CN110727809A - Face and mobile user identification code association query method and device and electronic equipment - Google Patents

Face and mobile user identification code association query method and device and electronic equipment Download PDF

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Publication number
CN110727809A
CN110727809A CN201910924325.1A CN201910924325A CN110727809A CN 110727809 A CN110727809 A CN 110727809A CN 201910924325 A CN201910924325 A CN 201910924325A CN 110727809 A CN110727809 A CN 110727809A
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face
association
identification code
user identification
mobile user
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何皓
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Shanghai Is According To Figure Network Technology Co Ltd
Shanghai Yitu Network Science and Technology Co Ltd
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Shanghai Is According To Figure Network Technology Co Ltd
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
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    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/51Indexing; Data structures therefor; Storage structures
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
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    • G06F16/5866Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using information manually generated, e.g. tags, keywords, comments, manually generated location and time information

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Abstract

The invention relates to a method and a device for inquiring association between a face and a mobile user identification code, electronic equipment and a storage medium, wherein the method for inquiring association between the face and the mobile user identification code comprises the following steps: acquiring face related data and storing the face related data in a snapshot record table; acquiring relevant data of a mobile subscriber identification code and storing the relevant data in a mobile phone access record table; the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result; and performing association query on the face and the mobile user identification code based on the association result to obtain a query result. The method for inquiring the association between the face and the mobile user identification code realizes the association inquiry between the face and the mobile user identification code and has great application value.

Description

Face and mobile user identification code association query method and device and electronic equipment
Technical Field
The invention relates to the technical field of electronics, in particular to a method and a device for inquiring correlation between a human face and a mobile user identification code, electronic equipment and a computer storage medium.
Background
The correlation query of the face and the mobile user identification code has great application value in case detection and other fields, and is a technical problem to be solved urgently.
Disclosure of Invention
In order to solve the above technical problems, an object of the present invention is to provide a method for querying association between a face and a mobile user identifier, which implements the association query between the face and the mobile user identifier and has a great application value.
Another object of the present invention is to provide a face and mobile user identification code association query apparatus for implementing the above method for querying face and mobile user identification code association.
In order to achieve the purpose, the invention adopts the following technical scheme:
according to the embodiment of the first aspect of the invention, the method for inquiring the association between the face and the mobile user identification code comprises the following steps:
acquiring face related data and storing the face related data in a snapshot record table;
acquiring relevant data of a mobile subscriber identification code and storing the relevant data in a mobile phone access record table;
the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result;
and performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
Preferably, the face-related data includes: face image, snapshot time and snapshot camera, mobile user identification code associated data includes: mobile subscriber identity, access time, and a communication base station.
Preferably, the associating the snapshot record table with the mobile phone access record table includes: and acquiring the physical position of the snapshot camera according to the snapshot camera in the snapshot record table, determining a communication base station related to the snapshot camera based on the physical position, and associating the captured face image with a mobile user identification code accessing the communication base station at the access time corresponding to the snapshot time.
Preferably, the communication base station whose physical position from the snapshot camera is less than a first predetermined threshold is the associated communication base station, and the access time whose absolute value of the snapshot time difference is less than a second predetermined threshold is the access time corresponding to the access time.
Preferably, the association comprises a historical data association comprising:
for the face related data and the mobile user identification code related data which are continuously acquired within a preset time period, sequentially associating the face related data and the mobile user identification code related data according to a time sequence to obtain an association relationship;
then, calculating the association relation between the face related data and the mobile user identification code related data which are continuously acquired in the next preset time period;
and continuously repeating the steps, and combining all the association relations to obtain the historical data association.
Preferably, the association further comprises a real-time data association comprising: and acquiring the face related data and the mobile user identification code related data in real time, and associating the face image in the face related data acquired in real time with the mobile user identification code in the mobile user identification code related data according to an association algorithm of a relational association database.
Preferably, the association results are sorted according to the number of associations.
