CN106022418A - Ticket-certificate-person-combined comparison device - Google Patents
Ticket-certificate-person-combined comparison device Download PDFInfo
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- CN106022418A CN106022418A CN201610553439.6A CN201610553439A CN106022418A CN 106022418 A CN106022418 A CN 106022418A CN 201610553439 A CN201610553439 A CN 201610553439A CN 106022418 A CN106022418 A CN 106022418A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06K—GRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
- G06K17/00—Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations
- G06K17/0022—Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations arrangements or provisious for transferring data to distant stations, e.g. from a sensing device
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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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- Oral & Maxillofacial Surgery (AREA)
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- Devices For Checking Fares Or Tickets At Control Points (AREA)
Abstract
A ticket-certificate-person-combined comparison device comprises a certificate reader, a camera, and a two-dimensional code scanner, a communication module, a ticket-certificate comparison module, a picture extraction module, a human face recognizer and a gate switch electrically connected in sequence, wherein the camera is electrically connected with the human face recognizer; and the certificate reader is electrically connected with the communication module, the ticket-certificate comparison module and the picture extraction module respectively. As the certificate reader, the two-dimensional code scanner, the camera, the ticket-certificate comparison module and the human face recognizer are adopted, in the case of use, comparison among the certificate, the ticket and the facial picture can be completed only by reading the certificate of the certificate holder, the two-dimensional code of the ticket and the facial picture, a ticket checking person does not need to be at each channel gate for determining whether to let go, manual one-to-one comparison is not needed, particularly, whether the picture on the certificate is consistent with the actual person does not need to be compared, and the ticket-certificate-person-combined comparison device has the advantages of small errors, high efficiency, saved human resources, automatic verification realization, convenient use and the like.
Description
Technical field
The present invention relates to certificate, bill, the technical field of mug shot comparison, especially relate to a kind of ticket people and unify comparison device.
Background technology
At present, China railways is in terms of fire bill system of real name checking, or also rests on original manual manually examining tickets, and efficiency is low, leak is many, imprecision, does not meets the requirement of new standard；It is exactly to use the most general solution, use a computer, mix reader for two-dimension code and credential reading device, complete system of real name ticket checking requirement, but the shortcoming one of this scheme is intended to take the work top of a standard, take up an area bigger, and because equipment volume is big, accessory is many, too increase the difficulty of field management in busy waiting hall；Two be each passage sluice gate need to be equipped with a railway ticket checking staff determine whether let pass；Three is to need manually to go comparison one by one, and the especially photo on comparison certificate is the most consistent with actual persons, owing to manually contrasting, therefore can produce a lot of errors.And owing to being manually to carry out ticket checking, efficiency is low, it is easy to get congestion.And most of rail vehicles for transporting passengers stations of China railways, it is possible to provide the place to system of real name ticket checking is the most narrow, and the equipment that conventional solution is difficult to the above is scattered lays layout；In recent years, opening operation along with the substantial amounts of new line of China railways and high ferro, shunted the most wired large quantities of personnel, railway obtains human resources and seems that day is becoming tight.Therefore, in the urgent need to research and development one without direct surveillance integration fiery bill system of real name automatically verify traffic system, fully to meet the field demand at China railways rail vehicles for transporting passengers station.
Summary of the invention
In order to overcome the problems referred to above, the present invention provides a kind of ticket people realizing automatically verifying, error is little, easy to use and efficiency is high to unify comparison device to society.
The technical scheme is that a kind of ticket people of offer unifies comparison device, including certificate card reader, photographic head, and Quick Response Code scanning device, communication module, ticket comparing module, photo extraction module, recognition of face device and the knife switch being electrically connected with successively, described photographic head is electrically connected with described recognition of face device, and described certificate card reader is electrically connected with described communication module, described ticket comparing module and described photo extraction module respectively；Certificate information that described certificate card reader is read by described communication module and the bill 2 D code information of described Quick Response Code scanning device scanning, respectively correspondingly it is sent to certificate information storehouse and billing information storehouse inquire about, the certificate of inquiry can normally be used information and billing information to be sent to described ticket comparing module by described communication module, certificate information is compared by described ticket comparing module with billing information, after comparison success, photo and the mug shot of the licensee of described photographic head shooting in the certificate information that the described recognition of face device described photo extraction module to receiving extracts are compared, again after comparison success, described knife switch receives the control signal of described recognition of face device transmission and opens.
