object personnel and second target person, wherein the first object personnel with
The relationship train of thought of second target person includes first object personnel, the second target person and same administrative staff；
The relationship train of thought of the first object personnel and second target person if it exists, then according to the first object
The relationship of first object personnel and second target person described in the relationship contextual analysis of personnel and second target person.
Optionally, the history peer message includes colleague's number, and processor 1101 executes described according to described first
First object personnel described in the relationship contextual analysis of target person and second target person and second target person
Relationship, comprising:
According to the relationship train of thought of the first object personnel and second target person, the first object personnel are obtained
With the number of going together under the relationship train of thought of second target person；
According to the number of going together under the relationship train of thought of the first object personnel and second target person, described in analysis
The relationship of first object personnel and second target person.
Optionally, the first object personnel outer personnel's relationship include relationship with the same administrative staff, described
Two target persons are at least two；
First object people described in colleague's relationship analysis based on second target person that processor 1101 executes
The outer personnel's relationship of institute of member, comprising:
First object personnel described in colleague's relationship analysis based at least two second target persons go together at least one
The relationship of personnel.
Optionally, colleague's relationship based at least two second target persons that processor 1101 executes is to described the
One target person and at least one with administrative staff carry out relationship analysis, comprising:
Colleague's relationship of at least two second target person is collided, judges whether there is described at least two
Second target person and it is described at least one with administrative staff relationship train of thought；
If it exists at least two second target person and it is described at least one with the relationship train of thought of administrative staff, then basis
At least two second target person and it is described at least one with the relationship train of thought of administrative staff, analyze the first object personnel
With it is described at least one with administrative staff relationship.
Optionally, the history peer message include colleague number, processor 1101 execute it is described according at least
Two the second target persons and it is described at least one with administrative staff relationship train of thought, analyze the first object personnel and it is described extremely
A few relationship with administrative staff, comprising:
According at least two second target person and it is described at least one with administrative staff relationship train of thought, described in acquisition
Number of going together under at least two second target persons and at least one described relationship train of thought with administrative staff；
According at least two second target person and going together under at least one described relationship train of thought with administrative staff
Number, analyze the first object personnel and it is described at least one with administrative staff relationship.
Detention house personnel relationship analysis apparatus provided in an embodiment of the present invention can be realized the embodiment of the method for Fig. 1 and Fig. 4
In each embodiment and corresponding beneficial effect, to avoid repeating, which is not described herein again.
The embodiment of the present invention also provides a kind of computer readable storage medium, and meter is stored on computer readable storage medium
Calculation machine program, the computer program realize detention house personnel provided in an embodiment of the present invention relationship analysis side when being executed by processor
Each process of method embodiment, and identical technical effect can be reached, to avoid repeating, which is not described herein again.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, being can be with
Relevant hardware is instructed to complete by computer program, the program can be stored in a computer-readable storage medium
In, the program is when being executed, it may include such as the process of the embodiment of above-mentioned each method.Wherein, the storage medium can be magnetic
Dish, CD, read-only memory (Read-Only Memory, ROM) or random access memory (Random Access
Memory, abbreviation RAM) etc..
The above disclosure is only the preferred embodiments of the present invention, cannot limit the right model of the present invention with this certainly
It encloses, therefore equivalent changes made in accordance with the claims of the present invention, is still within the scope of the present invention.
Claims (10)
1. a kind of detention house personnel relationship analysis method characterized by comprising
Obtain first object personnel facial image to be retrieved, wherein the first object personnel are the target person in detention house；
The first object personnel facial image to be retrieved is matched in monitoring data library in institute, obtains first object people
Member visit relationship, wherein it is described institute in monitoring data library include target person history visit information；
According to the visit relationship of first object personnel, the second target person facial image to be retrieved is obtained, wherein second mesh
Mark personnel are that at least one visits personnel；
By the second target person facial image to be retrieved match in outer monitoring data library, obtain the second target person
Colleague's relationship of member, wherein described the outer monitoring data library includes the history peer message of second target person, described to go through
History peer message includes the personal information of going together gone together with second target person；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person.
2. the method as described in claim 1, which is characterized in that the outer personnel's relationship of institute of the first object personnel include: and
The relationship of second target person；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person, packet
It includes:
The pass of first object personnel and second target person described in colleague's relationship analysis based on second target person
System.
