CN109064636A - A kind of purchase method of the automatic selling cabinet system based on image recognition - Google Patents

A kind of purchase method of the automatic selling cabinet system based on image recognition Download PDF

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Publication number
CN109064636A
CN109064636A CN201810766808.9A CN201810766808A CN109064636A CN 109064636 A CN109064636 A CN 109064636A CN 201810766808 A CN201810766808 A CN 201810766808A CN 109064636 A CN109064636 A CN 109064636A
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CN
China
Prior art keywords
customer
commodity
image recognition
system based
automatic selling
Prior art date
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Pending
Application number
CN201810766808.9A
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Chinese (zh)
Inventor
沈飞
沈一飞
王鹏飞
刘倩
刘建雄
张永佳
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Anhui Dou Zhi Intelligent Equipment Manufacturing Co Ltd
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Anhui Dou Zhi Intelligent Equipment Manufacturing Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
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Publication date
Application filed by Anhui Dou Zhi Intelligent Equipment Manufacturing Co Ltd filed Critical Anhui Dou Zhi Intelligent Equipment Manufacturing Co Ltd
Priority to CN201810766808.9A priority Critical patent/CN109064636A/en
Publication of CN109064636A publication Critical patent/CN109064636A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07FCOIN-FREED OR LIKE APPARATUS
    • G07F9/00Details other than those peculiar to special kinds or types of apparatus
    • G07F9/002Vending machines being part of a centrally controlled network of vending machines
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C9/00Individual registration on entry or exit
    • G07C9/00174Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys
    • G07C9/00563Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys using personal physical data of the operator, e.g. finger prints, retinal images, voicepatterns
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07GREGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
    • G07G1/00Cash registers
    • G07G1/0036Checkout procedures

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  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Control Of Vending Devices And Auxiliary Devices For Vending Devices (AREA)

Abstract

A kind of purchase method of automatic selling cabinet system based on image recognition of the invention, belongs to sales counter field.The method of the present invention step are as follows: prepare the automatic selling cabinet system based on image recognition;Identification is carried out before customer purchase, opens cabinet door after identifying successfully;Customer takes the commodity placed in sales counter ontology;Cabinet door is closed, all commodity amounts and total price that computer takes to customer count;Commodity total price and the means of payment are shown to customer by display screen by computer, and customer completes shopping after paying, and all commodity amounts and total price taken by computer to customer count, and can quickly and easily be settled accounts to the value of goods taken.