As improvement of the present invention, also including prompting module, described prompting module is electrically connected with described recognition of face device, described communication module and described ticket comparing module respectively.
As improvement of the present invention, described prompting module is that display screen, voice cue module are or/and light prompt module.
As improvement of the present invention, also include that memory module, described memory module are electrically connected with described recognition of face device.
As improvement of the present invention, also including light compensating lamp and be provided that the power module of electric energy, described light compensating lamp is electrically connected with described recognition of face device.
As improvement of the present invention, described communication module is wire communication module or wireless communication module.
As improvement of the present invention, described wireless communication module is bluetooth communication module, WIFI communication module, infrared communication module, 3G communication module, 4G communication module and/or 2.4G wireless communication module.
nullDue to the fact that and have employed certificate card reader、Quick Response Code scanning device、Photographic head、Ticket comparing module and recognition of face device，During use，Certificate card reader reads the certificate information of licensee，Quick Response Code scanning device scanning bill Quick Response Code，The mug shot of photographic head shooting licensee，Certificate information and billing information are compared by ticket comparing module，Photo on certificate is compared by recognition of face device with mug shot，That is ticket people unify comparison device have only to read licensee certificate、Bill Quick Response Code and its mug shot，Just can complete certificate、Bill and the comparison work of mug shot，After comparison success，Knife switch is opened，Need not each passage gate one ticket checking staff of outfit determine whether to let pass，Need not manually go comparison one by one，The especially photo on comparison certificate is the most consistent with actual persons，There is error little、Efficiency is high、Save human resources、Realize automatically checking and the advantage such as easy to use.
Accompanying drawing explanation
Fig. 1 is the circuit theory block diagram of a kind of embodiment of the present invention.
Fig. 2 is the circuit theory block diagram of the another kind of embodiment of the present invention.
Wherein: 1. certificate card reader；2. dimension code scanning device；3. communication module；4. ticket comparing module；5. an extraction module；6. as head；7. face evaluator；8. wake up module；9. knife switch；10. memory module；11. Card Reader number of times logging modles；12. blacklist memory modules；13. black list information identification modules.
Detailed description of the invention
In describing the invention, it will be appreciated that, in term, orientation or the position relationship of the instruction such as " " center ", " on ", D score, "front", "rear", "left", "right" be based on orientation shown in the drawings or position relationship; be for only for ease of the description present invention and simplifying and describe; rather than instruction or imply indication device or element must have specific orientation, with specific azimuth configuration and operation, be therefore not considered as limiting the invention.Additionally, term " first ", " second " are only used for describing purpose, and it is not intended that instruction or hint relative importance.
In describing the invention, it should be noted that unless otherwise clearly defined and limited, term " is installed ", " connection ", " being connected " should be interpreted broadly, and connects for example, it may be fixing, it is also possible to is that dismounting connects, or is integrally connected；Can be to be mechanically connected, it is also possible to be electrical connection；Can be to be joined directly together, it is also possible to be to be indirectly connected to by intermediary, can be the connection of two element internals.For the ordinary skill in the art, the above-mentioned term concrete meaning in the present invention can be understood with concrete condition.
Refer to Fig. 1, disclosed in Fig. 1 is a kind of ticket people a kind of embodiment of unifying comparison device, including certificate card reader 1, Quick Response Code scanning device 2, communication module 3, ticket comparing module 4, photo extraction module 5, photographic head 6, the recognition of face device 7 being electrically connected with described photographic head 6 and knife switch 9, described certificate card reader 1 respectively with described communication module 3, described ticket comparing module 4 and described photo extraction module 5 are electrically connected with, described Quick Response Code scanning device 2, described communication module 3, described ticket comparing module 4, described photo extraction module 5, described recognition of face device 7 and described knife switch 9 are electrically connected with successively.
