CN110430571A - A kind of face recognition device and implementation method based on 5G framework - Google Patents
A kind of face recognition device and implementation method based on 5G framework Download PDFInfo
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- CN110430571A CN110430571A CN201910736760.1A CN201910736760A CN110430571A CN 110430571 A CN110430571 A CN 110430571A CN 201910736760 A CN201910736760 A CN 201910736760A CN 110430571 A CN110430571 A CN 110430571A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/94—Hardware or software architectures specially adapted for image or video understanding
- G06V10/95—Hardware or software architectures specially adapted for image or video understanding structured as a network, e.g. client-server architectures
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
- H04L67/1097—Protocols in which an application is distributed across nodes in the network for distributed storage of data in networks, e.g. transport arrangements for network file system [NFS], storage area networks [SAN] or network attached storage [NAS]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W12/00—Security arrangements; Authentication; Protecting privacy or anonymity
- H04W12/03—Protecting confidentiality, e.g. by encryption
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W12/00—Security arrangements; Authentication; Protecting privacy or anonymity
- H04W12/04—Key management, e.g. using generic bootstrapping architecture [GBA]
- H04W12/041—Key generation or derivation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W12/00—Security arrangements; Authentication; Protecting privacy or anonymity
- H04W12/04—Key management, e.g. using generic bootstrapping architecture [GBA]
- H04W12/043—Key management, e.g. using generic bootstrapping architecture [GBA] using a trusted network node as an anchor
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Abstract
The invention discloses a kind of face recognition device and implementation method based on 5G framework, including face recognition device client, the 5G network architecture, cloud computing platform；Device clients realize data acquisition, and the 5G network architecture realizes high-speed transfer, and cloud computing platform realizes the quick, intelligent identification of face based on 5G framework by learning training and matching algorithm.The present invention have the advantages that transmission rate faster, amount of storage is bigger, versatility is more preferable, discrimination is higher, confidentiality is more preferable.
Description
Technical field
The present invention relates to a kind of face recognition device technical fields more particularly to a kind of recognition of face based on 5G framework to set
Standby and implementation method.
Background technique
Extensive commercialization with 5G network in China, every application based on 5G network will be pushed away constantly like the mushrooms after rain
It is old new out.Face recognition device is widely applied to every field, but since equipment single machine processing capacity is poor, identification range has
Limit, cannot make full use of the advantages such as artificial intelligence (machine learning).In view of problem above, the recognition of face based on 5G network is established
The framework of equipment and its remote service system, and using the safety of existing password encryption technology, utilize cloud server
The condition that computing capability plays artificial intelligence (machine learning) utilizes open source using the mobile advantage and superiority bandwidth of 5G network
Or domestic high-quality system, though performance is improved, makes up its meter by 5G network and cloud computing ability on face recognition technology
The deficiency of calculation ability, the distributed computing layout for needing to establish basis are developed, the final application for realizing face recognition device
It is required that being needed with individual privacy.
5G superelevation rate and ultralow time delay are also a double-edged sword, for hacker, this also means that attack speed is more
Fastly.The security mechanism of traditional 1/2/3/4G network is that high " protection wall " is arranged in Web portal to prevent network from being attacked
It hits, and the 5G for opening containing can break " high-wall " to a certain extent, come by the flexible careful security mechanism of network internal
Cope with network attack.
Based on background above, start to come into being using the face recognition device and remote service system of 5G network, such as
2018111896321 propose a kind of face identification method and system based on 5G framework, proposes a kind of based on 5G mobile terminal
Face identification method, data storage uses the distributed data base of Hadoop, under the control of user information description, by user
The corresponding comparison data of information is saved in the back end of the MEC virtual machine nearest from user.Patent application proposition is based on
The face identification method and system of 5G framework, but it is only based on the simple application for setting mobile terminal device.
For the superiority for further promoting 5G network transmission performance, the face recognition device that originally cannot achieve transmission is solved
Data volume is big, the limited problem of own processing capabilities, and the present invention will propose to be based on 5G network, is passed using open source face recognition device
Defeated high-volume data, and information is handled using the cloud computing capability of remote service system, finally feed back to face recognition device
Application scheme, and be encrypted in the process using 5G superiority bandwidth, further ensure the privacy of recognition of face.
Summary of the invention
In order to solve the above technical problems, the object of the present invention is to provide a kind of face recognition device and reality based on 5G framework
Existing method, solves under big data background, the image procossing transmission problem and encryption technology problem of face recognition technology.