Description

A kind of purchase method of the automatic selling cabinet system based on image recognition
Technical field
The invention belongs to sales counter field, specifically a kind of shopping of the automatic selling cabinet system based on image recognition Method.
Background technique
Self-help vending machine has been highly developed and widely used system, some office blocks, self-service shop, Airport, station etc. place can be seen everywhere, and customer can choose the commodity for individually needing to buy by Self-help vending machine, Completion payment is chosen, vending machine automatically sends out commodity.Automatic vending machine has a drawback in that single can only choose single quotient Product, customer can not arrive bought goods physical experience before payment, can exist after payment commodity can not shipment situation hair It is raw, and Self-help vending machine has certain requirement to the shape sold goods, therefore limits sold goods type, this A little defects are not fine to the shopping experience of customer.
Through retrieving, the title of innovation and creation are as follows: a kind of automatic selling method itself and Self-help vending machine (application No. is: 201410504616.2, the applying date are as follows: 2014.09.17), this application discloses a kind of automatic selling method, customer is doing shopping Forward direction operator applies obtaining the qualification of shopping on Self-help vending machine, obtains after shopping qualification again to carrying out before Self-help vending machine Identification, identification can be fingerprint, portrait and purchase card, and after identification success, computer instructs automatic selling Machine opens vending door, while recalling the account of the customer, and customer can voluntarily select enough institutes on the goods-shelf type electronic scale in sales counter Commodity are needed, when commodity are taken by customer from shelf, computer is calculated according to the data that electronic scale sensor is passed back, and synchronous The corresponding amount of money of value of goods on customer's account is deducted, customer purchase must close shopping door when completing, and shopping terminates.Though this application Weighing and calculating can so be carried out, but this application is disadvantageous in that: commodity weighing needs individual goods-shelf type electronics It carries out, operates more troublesome on scale.
In addition, the title of innovation and creation are as follows: and a kind of Self-help vending machine (application No. is: 201420557251.5, the applying date Are as follows: 2014.09.17), this application discloses a kind of Self-help vending machines, by sales counter, goods-shelf type electronic scale, identification Device, computer composition;There is transparent automatically-controlled door in sales counter front, and automatically-controlled door starting controller is connected by data line and computer It connects;Goods-shelf type electronic scale is mounted in sales counter, is made of shelf and weighing electronic sensor, shelf are by low early and high after There are plate washer in skewed slot composition, the bottom end of skewed slot, and electronic sensor is mounted on the bottom of shelf, and the data of sensor are by data line and meter The connection of calculation machine;Identity recognition device is mounted on the front that sales counter keeps to the side, by fingerprint scanner, card-inserted device, portrait scanner group At being connect respectively by data line with computer;Computer system is made of main frame, display screen, sound equipment, camera, meter Calculation machine have the function of automatically-controlled door open and close automatically-controlled door, commodity value purchased to customer calculating, deduct fees, monitor, prompting. But this application is disadvantageous in that, easily can not quickly be settled accounts to the value of goods taken.
In conclusion automatic selling device in the prior art how to be overcome to be difficult to quickly and easily to the cargo valence taken The deficiency that value is settled accounts, be in the prior art urgent need to resolve the technical issues of.
Summary of the invention
1. technical problems to be solved by the inivention
It is an object of the invention to solve automatic selling device in the prior art to be difficult to quickly and easily to the goods taken The problem of price value is settled accounts provides a kind of purchase method of automatic selling cabinet system based on image recognition, can be fast Speed easily settles accounts the value of goods taken.
2. technical solution
In order to achieve the above objectives, technical solution provided by the invention are as follows:
A kind of purchase method of automatic selling cabinet system based on image recognition of the invention, comprising the following steps:
Step A: prepare the automatic selling cabinet system based on image recognition;
Step B: carrying out identification before customer purchase, opens cabinet door after identifying successfully;
Step C: customer takes the commodity placed in sales counter ontology;
Step D: closing cabinet door, and all commodity amounts and total price that computer takes to customer count;
Step E: commodity total price and the means of payment are shown to customer by display screen by computer, and customer is complete after paying At shopping.
Preferably, the system based on image recognition includes: sales counter ontology, and the sales counter ontology includes cargo storage Chamber and the cabinet door for closing the cargo storage chamber are deposited, the cargo storage is intracavitary to be separated into several matter storage lattices, often It is equipped with main camera and auxiliary camera in a matter storage lattice, the main camera is set to the end face center of matter storage lattice, described auxiliary to take the photograph As head is set to top surface and the two adjacent side contact positions of matter storage lattice.