Certificate information that described certificate card reader 1 is read by described communication module 3 and the bill 2 D code information that described Quick Response Code scanning device 2 scans, respectively correspondingly it is sent to certificate information storehouse and billing information storehouse inquire about, the certificate of inquiry can normally be used information and billing information to be sent to described ticket comparing module 4 by described communication module 3, certificate information is compared by described ticket comparing module 4 with billing information, after comparison success (certificate information mates with billing information), photo and the mug shot of the licensee of described photographic head 6 shooting in the certificate information that the described recognition of face device 7 described photo extraction module 5 to receiving extracts are compared, again after comparison success (photo of extraction mates with mug shot), described knife switch 9 receives the control signal of described recognition of face device 7 transmission and opens.
In the present embodiment, also including prompting module 8, described prompting module 8 is electrically connected with described recognition of face device 7, described communication module 3 and described ticket comparing module 4 respectively.Described prompting module 8 be display screen, voice cue module or/and light prompt module, described voice cue module is loudspeaker, and described light prompt module is LED warning light.
In the present embodiment, also include memory module 10, described memory module 10 is electrically connected with described recognition of face device 7, and described memory module 10 is for storing the comparison result of described recognition of face device 7, and described memory module 10 is that FLASH chip, SDRAM chip, TF memorizer are or/and SD memorizer.
In the present embodiment, also including the power module being provided that electric energy, described power module provides electric energy for whole described comparison device.Also include that light compensating lamp, described light compensating lamp are electrically connected with described recognition of face device 7, when ambient light ratio is in the case of dark, and described light compensating lamp gives described photographic head 6 light filling.
In the present embodiment, described communication module 3 is wire communication module 3 or wireless communication module 3, and described wireless communication module 3 is bluetooth communication module 3, WIFI communication module 3, infrared communication module 3,3G communication module 3,4G communication module 3 and/or 2.4G wireless communication module 3.
In the present embodiment, as a example by the application at the train station of described comparison device, say, that the certificate that described certificate card reader 1 reads is identity card, the scanning of described Quick Response Code scanning device 2 is the Quick Response Code on ticket.Its operation principle is:
The ID card information storehouse of Public Security Organs is divided into black list database, white list database and general database, black list database refers to the ID card information with previous conviction, including person released upon the completion of a sentence and online chasing personnel, white list database is primarily referred to as the ID card information of some important persons, and general database refers to the ID card information of ordinary people.
Described certificate card reader 1 reading identity card information, the ID card information of reading is sent to ID card information storehouse by described communication module 3, according to the identity information of storage in the ID card information inquiry ID card information storehouse read, the order of inquiry is first to inquire about black list database, inquire about white list database again, finally inquire about general database.After having inquired about, described communication module 3 will receive the Query Result of ID card information, and the Query Result of ID card information is divided into identity card normally not use normally using with identity card.Identity card can not normally use and refer to that online chasing personnel that this identity card belongs in black list database or this identity card are false identity card (false identity card refer to that this identity card does not has any information), when ID card information meets the above-mentioned condition that can not normally use, the Query Result of ID card information will be sent to described prompting module 8 by the most described communication module 3, knows this identity card to contain on the net by described prompting module 8 to pursue and capture an escaped prisoner that information or this identity card are false identity cards.
Identity card can normally use the person released upon the completion of a sentence referring to that this ID card information belongs in white list database, general database or black list database, when ID card information meets the above-mentioned condition that can normally use, then identity card can will normally be used information to be sent to described card ticket information comparison module by described communication module 3.If wherein identity card can normally use, but this ID card information belongs to the person released upon the completion of a sentence in black list database, the most described communication module 3 except being sent to described card ticket information comparison module by the Query Result of ID card information, also the Query Result of ID card information can be sent to described prompting module 8, know that this identity card belongs to person released upon the completion of a sentence by described prompting module 8.
Described Quick Response Code scanning device 2 scans the Quick Response Code on ticket and obtains 2 D code information, 2 D code information is exactly one section of encrypted code in fact, the 2 D code information of acquisition is sent to ticket information storehouse by described communication module 3, according to the ticket information of storage in 2 D code information inquiry ticket information storehouse.After having inquired about, described communication module 3 will receive the Query Result of ticket information, if this ticket belongs to false ticket, then the false ticket information of inquiry will be sent to described prompting module 8 by described communication module 3, know that this ticket is false ticket by described prompting module 8.If this ticket is true ticket, the ticket information of inquiry will be sent to described card ticket information comparison module by the most described communication module 3, and the ticket information that described card ticket information comparison module obtains mainly includes the ID (identity number) card No. of ticket master, name, birthdate, address, train number, the time of departure and seat number etc..