The purpose of the present invention is realized by technical solution below: a kind of face recognition device and reality based on 5G framework
Existing method, including face recognition device client, the 5G network architecture, the device model of three levels of cloud computing platform and realization side
Method.
The face recognition device client includes that image/video acquires equipment, open source embedded equipment, data communication interface,
It is mainly responsible for Image Acquisition, image is tentatively identified, simply divides image, combination bit stream, encrypting module.
The 5G network architecture includes the embedded communication module of 5G, 5G communication network, 5G server, is mainly responsible for data height
Speed transmission.
The cloud computing platform includes firewall, cloud computing server, standby system, is mainly responsible for the cloud meter of face identification
Calculation and recognition methods.
Further, described image video capture device uses high-definition camera or camera gun, constantly acquisition facial image
Video data is connect by open source embedded equipment with standard communication interface；The open source embedded equipment passes through insertion Encryption Algorithm,
After data are encrypted, it is connect with 5G insertion communication module interface is given.
Further, the embedded communication module of the 5G and 5G server according to 5G communications protocol respectively with 5G communication network
Connection is established respectively.
Preferably, the 5G server carries out encrypting and decrypting processing by public encryption system and trusted third party, and will
Data are sent to cloud platform server and carry out operation and identification.
Preferably, the cloud computing server carries out recognition of face by using Open Source Code software library (TensorFlow)
Matching operation；The cloud platform server is by calling Hash (Hash) function to realize storing data in cloud computing unit；Institute
State the backup that standby system realizes face identification system data.
It is further preferred that the face identification method based on 5G framework, including face recognition device client, 5G net
The implementation method of three network framework, cloud computing platform levels.
The face recognition device client realization method includes three steps:
Step 11 acquires image
Described image video capture device is positioned according to face eyes, acquires the photo or video of identified person, is carried out pre-
Face characteristic is extracted in processing；
Step 12 image procossing
Image cut, extracted by the open source embedded equipment, resolution processes, and video image is carried out pictured processing,
Pretreated facial image characteristic is obtained, and is converted into combination bit stream；
Step 13 encrypting module
The open source embedded equipment carries out algorithm for encryption to combination bit stream, forms human face data encrypting module, using push and divides
Block is transmitted to the embedded communication module of 5G.
The 5G network architecture implementation method includes three operating procedures:
The generation and transmission of step 21 encrypted data chunk
The human face data encrypting module is sent to the embedded communication module of 5G, using public-key cryptosystem (public key
Cryptosystem, PKC), it is embedded in encryption key and certification, forms encrypted data chunk, and pass through trusted third party (private
Key generator, PKG) private key is generated, it is packaged and generates transmission data；
Step 22 5G communication network transmits encrypted data chunk
According to communication protocol, by 5G communication network, by encrypted data chunk high-speed transfer to 5G server；
The decryption and reception of step 23 encrypted data chunk
The 5G server receives the encrypted data chunk from 5G communication network, while the encrypted data chunk for obtaining PKG generation is private
Key, is decrypted and authentication processing.
The cloud computing platform implementation method includes three operating procedures:
Step 31 learning training and probabilistic forecasting
Cloud computing server must carry out learning training and probabilistic forecasting to pre-acquired human face data；
The storage of step 32 encrypted data chunk and coding
It, will using Hash (Hash) algorithm after firewall before encrypted data chunk is transferred to cloud computing server by 5G server
Data block recompiles, and is stored on cloud computing unit；
Step 33 recognition of face and matching operation
For cloud computing server by calling recognition of face matching algorithm to carry out recognition of face, recognition result transmits display terminal.
Compared with prior art, the beneficial effects of the present invention are: (1) is based on the 5G network architecture, transmission rate is faster；(2)
It is stored using cloud computing platform, amount of storage is bigger；(3) Open Source Code is used, systemic openness and versatility are more preferable；(4) it uses
A variety of identification matching algorithms and PKG encrypting and decrypting speculate system, can effectively improve discrimination, confidentiality is more preferable.