Preferably, surrounding is higher than at the end face center of the matter storage lattice, the camera lens of the main camera is straight down.
Preferably, cabinet door lock is equipped between the cabinet door and sales counter ontology, cabinet door lock is set on sales counter ontology.
Preferably, the sales counter ontology is equipped with the display screen connecting with computer, and display screen is equipped with identification camera shooting Head.
Preferably, in step D, the method that all commodity amounts and total price take to customer are counted is as follows:
Y100, customer take before the commodity placed in sales counter ontology, the main camera that is arranged in each matter storage lattice and auxiliary Camera respectively shoots the commodity in the matter storage lattice, and picture data is conveyed to computer;
Y200, customer take after the commodity placed in sales counter ontology, the main camera that is arranged in each matter storage lattice and auxiliary Camera respectively shoots the commodity in the matter storage lattice, and picture data is conveyed to computer;
Y300, computer take before and after the commodity placed in sales counter ontology to customer in each matter storage lattice shooting photo into Row identification, comparison, obtain the commodity total quantity and total price that customer takes
Preferably, the sales counter ontology is equipped with Fingerprint Identification Unit, acoustical generator and the audio alarm connecting with computer Device.
Preferably, the light compensating lamp one for being surrounded by annular of the main camera, light compensating lamp one are fixedly installed in matter storage lattice Top surface.
Preferably, in step B, the mode of identification is that face recognition or Application on Voiceprint Recognition or fingerprint recognition or barcode scanning are known Not;In step E, the mode that customer is paid is barcode scanning payment or e-Bank payment.
3. beneficial effect
Using technical solution provided by the invention, compared with prior art, have the following beneficial effects:
(1) purchase method of a kind of automatic selling cabinet system based on image recognition of the invention, method and step are as follows: prepare Automatic selling cabinet system based on image recognition;Identification is carried out before customer purchase, opens cabinet door after identifying successfully;Customer takes Take the commodity placed in sales counter ontology;Cabinet door is closed, all commodity amounts and total price that computer takes to customer are united Meter;Commodity total price and the means of payment are shown to customer by display screen by computer, and customer completes shopping after paying, passes through All commodity amounts and total price that computer takes to customer count, can quickly and easily to the value of goods taken into Row clearing.
(2) purchase method of a kind of automatic selling cabinet system based on image recognition of the invention, specific quotient in step D Product pricing method are as follows: customer takes before the commodity placed in sales counter ontology, the main camera that is arranged in each matter storage lattice and auxiliary Camera respectively shoots the commodity in the matter storage lattice, and picture data is conveyed to computer;Customer takes sales counter After the commodity placed in ontology, the main camera and auxiliary camera being arranged in each matter storage lattice are respectively to the commodity in the matter storage lattice It is shot, and picture data is conveyed to computer;Computer takes to customer before and after the commodity placed in sales counter ontology Shooting photo is identified, is compared in each matter storage lattice, obtains the commodity total quantity and total price that customer takes, and is valuated quicker Accurately.
Detailed description of the invention
Fig. 1 is the structural schematic diagram of the automatic selling cabinet system based on image recognition of embodiment 1 and embodiment 2;
Fig. 2 is the structural schematic diagram of matter storage lattice in embodiment 1;
Fig. 3 is status diagram when sales counter ontology is closed in Examples 1 and 2;
Fig. 4 is the structural block diagram of each module in Examples 1 and 2;
Fig. 5 is the structural schematic diagram of matter storage lattice in embodiment 2;
Fig. 6 is a kind of stream of the purchase method of automatic selling cabinet system based on image recognition of embodiment 1 and embodiment 2 Cheng Tu.
Label declaration in schematic diagram:
100, identification module;110, display screen;111, camera is identified;112, acoustical generator;113, alarm device;114, Fingerprint Identification Unit;
200, picture recognition module;211, auxiliary camera;212, main camera;213, bottom camera;220, matter storage lattice; 221, transparent panel;231, light compensating lamp one;232, light compensating lamp two;
300, intelligent door module;310, cabinet door lock;320, cabinet door;
400, PC control module;410, computer;
500, database;510, merchandising database;520, customer data base.
Specific embodiment
To facilitate the understanding of the present invention, a more comprehensive description of the invention is given in the following sections with reference to the relevant attached drawings, in attached drawing Several embodiments of the invention are given, still, the invention can be realized in many different forms, however it is not limited to this paper institute The embodiment of description, on the contrary, purpose of providing these embodiments is make it is more thorough and comprehensive to the disclosure.