When described ticket comparing module 4 receives after identity card can normally use information and ticket information, reading identity card information will be sent to described ticket comparing module 4 by described certificate card reader 1, and ID card information includes name, birthdate, address, photo and ID (identity number) card No..The ticket information of ID card information with inquiry is compared by described ticket comparing module 4, and the information of main comparison is name, ID (identity number) card No., birthdate and address.If in name, ID (identity number) card No., birthdate and address, an information is had to differ, then explanation comparison failure, then information failed for comparison will be sent to described prompting module 8 by described ticket comparing module 4, knows comparison failure by described prompting module 8.
If the information such as name, ID (identity number) card No., birthdate and address are the most identical, then explanation comparison success, then successful for comparison information will be sent to described photo extraction module 5 by described ticket comparing module 4.The ID card information of reading will be sent to described photo extraction module 5 by described certificate card reader 1, and described photo extraction module 5 extracts the photo in ID card information, and the photo of extraction is sent to described recognition of face device 7 by described photo extraction module 5.Described photographic head 6 shoots the mug shot of licensee, and mug shot is sent to described recognition of face device 7, and the extraction photo received and mug shot are compared by described recognition of face device 7.If extracting photo and mug shot existing the biggest difference, then saying comparison failure, information failed for comparison is sent to described prompting module 8 by described recognition of face device 7, knows comparison failure by described prompting module 8.If extracting photo and face photo-based, this is identical, then saying the success of comparison again, i.e. illustrate that identity card, ticket and holder belong to he or she, described recognition of face device 7 sends control signal to described knife switch 9, controlling described knife switch 9 to open, clearance opened by gate.
Refer to Fig. 2, disclosed in Fig. 2 is a kind of ticket people another kind of embodiment of unifying comparison device, including certificate card reader 1, Quick Response Code scanning device 2, communication module 3, ticket comparing module 4, photo extraction module 5, photographic head 6, the recognition of face device 7 being electrically connected with described photographic head 6 and knife switch 9, described certificate card reader 1 respectively with described communication module 3, described ticket comparing module 4 and described photo extraction module 5 are electrically connected with, described Quick Response Code scanning device 2, described communication module 3, described ticket comparing module 4, described photo extraction module 5, described recognition of face device 7 and described knife switch 9 are electrically connected with successively.As can be seen here, the present embodiment is essentially identical with the structure of embodiment shown in Fig. 1, the most no longer repeats identical structure to introduce, refers to above-mentioned explanation content in detail.
Difference is, in the present embodiment, also include blacklist memory module 12, black list information identification module 13 and Card Reader number of times logging modle 11, described certificate card reader 1 is electrically connected with described black list information identification module 13 and described Card Reader number of times logging modle 11 respectively, described Card Reader number of times logging modle 11 is electrically connected with described black list information identification module 13 by described blacklist memory module 12, and described black list information identification module 13 is electrically connected with described prompting module 8.Described blacklist memory module 12 is that FLASH chip, SDRAM chip, TF memorizer are or/and SD memorizer.
In the present embodiment, the blacklist of described blacklist memory module 12 storage can also is that the certificate information with previous conviction, and including person released upon the completion of a sentence and online chasing personnel, the certificate information in black list is to be provided by Public Security Organs.Described Card Reader number of times logging modle 11 carries out record to the Card Reader number of times of described certificate card reader 1, when described certificate card reader 1 read at short notice same certificate exceed certain number of times time, this certificate will be piped off and be stored in described blacklist memory module 12 by described Card Reader number of times logging modle 11, after once piping off, described certificate card reader 1 can not read this certificate within a period of time.