Detailed description of the invention
Fig. 1 is face recognition device and implementation method schematic diagram based on 5G framework；
Fig. 2 is face recognition device client realization method schematic diagram；
Fig. 3 is 5G network architecture implementation method flow chart；
Fig. 4 is the PKG encrypting and decrypting schematic diagram of mechanism based on 5G；
Fig. 5 is cloud computing platform implementation method schematic diagram；
Appended drawing reference: 1 face recognition device client, the 2 5G network architectures, 3 cloud computing platforms, the acquisition of 101 image/videos
Equipment, 102 open source embedded equipments, 103 data communication interfaces, the embedded communication module of 201 5G, 202 5G communication networks,
203 5G servers, 301 firewalls, 302 cloud computing servers, 303 standby systems.
Specific embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with examples and drawings to this hair
Bright embodiment is described in further detail.
As shown in Figure 1, a kind of face recognition device and implementation method schematic diagram based on 5G framework, including recognition of face are set
Standby 3 three client 1, the 5G network architecture 2, cloud computing platform levels.
Face recognition device client 1 includes that image/video acquires equipment 101, increase income embedded equipment 102, data communication connect
Mouth 103；Image/video acquires equipment 101 and uses high-definition camera or camera gun, constantly acquires facial image video data, passes through
Open source embedded equipment 102 is connect with data communication interface 103；Embedded equipment 102 of increasing income passes through insertion Encryption Algorithm, Encryption Algorithm
Using hash algorithm SHA256, after data are encrypted, it is sent to 5G insertion communication module 201.
The 5G network architecture 2 includes the embedded communication module 201 of 5G, 5G communication network 202,5G server 203；5G communication network
Network 202 establishes connection with the embedded communication module 201 of 5G and 5G server 203 respectively.
Cloud computing platform 3 includes firewall 301, cloud computing server 302, standby system 303；5G server 203 passes through
After firewall 301 carries out safety detection, sends the data to cloud computing server 302 and carry out operation and identification；For safety, cloud
Calculation server 302 backups to facial recognition data in standby system 303.
Fig. 2 show face recognition device client realization method schematic diagram, data acquisition operations step, including acquisition
13 3 image 11, image procossing 12, encrypting module operating procedures.
Image/video acquisition equipment 101 is positioned according to face eyes, acquires the photo or video of identified person, is carried out
Face characteristic is extracted in pretreatment；Open source embedded equipment 102 image is cut, is extracted, resolution processes, by video image
Pictured processing is carried out, obtains pretreated facial image characteristic, and be converted into combination bit stream；Open source embedded equipment
102 pairs of combination bit streams carry out algorithm for encryption, form human face data encrypting module, by data communication interface 102 using push and
Block transmission to 5G be embedded in communication module 201.
Fig. 3 show 5G network architecture implementation method flow chart, and human face data encrypting module is sent to the embedded communication mould of 5G
Block 201 is embedded in encryption key, forms encrypted data chunk；Then judged according to cryptographic keys, if cryptographic keys judgement is just
Really, then data are ready for sending, secret key problem and supplementary data block are otherwise handled.
Based on 5G communication network 202, encrypted data chunk passes through 5G transmission channel, High Speed Transfer to 5G server 203；5G clothes
Business device 203 receives encrypted data chunk and encrypted data chunk key simultaneously, if it is determined that secret key is correct, is then decrypted,
Otherwise processing secret key problem and supplementary data block.
Fig. 4 is the PKG encrypting and decrypting schematic diagram of mechanism based on 5G, and terminal A is the embedded communication module terminal of 5G, terminal B
For 5G server terminal, encrypting and decrypting process is as follows:
1) terminal A loads signature private key before dispatching from the factory, and by public-key cryptosystem, terminal A uses the public key encryption key of terminal B
KA；
2) terminal A encrypts K by the signature private key of oneselfAAfterwards, it is transferred to terminal B；
3) terminal B is to PKG application private key；
4) PKG generates the private key of terminal B, is distributed to terminal B；
5) terminal B decrypts to obtain initial key K using private keyA；
6) terminal B authenticates the signature of terminal A.
Fig. 5 show cloud computing platform implementation method schematic diagram, cloud computing server 302 must to pre-acquired human face data into
Row learning training and probabilistic forecasting；It, must be through preventing fires before encrypted data chunk is transferred to cloud computing server 302 by 5G server 203
After 301 safety detection of wall, data block is recompiled using hash algorithm, is stored on cloud computing unit；Cloud computing server
302 by calling recognition of face matching algorithm to carry out recognition of face, and recognition result transmits display terminal；For safety, cloud meter
It calculates server 302 to backup to facial recognition data in standby system 303, once system goes wrong, system recovery can be carried out.