The device for inquiring the association between the human face and the mobile user identification code according to the second aspect of the invention comprises:
the first acquisition module and the first storage module are used for acquiring face related data and storing the face related data in a snapshot record table;
the second acquisition module and the second storage module are used for acquiring the relevant data of the mobile subscriber identification code and storing the relevant data in the mobile phone access record table;
the processing module is used for associating the snapshot record table with the mobile phone access record table to obtain an association result;
and the query module is used for performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
According to the third aspect of the invention, the electronic equipment for inquiring the association between the human face and the mobile user identification code comprises:
one or more processors;
one or more memories having computer readable code stored therein, which when executed by the one or more processors performs the face and mobile user identity association query method of any of the above embodiments.
A non-transitory computer storage medium according to a fourth aspect of the present invention stores computer readable code which, when executed by one or more processors, performs the face and mobile user identity association query method of any of the above embodiments.
The invention has the beneficial effects that:
the face related data and the mobile user identification code related data are obtained and stored in the snapshot record table and the mobile phone access record table respectively, the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result, correlation query is conducted on the face and the mobile user identification code based on the correlation result, the face and mobile user identification code correlation query method achieves correlation query on the face and the mobile user identification code, and has a huge application value.
The foregoing description is only an overview of the technical solutions of the present invention, and in order to make the technical solutions of the present invention more clearly understood and to implement them in accordance with the contents of the description, the following detailed description is given with reference to the preferred embodiments of the present invention and the accompanying drawings.
Drawings
FIG. 1 is a flowchart of a face and mobile subscriber identity association query method according to an embodiment of the present invention;
fig. 2 is a schematic structural diagram of a face and mobile subscriber identity association query device according to an embodiment of the present invention;
fig. 3 is a schematic structural diagram of an electronic device according to an embodiment of the present invention.
Detailed Description
The following detailed description of embodiments of the present invention is provided in connection with the accompanying drawings and examples. The following examples are intended to illustrate the invention, but are not intended to limit the scope of the invention.
It will be appreciated that as used herein, the term module may refer to or include an Application Specific Integrated Circuit (ASIC), an electronic circuit, a processor (shared, dedicated, or group) and/or memory that executes one or more software or firmware programs, a combinational logic circuit, and/or other suitable hardware components that provide the described functionality, or may be part of such hardware components.
It will be appreciated that in embodiments of the invention, the processor may be a microprocessor, a digital signal processor, a microcontroller, the like, and/or any combination thereof. According to another aspect, the processor may be a single-core processor, a multi-core processor, the like, and/or any combination thereof.
According to the face and mobile user identification code association query device provided by the embodiment of the invention, the face and mobile user identification code association query device can acquire face related data and mobile user identification code related data and respectively store the face related data and the mobile user identification code related data in the snapshot record table and the mobile phone access record table, associate the snapshot record table and the mobile phone access record table to obtain an association result, and perform association query on the face and the mobile user identification code based on the association result.
For example, when the method is used for case investigation, at a remote case location, face related data and mobile user identification code related data near the case location are acquired, the face related data are stored in a snapshot record table, the face related data comprise a face image, snapshot time and a snapshot camera, the mobile user identification code related data are stored in a mobile phone access record table, the mobile user identification code related data comprise a mobile user identification code, access time and a communication base station, the snapshot record table and the mobile phone access record table are associated to obtain an association result of the mobile user identification code and the face image, association query is performed on the face and the mobile user identification code based on the obtained association result, the mobile user identification code associated with a criminal suspect can be found according to the face image of the criminal suspect, and then a corresponding mobile phone number can be acquired through a relevant department according to the obtained mobile user identification code, or the mobile user identification code corresponding to the criminal suspect can be acquired through related departments according to the mobile phone number of the criminal suspect, and then the face image associated with the criminal suspect is found according to the mobile user identification code of the criminal suspect.
The device for inquiring the association between the human face and the mobile user identification code comprises a first acquisition module 10, a first storage module 20, a second acquisition module 30, a second storage module 40, a processing module 50 and an inquiry module 60.