In the present embodiment, as a example by the application at the train station of described comparison device, say, that the certificate that described certificate card reader 1 reads is identity card, the scanning of described Quick Response Code scanning device 2 is the Quick Response Code on ticket.Its operation principle is:
The ID card information with previous conviction is supplied to described comparison device by Public Security Organs, the blacklist with previous conviction of storage in the most described blacklist memory module 12.After described certificate card reader 1 reading identity card information, described Card Reader number of times logging modle 11 carries out record to the Card Reader number of times of described certificate card reader 1, the ID card information of reading is compared by described black list information identification module 13 with the blacklist in described blacklist memory module 12, and comparison result is as follows:
Comparison result one, when after the information comparison success in ID card information with blacklist, the ID card information i.e. read and the information matches in blacklist, described black list information identification module 13 sends comparison result to described prompting module 8, people know comparison result by described prompting module 8, and comparison result can be that person released upon the completion of a sentence, online chasing personnel or Card Reader number of times the most within a certain period of time can not Card Reader personnel.
When comparison result be online chasing personnel and Card Reader number of times the most within a certain period of time can not Card Reader personnel time, illustrate that this identity card can not normally use, the Card Reader of described comparison device terminates, and described Quick Response Code scanning device 2 does not scan the Quick Response Code on ticket.
When comparison result is person released upon the completion of a sentence, illustrating that this identity card can normally use, the most described comparison device continues Card Reader, and described Quick Response Code scanning device 2 scans the Quick Response Code on ticket.Comparison process about identity card, ticket and the mug shot of person released upon the completion of a sentence is identical with the comparison process of Fig. 1, the most only does simple introduction, and detailed content refers to Fig. 1 and the explanation content to Fig. 1.Simply it is described below:
Described Quick Response Code scanning device 2 scans the Quick Response Code on ticket, after having scanned, carries out ticket information inquiry.When ticket belongs to true ticket, the ticket information of ID card information with inquiry is compared by described ticket comparing module 4.After comparison success, extraction photo and mug shot are compared by described recognition of face device 7, extract photo identical with mug shot, then say the success of comparison again, described recognition of face device 7 sends control signal to described knife switch 9, controls described knife switch 9 and opens, and clearance opened by gate.
Comparison result two, when ID card information is unsuccessful with the information comparison in blacklist, illustrates that the ID card information read belongs to the white list database in ID card information storehouse and general database, or the ID card information that explanation is read belongs to false identity card.
Described certificate card reader 1 reading identity card information, the ID card information of reading is sent to ID card information storehouse by described communication module 3, according to the identity information of storage in the ID card information inquiry ID card information storehouse read, the order of inquiry is first to inquire about white list database, then inquires about general database.When ID card information storehouse does not exist this ID card information, then illustrate that this identity card is false identity card.When ID card information stock is at this ID card information, then illustrate that this identity card is true identity card.The most no longer comparison process to identity card, ticket and mug shot carries out detailed repetition and introduces, and its process is identical with the comparison process of Fig. 1, and detailed content refers to Fig. 1 and the explanation content to Fig. 1.
In the present invention, described certificate card reader 1 is possible not only to reading identity card information, it is also possible to read social security card, medical insurance card, notice card, passport or some member cards, as long as there being the photo of licensee to read on these cards.Described Quick Response Code scanning device 2, it is possible not only to scan the Quick Response Code on ticket, the Quick Response Code on other bills can also be scanned, that is, the present invention be possible not only to for, checking identity card, ticket and the mug shot of licensee, it is also possible to be used for verifying the mug shot of other certificate, bill and licensee.
nullDue to the fact that and have employed described certificate card reader 1、Described Quick Response Code scanning device 2、Described photographic head 6、Described ticket comparing module 4 and described recognition of face device 7，During use，Described certificate card reader 1 reads the certificate information of licensee，Described Quick Response Code scanning device 2 scans bill Quick Response Code，Described photographic head 6 shoots the mug shot of licensee，Certificate information and billing information are compared by described ticket comparing module 4，Photo on certificate is compared by described recognition of face device 7 with mug shot，The most described ticket people unifies comparison device and has only to read the certificate of licensee、Bill Quick Response Code and its mug shot，Just can complete certificate、Bill and the comparison work of mug shot，After comparison success，Described knife switch 9 is opened，Need not each passage gate one ticket checking staff of outfit determine whether to let pass，Need not manually go comparison one by one，The especially photo on comparison certificate is the most consistent with actual persons，There is error little、Efficiency is high、Save human resources、Realize automatically checking and the advantage such as easy to use.