3. method according to claim 2, which is characterized in that colleague's relationship analysis based on second target person
The relationship of the first object personnel and second target person, comprising:
Colleague's relationship of second target person and the visit relationship of the first object personnel are collided, judged whether
There are the relationship train of thoughts of the first object personnel and second target person, wherein the first object personnel with it is described
The relationship train of thought of second target person includes first object personnel, the second target person and same administrative staff；
The relationship train of thought of the first object personnel and second target person if it exists, then according to the first object personnel
The relationship of first object personnel described in relationship contextual analysis with second target person and second target person.
4. method as claimed in claim 3, which is characterized in that the history peer message includes colleague's number, the basis
First object personnel described in the relationship contextual analysis of the first object personnel and second target person and second mesh
The relationship of mark personnel, comprising:
According to the relationship train of thought of the first object personnel and second target person, the first object personnel and institute are obtained
State colleague's number under the relationship train of thought of the second target person；
According to the number of going together under the relationship train of thought of the first object personnel and second target person, analysis described first
The relationship of target person and second target person.
5. the method as described in claim 1, which is characterized in that the outer personnel's relationship of institute of the first object personnel includes and institute
The relationship of same administrative staff is stated, second target person is at least two；
The outer personnel's relationship of institute of first object personnel described in colleague's relationship analysis based on second target person, packet
It includes:
First object personnel described in colleague's relationship analysis based at least two second target persons and at least one same administrative staff
Relationship.
6. method as claimed in claim 5, which is characterized in that colleague's relationship based at least two second target persons
To the first object personnel and at least one with administrative staff carry out relationship analysis, comprising:
Colleague's relationship of at least two second target person is collided, judges whether there is described at least two second
Target person and it is described at least one with administrative staff relationship train of thought；
If it exists at least two second target person and it is described at least one with administrative staff relationship train of thought, then according to
At least two second target persons and it is described at least one with the relationship train of thought of administrative staff, analyze the first object personnel and institute
State at least one relationship with administrative staff.
7. method as claimed in claim 6, which is characterized in that the history peer message includes colleague's number, the basis
At least two second target person and it is described at least one with the relationship train of thought of administrative staff, analyze the first object personnel
With it is described at least one with administrative staff relationship, comprising:
According at least two second target person and it is described at least one with administrative staff relationship train of thought, obtain it is described at least
Number of going together under two the second target persons and at least one described relationship train of thought with administrative staff；
According to the number of going together under at least two second target person and at least one described relationship train of thought with administrative staff,
Analyze the first object personnel and it is described at least one with administrative staff relationship.
8. a kind of detention house personnel relationship analysis apparatus characterized by comprising
First obtains module, for obtaining first object personnel facial image to be retrieved, wherein the first object personnel are to see
Keep in target person；
First matching module, for the progress in monitoring data library in institute by the first object personnel facial image to be retrieved
Match, obtain first object personnel visit relationship, wherein it is described institute in monitoring data library include target person history visit believe
Breath；
Second obtains module, for the visit relationship according to first object personnel, obtains the second target person face figure to be retrieved
Picture, wherein second target person is that at least one visits personnel；
Second matching module, for will the second target person facial image to be retrieved progress in outer monitoring data library
Match, obtain colleague's relationship of the second target person, wherein described the outer monitoring data library includes going through for second target person
History peer message, the history peer message include the personal information of going together gone together with second target person；
Analysis module, the outer personnel of institute for first object personnel described in colleague's relationship analysis based on second target person
Relationship.
9. a kind of electronic equipment characterized by comprising memory, processor and be stored on the memory and can be in institute
The computer program run on processor is stated, the processor is realized when executing the computer program as in claim 1 to 7
Step in described in any item detention house personnel relationship analysis methods.
10. a kind of computer readable storage medium, which is characterized in that be stored with computer on the computer readable storage medium
Program realizes that the detention house personnel as described in any one of claims 1 to 7 are closed when the computer program is executed by processor
It is the step in analysis method.
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| CN201811613433.9A CN109871456B (en) | 2018-12-27 | 2018-12-27 | Method and device for analyzing relationship between watchmen and electronic equipment |
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| CN201811613433.9A CN109871456B (en) | 2018-12-27 | 2018-12-27 | Method and device for analyzing relationship between watchmen and electronic equipment |
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| CN109871456B (en) | 2021-05-11 |
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