The first obtaining module 10 and the first storage module 20 are configured to obtain face-related data and store the face-related data in a snapshot record table.
The second obtaining module 30 and the second storing module 40 are used for obtaining the data related to the mobile subscriber identity and storing the data in the mobile phone access record table.
And the processing module 50 is configured to associate the snapshot record table with the mobile phone access record table to obtain an association result. And the correlation result comprises the correlation times of the mobile user identification code and the face image.
And the query module 60 is configured to perform association query on the face and the mobile user identifier based on the association result to obtain a query result. That is, based on the association result, the mobile user identification code associated with the face image can be queried through the face image, and the face image associated with the face image can also be queried through the mobile user identification code.
The face and mobile user identification code association query device realizes the association query of the face and the mobile user identification code, has simple calculation and accurate and reliable query result, can quickly obtain the query result, and has great application value.
The face and mobile user identification code correlation query method based on the face and mobile user identification code correlation query device comprises the following steps:
step S1, acquiring face related data and storing the data in a snapshot record table;
according to some embodiments of the invention, the face-related data comprises: face image, snapshot time and snapshot camera.
Step S2, acquiring the relevant data of the mobile user identification code and storing the relevant data in a mobile phone access record table;
according to some embodiments of the invention, the mobile subscriber identity related data comprises: the mobile subscriber identity, the access time and the communication base station, wherein the mobile subscriber identity can be the IMSI number of the mobile phone.
Step S3, the snapshot record table is associated with the mobile phone access record table to obtain an associated result;
preferably, the associating the snapshot record table with the mobile phone access record table comprises: and acquiring the physical position of the snapshot camera according to the snapshot camera in the snapshot record table, determining a communication base station related to the snapshot camera based on the physical position, and associating the captured face image with a mobile user identification code accessing the communication base station at the access time corresponding to the snapshot time. That is to say, according to the physical position of the snapshot camera in the snapshot record table, based on the geographical position relationship, the communication base station associated with the snapshot camera can be determined, the access time corresponding to the snapshot time is obtained according to the snapshot time of the snapshot camera, the mobile user identification code accessing the communication base station at the corresponding access time is further obtained, and the captured face image is associated with the mobile user identification code. The correlation mode is simple to calculate, and the obtained correlation result is accurate and reliable.
Preferably, the communication base station whose physical position from the snapshot camera is smaller than the first predetermined threshold is the associated communication base station, and the access time whose absolute value of the snapshot time difference is smaller than the second predetermined threshold is the access time corresponding to the access time. Specifically, for example, a communication base station which is less than 1000 meters away from the snapshot camera is used as a communication base station associated with the snapshot camera, and an access time which is less than 1min in absolute value of a difference between the snapshot times is used as an access time corresponding to the snapshot time.
Further preferably, the association comprises a historical data association, the historical data association comprising:
for face related data and mobile user identification code related data which are continuously acquired within a preset time period, sequentially associating the face related data and the mobile user identification code related data according to a time sequence to obtain an association relation;
then, calculating the face related data and the mobile user identification code related data which are continuously acquired in the next preset time period to obtain an association relation;
and continuously repeating the steps, and combining all the association relations to obtain historical data association.
That is to say, the incidence relation is obtained by calculating the face related data and the mobile user identification code related data which are continuously obtained in a preset time period, a plurality of incidence relations are obtained for a plurality of preset time periods which are obtained historically, all the incidence relations are combined to obtain historical data association, therefore, when the incidence inquiry is carried out on the face image and the mobile user identification code, the historical data can be directly associated based on the historical data which are obtained by calculation, and the quick acquisition of the inquiry result is facilitated.
Preferably, the association further comprises a real-time data association comprising: and acquiring the face related data and the mobile user identification code related data in real time, and associating the face image in the face related data acquired in real time with the mobile user identification code in the mobile user identification code related data according to an association algorithm of a relational association database. The relational database can be a mysql database, the face related data and the mobile user identification code related data acquired in real time are few, the real-time data calculation is generally directed at the correlation condition of a specific face image or a specific mobile user identification code, the calculation amount is small, and the correlation algorithm using the relational database is simpler and more convenient.