Claims (7)
1. a ticket people unifies comparison device, it is characterized in that: include certificate card reader, photographic head, and Quick Response Code scanning device, communication module, ticket comparing module, photo extraction module, recognition of face device and the knife switch being electrically connected with successively, described photographic head is electrically connected with described recognition of face device, and described certificate card reader is electrically connected with described communication module, described ticket comparing module and described photo extraction module respectively；Certificate information that described certificate card reader is read by described communication module and the bill 2 D code information of described Quick Response Code scanning device scanning, respectively correspondingly it is sent to certificate information storehouse and billing information storehouse inquire about, the certificate of inquiry can normally be used information and billing information to be sent to described ticket comparing module by described communication module, certificate information is compared by described ticket comparing module with billing information, after comparison success, photo and the mug shot of the licensee of described photographic head shooting in the certificate information that the described recognition of face device described photo extraction module to receiving extracts are compared, again after comparison success, described knife switch receives the control signal of described recognition of face device transmission and opens.
Ticket people the most according to claim 1 unifies comparison device, it is characterised in that: also including prompting module, described prompting module is electrically connected with described recognition of face device, described communication module and described ticket comparing module respectively.
Ticket people the most according to claim 2 unifies comparison device, it is characterised in that: described prompting module is that display screen, voice cue module are or/and light prompt module.
Ticket people the most according to claim 1 and 2 unifies comparison device, it is characterised in that: also include that memory module, described memory module are electrically connected with described recognition of face device.
Ticket people the most according to claim 1 and 2 unifies comparison device, it is characterised in that: also including light compensating lamp and be provided that the power module of electric energy, described light compensating lamp is electrically connected with described recognition of face device.
Ticket people the most according to claim 1 and 2 unifies comparison device, it is characterised in that: described communication module is wire communication module or wireless communication module.
Ticket people the most according to claim 6 unifies comparison device, it is characterised in that: described wireless communication module is bluetooth communication module, WIFI communication module, infrared communication module, 3G communication module, 4G communication module and/or 2.4G wireless communication module.
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| CN201620445156 | 2016-05-17 | ||
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| CN106530414A (en) * | 2016-11-24 | 2017-03-22 | 深圳市永达电子信息股份有限公司 | Person, certificate and ticket unified secondary detection system |
| CN107045735A (en) * | 2017-03-27 | 2017-08-15 | 公安部第研究所 | It is a kind of to record integrated device and method thereof from ticket uniformity core of helping others |
| CN107423724A (en) * | 2017-08-10 | 2017-12-01 | 中国民航信息网络股份有限公司 | Face check-in method and system |
| CN107833039A (en) * | 2017-02-13 | 2018-03-23 | 平安医疗健康管理股份有限公司 | Medical care cost method and system |
| CN108090440A (en) * | 2017-12-14 | 2018-05-29 | 中国铁道科学研究院电子计算技术研究所 | A kind of authentication system towards railway transport of passengers |
| CN108665558A (en) * | 2017-03-31 | 2018-10-16 | 上海云从企业发展有限公司 | Testimony of a witness ticket in-one intelligent verifies system |
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| CN109446875A (en) * | 2018-02-24 | 2019-03-08 | 北京首都机场航空安保有限公司 | A kind of intelligence passenger's safe examination system |
| CN109671163A (en) * | 2018-12-26 | 2019-04-23 | 黄梅萌萌 | Ticket management mechanism and corresponding terminal based on grade analysis |
| CN110827096A (en) * | 2019-10-28 | 2020-02-21 | 广州凯风科技有限公司 | Bill data processing method, system, equipment and medium based on payment system |
| CN111079711A (en) * | 2019-12-31 | 2020-04-28 | 厦门瑞为信息技术有限公司 | Intelligent face recognition equipment for security inspection port |
| CN113591715A (en) * | 2021-07-29 | 2021-11-02 | 青岛新奥胶南燃气有限公司 | LNG vehicle station-entering certificate verification full-process post-processing method based on deep learning |
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