Although disclosed herein embodiment it is as above, the content is only to facilitate understanding the present invention and adopting
Embodiment is not intended to limit the invention.Any those skilled in the art to which this invention pertains are not departing from this
Under the premise of the disclosed spirit and scope of invention, any modification and change can be made in the implementing form and in details,
But scope of patent protection of the invention, still should be subject to the scope of the claims as defined in the appended claims.
Claims (4)
1. a kind of face recognition device and implementation method based on 5G framework, including face recognition device client (1), 5G transmission
Network (2), cloud computing platform (3), it is characterised in that:
The face recognition device client (1) passes through image/video acquisition equipment (101) and open source embedded equipment (102) acquisition
Data, and carry out data processing；
The 5G network architecture (2) carries out high-speed transfer by 5G communication network (202)；
The cloud computing platform (3) realizes cloud storage unit and matching algorithm by cloud computing server (302), realizes that face is known
Not.
2. the face recognition device client realization method according to claim 1, it is characterised in that:
Described image video capture device (101) acquires identified person's photo or video, is pre-processed, and face characteristic is extracted；
Image cut, extracted by the open source embedded equipment (102), resolution processes, video image is carried out pictured
After processing, it is converted into combination bit stream；
The open source embedded equipment (102) carries out algorithm for encryption to combination bit stream, human face data encrypting module is formed, using push
And block transmission is to the embedded communication module of 5G (201).
3. the 5G network architecture implementation method according to claim 1, it is characterised in that:
The embedded communication module of 5G (201) the insertion encryption key carries out signature authentication, forms encrypted data chunk；
The encrypted data chunk is transmitted by 5G communication network (202)；
The 5G server (203) receives encrypted data chunk and key, is decrypted and authentication processing.
4. the cloud computing platform implementation method according to claim 1, it is characterised in that:
The cloud computing server (302) must carry out learning training and probabilistic forecasting to pre-acquired human face data；
The cloud computing server (302) recompiles encrypted data chunk after firewall (301), is stored in cloud computing unit
On；
Cloud computing server (302) is by calling recognition of face matching algorithm to carry out recognition of face, and recognition result transmission display is eventually
End.
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Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111046837A (en) * | 2019-12-24 | 2020-04-21 | 深圳市奥富科数码科技有限公司 | Face recognition equipment based on 5G framework |
| CN111079568A (en) * | 2019-11-28 | 2020-04-28 | 乌鲁木齐明华智能电子科技有限公司 | Dynamic face recognition terminal adopting 5G network communication |
| CN113158214A (en) * | 2021-04-30 | 2021-07-23 | 中国银行股份有限公司 | Intelligent encrypted identification method and device |
| CN113326814A (en) * | 2021-02-22 | 2021-08-31 | 王先峰 | Face recognition equipment based on 5G framework |
| CN113743296A (en) * | 2021-09-03 | 2021-12-03 | 广东伟兴电子科技有限公司 | Industrial product identification and traceability realization method based on 5G network |
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| CN105868678A (en) * | 2015-01-19 | 2016-08-17 | 阿里巴巴集团控股有限公司 | Human face recognition model training method and device |
| CN209881821U (en) * | 2019-08-10 | 2019-12-31 | 广东伟兴电子科技有限公司 | Intelligent identity recognition system based on 5G network |
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| CN101957911A (en) * | 2010-09-29 | 2011-01-26 | 汉王科技股份有限公司 | Face identification method and system |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111079568A (en) * | 2019-11-28 | 2020-04-28 | 乌鲁木齐明华智能电子科技有限公司 | Dynamic face recognition terminal adopting 5G network communication |
| CN111046837A (en) * | 2019-12-24 | 2020-04-21 | 深圳市奥富科数码科技有限公司 | Face recognition equipment based on 5G framework |
| CN113326814A (en) * | 2021-02-22 | 2021-08-31 | 王先峰 | Face recognition equipment based on 5G framework |
| CN113158214A (en) * | 2021-04-30 | 2021-07-23 | 中国银行股份有限公司 | Intelligent encrypted identification method and device |
| CN113743296A (en) * | 2021-09-03 | 2021-12-03 | 广东伟兴电子科技有限公司 | Industrial product identification and traceability realization method based on 5G network |
| CN113743296B (en) * | 2021-09-03 | 2024-05-31 | 揭阳职业技术学院 | Industrial product identification and traceability implementation method based on 5G network |
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