According to some embodiments of the invention, the correlation results are sorted by the number of correlations.
And step S4, based on the correlation result, performing correlation query on the face and the mobile user identification code to obtain a query result.
The face and mobile user identification code association query method realizes the association query of the face and the mobile user identification code, has simple calculation and accurate and reliable query result, can quickly obtain the query result, and has great application value.
Based on the same inventive concept as the above-mentioned human face and mobile user identification code association query method, the present application further provides an electronic device 1400, where the electronic device 1400 comprises one or more processors 1401 and one or more memories 1402, where the memories 1402 store computer readable codes,
wherein the computer readable code when executed by the one or more processors 1401 performs the steps of:
acquiring face related data and storing the face related data in a snapshot record table;
acquiring relevant data of a mobile subscriber identification code and storing the relevant data in a mobile phone access record table;
the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result;
and performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
Preferably, the face-related data includes: face image, snapshot time and snapshot camera, mobile user identification code associated data includes: mobile subscriber identity, access time, and a communication base station.
Preferably, the associating the snapshot record table with the mobile phone access record table includes: and acquiring the physical position of the snapshot camera according to the snapshot camera in the snapshot record table, determining a communication base station related to the snapshot camera based on the physical position, and associating the captured face image with a mobile user identification code accessing the communication base station at the access time corresponding to the snapshot time.
Preferably, the communication base station whose physical position from the snapshot camera is less than a first predetermined threshold is the associated communication base station, and the access time whose absolute value of the snapshot time difference is less than a second predetermined threshold is the access time corresponding to the access time.
Preferably, the association comprises a historical data association comprising:
for the face related data and the mobile user identification code related data which are continuously acquired within a preset time period, sequentially associating the face related data and the mobile user identification code related data according to a time sequence to obtain an association relationship;
then, calculating the association relation between the face related data and the mobile user identification code related data which are continuously acquired in the next preset time period;
and continuously repeating the steps, and combining all the association relations to obtain the historical data association.
Preferably, the association further comprises a real-time data association comprising: and acquiring the face related data and the mobile user identification code related data in real time, and associating the face image in the face related data acquired in real time with the mobile user identification code in the mobile user identification code related data according to an association algorithm of a relational association database.
Preferably, the association results are sorted according to the number of associations.
Further, the electronic device 1400 further includes a network interface 1403, an input device 1404, a hard disk 1405, and a display device 1406.
The various interfaces and devices described above may be interconnected by a bus architecture. A bus architecture may be any architecture that may include any number of interconnected buses and bridges. One or more Central Processing Units (CPUs), represented in particular by processor 1401, and the various circuits of one or more memories 1402, represented by memory 1402, are coupled together. The bus architecture may also connect various other circuits such as peripherals, voltage regulators, power management circuits, and the like. It will be appreciated that a bus architecture is used to enable communications among the components. The bus architecture includes a power bus, a control bus, and a status signal bus, in addition to a data bus, all of which are well known in the art and therefore will not be described in detail herein.
The network interface 1403 may be connected to a network (e.g., the internet, a local area network, etc.), obtain relevant data from the network, and store the data in the hard disk 1405.
An input device 1404 may receive various instructions input by an operator and send to processor 1401 for execution. The input devices 1404 may include a keyboard or pointing device (e.g., mouse, trackball, touch pad, touch screen, or the like).
The display device 1406 may display a result obtained by the processor 1401 executing the instruction.
The memory 1402 is used for storing programs and data necessary for the operation of the operating system 14021, and data such as intermediate results in the calculation process of the processor 1401.
It will be appreciated that the memory 1402 in the subject embodiments can be either volatile memory or nonvolatile memory, or can include both volatile and nonvolatile memory. The nonvolatile memory may be a Read Only Memory (ROM), a Programmable Read Only Memory (PROM), an Erasable Programmable Read Only Memory (EPROM), an Electrically Erasable Programmable Read Only Memory (EEPROM), or a flash memory. Volatile memory can be Random Access Memory (RAM), which acts as external cache memory. The memory 1402 of the apparatus and methods described herein is intended to comprise, without being limited to, these and any other suitable types of memory.
In some embodiments, memory 1402 stores elements, executable modules or data structures, or a subset thereof, or an expanded set thereof as follows: an operating system 14021 and application programs 14014.
The operating system 14021 includes various system programs, such as a framework layer, a core library layer, a driver layer, and the like, for implementing various basic services and processing hardware-based tasks. The application 14014 includes various applications, such as a Browser (Browser), and the like, for implementing various application services. A program implementing the methods of embodiments of the present application may be included in application 14014.
The methods disclosed in the embodiments described above may be implemented in processor 1401, or by processor 1401. Processor 1401 may be an integrated circuit chip having signal processing capabilities. In implementation, the steps of the above method may be performed by instructions in the form of hardware integrated logic circuits or software in the processor 1401. The processor 1401 may be a general purpose processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), an off-the-shelf programmable gate array (FPGA) or other programmable logic device, discrete gate or transistor logic, discrete hardware components, and may implement or perform the methods, steps, and logic blocks disclosed in the embodiments of the present application. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like. The steps of the method disclosed in connection with the embodiments of the present application may be directly implemented by a hardware decoding processor, or implemented by a combination of hardware and software modules in the decoding processor. The software module may be located in ram, flash memory, rom, prom, or eprom, registers, etc. storage media as is well known in the art. The storage medium is located in a memory 1402, and a processor 1401 reads information in the memory 1402 and performs the steps of the above method in combination with hardware thereof.
It is to be understood that the embodiments described herein may be implemented in hardware, software, firmware, middleware, microcode, or any combination thereof. For a hardware implementation, the processing units may be implemented within one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), Programmable Logic Devices (PLDs), Field Programmable Gate Arrays (FPGAs), general purpose processors, controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
For a software implementation, the techniques described herein may be implemented with modules (e.g., procedures, functions, and so on) that perform the functions described herein. The software codes may be stored in a memory and executed by a processor. The memory may be implemented within the processor or external to the processor.
In the embodiment of the application, the electronic device 1400 associates the snapshot record table and the mobile phone access record table to obtain an association result by acquiring the face related data and the mobile user identification code related data and storing the face related data and the mobile user identification code related data in the snapshot record table and the mobile phone access record table respectively, and performs association query on the face and the mobile user identification code based on the association result, so that the face and the mobile user identification code are subjected to association query, and the electronic device has the advantages of simple calculation, accurate and reliable query result, capability of quickly obtaining the query result, and great application value.
Additionally, embodiments of the present application also provide a non-transitory computer storage medium storing computer readable code that when executed by one or more processors performs the steps of:
acquiring face related data and storing the face related data in a snapshot record table;
acquiring relevant data of a mobile subscriber identification code and storing the relevant data in a mobile phone access record table;
the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result;
and performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
When executed by the processor, the computer readable code implements the processes of the above-mentioned face and mobile user identification code association query method embodiment, and can achieve the same technical effect, and in order to avoid repetition, detailed processes are not repeated here. The computer storage medium may be a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk.
In the several embodiments provided in the present application, it should be understood that the disclosed method and apparatus may be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, the division of the units is only one logical division, and other divisions may be realized in practice, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.
In addition, functional units in the embodiments of the present application may be integrated into one processing unit, or each unit may be physically included alone, or two or more units may be integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional unit.
The technical features of the embodiments described above may be arbitrarily combined, and for the sake of brevity, all possible combinations of the technical features in the embodiments described above are not described, but should be considered as being within the scope of the present specification as long as there is no contradiction between the combinations of the technical features.
The above-mentioned embodiments only express several embodiments of the present invention, and the description thereof is more specific and detailed, but not construed as limiting the scope of the invention. It should be noted that, for a person skilled in the art, several variations and modifications can be made without departing from the inventive concept, which falls within the scope of the present invention. Therefore, the protection scope of the present patent shall be subject to the appended claims.

Claims (10)

1. A method for inquiring association between human face and mobile user identification code is characterized by comprising the following steps:
acquiring face related data and storing the face related data in a snapshot record table;
acquiring relevant data of a mobile subscriber identification code and storing the relevant data in a mobile phone access record table;
the snapshot record table and the mobile phone access record table are correlated to obtain a correlation result;
and performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
2. The method of claim 1, wherein the face-related data comprises: face image, snapshot time and snapshot camera, mobile user identification code associated data includes: mobile subscriber identity, access time, and a communication base station.
3. The method of claim 2, wherein associating the snapshot record table with the cell phone access record table comprises: and acquiring the physical position of the snapshot camera according to the snapshot camera in the snapshot record table, determining a communication base station related to the snapshot camera based on the physical position, and associating the captured face image with a mobile user identification code accessing the communication base station at the access time corresponding to the snapshot time.
4. The method according to claim 3, wherein the communication base station which is less than a first predetermined threshold from the physical position of the snapshot camera is the associated communication base station, and the access time which is less than a second predetermined threshold from the absolute value of the snapshot time difference is the access time corresponding thereto.
5. The method of claim 3, wherein the association comprises a historical data association comprising:
for the face related data and the mobile user identification code related data which are continuously acquired within a preset time period, sequentially associating the face related data and the mobile user identification code related data according to a time sequence to obtain an association relationship;
then, calculating the association relation between the face related data and the mobile user identification code related data which are continuously acquired in the next preset time period;
and continuously repeating the steps, and combining all the association relations to obtain the historical data association.
6. The method of claim 5, wherein the association further comprises a real-time data association comprising: and acquiring the face related data and the mobile user identification code related data in real time, and associating the face image in the face related data acquired in real time with the mobile user identification code in the mobile user identification code related data according to an association algorithm of a relational association database.
7. The method of claim 1, wherein the correlation results are sorted by correlation number.
8. An inquiry device for associating a human face with a mobile user identification code is characterized by comprising:
the first acquisition module and the first storage module are used for acquiring face related data and storing the face related data in a snapshot record table;
the second acquisition module and the second storage module are used for acquiring the relevant data of the mobile subscriber identification code and storing the relevant data in the mobile phone access record table;
the processing module is used for associating the snapshot record table with the mobile phone access record table to obtain an association result;
and the query module is used for performing association query on the face and the mobile user identification code based on the association result to obtain a query result.
9. An electronic device for face-to-mobile user identification association query, comprising:
one or more processors;
one or more memories having computer readable code stored therein which, when executed by the one or more processors, performs a face and mobile user identity association query method as claimed in any one of claims 1 to 7.
10. A non-transitory computer storage medium having stored therein computer readable code, which when executed by one or more processors, performs a face and mobile user identity association query method as claimed in any one of claims 1 to 7.
CN201910924325.1A 2019-09-27 2019-09-27 Face and mobile user identification code association query method and device and electronic equipment Pending CN110727809A (en)

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CN112633325A (en) * 2020-11-28 2021-04-09 武汉虹信技术服务有限责任公司 Personnel identification method and device based on tactical model, electronic equipment and readable medium
CN112866570A (en) * 2021-01-08 2021-05-28 北京码牛科技有限公司 Method and device for joint acquisition of graph codes and generation of target object track
CN112911581A (en) * 2020-08-19 2021-06-04 南京奈思电子科技有限公司 Mobile phone number query method and system based on cross-correlation calculation
CN114078277A (en) * 2022-01-19 2022-02-22 深圳前海中电慧安科技有限公司 One-person-one-file face clustering method and device, computer equipment and storage medium

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