Embodiment 1
Referring to attached drawing 1- attached drawing 4 and attached drawing 6, a kind of purchase of automatic selling cabinet system based on image recognition of the present embodiment Object space method, comprising the following steps:
Step A: prepare the automatic selling cabinet system based on image;
Step B: carrying out identification before customer purchase, opens cabinet door 320 after identifying successfully;
Step C: customer takes the commodity placed in sales counter ontology;
Step D: closing cabinet door 320, and all commodity amounts and total price that computer 410 takes to customer count;
Step E: commodity total price and the means of payment are shown to customer by display screen 110 by computer 410, and customer props up Shopping is completed after paying.
In step B, the mode of identification is face recognition or Application on Voiceprint Recognition or fingerprint recognition or barcode scanning identification;Step E In, the mode that customer is paid is barcode scanning payment or e-Bank payment.
In the step D of the present embodiment, the method that all commodity amounts and total price take to customer are counted is as follows:
Y100, customer take before the interior commodity placed of sales counter ontology, the main camera being arranged in each matter storage lattice 220 212 and auxiliary camera 211 commodity in the matter storage lattice 220 are shot respectively, and picture data is conveyed to computer 410;
Y200, customer take after the interior commodity placed of sales counter ontology, the main camera being arranged in each matter storage lattice 220 212 and auxiliary camera 211 commodity in the matter storage lattice 220 are shot respectively, and picture data is conveyed to computer 410;
Y300, computer 410 are taken to customer and are shot before and after the commodity placed in sales counter ontology in each matter storage lattice 220 Photo is identified, is compared, and the commodity total quantity and total price that customer takes are obtained.
The automatic selling cabinet system based on image recognition of the present embodiment includes: sales counter ontology, and sales counter ontology includes Cargo storage chamber and cabinet door 320 for closing the cargo storage chamber, the cargo storage is intracavitary to be separated into several Matter storage lattice 220 is placed with the same kind of goods in each matter storage lattice 220, and the type of merchandize placed in different matter storage lattices 220 is different, often Main camera 212 and auxiliary camera 211 in a matter storage lattice 220 shoot the commodity in the matter storage lattice 220, computer 410 pairs of gained photos of taking pictures identify that obtain the commodity amount in matter storage lattice 220, the photo before and after customer is taken carries out Analysis obtains the commodity amount before and after customer takes, and comparison obtains commodity amount in each matter storage lattice 220 and changes, by each storage The commodity total quantity and total price that commodity amount variation superposition is taken in object lattice 220 to get entire automatic selling cabinet system.
In the present embodiment, it is equipped with main camera 212 and auxiliary camera 211 in each matter storage lattice 220, comparison user takes quotient Photo captured by main camera 212 and auxiliary camera 211 before and after product, can calculate easily and fast the commodity amount taken and Total price, it is more efficient and convenient.Main camera 212 is set to the end face center of matter storage lattice 220, at the end face center of matter storage lattice 220 Higher than surrounding, the camera lens of main camera 212 straight down, increases the viewfinder range of main camera 212, makes winner's camera The commodity of 212 shootings are more comprehensive, and the result of comparison is more accurate.Auxiliary camera 211 is set to the top surface and two of matter storage lattice 220 Adjacent side contact position, and the angle lens of auxiliary camera 211 tilt down, can with the photo of commodity commodity side so that The result of comparison is more accurate.
In the present embodiment, cabinet door lock 310 is equipped between cabinet door 320 and sales counter ontology, cabinet door lock 310 is set to sales counter On ontology;Sales counter ontology is equipped with the display screen 110 connecting with computer 410, and display screen 110 is equipped with identification camera 111;Sales counter ontology is equipped with Fingerprint Identification Unit 114, acoustical generator 112 and the audible alarm 113 connecting with computer 410; The light compensating lamp 1 for being surrounded by annular of main camera 212, light compensating lamp 1 are fixedly installed in the top surface of matter storage lattice 220, Light compensating lamp 1 is used to carry out light filling to commodity in matter storage lattice 220, shoots winner's camera 212 and auxiliary camera 211 more It is accurate clear to add
In the present embodiment, computer 410 includes identification module 100, picture recognition module 200, intelligent door module 300, PC control module 400 and database 500, identification module 100, picture recognition module 200 and intelligent door module 300 with PC control module 400 is electrically connected, and database 500 includes merchandising database 510 and customer data base 520, and merchandising database 510 is deposited The price of commodity and the photographic intelligence of commodity all angles are contained, convenient for matching.Identification module 100 and display screen 110, Identify that camera 111 and Fingerprint Identification Unit 114 are electrically connected;Picture recognition module 200 and main camera 212,211 electricity of auxiliary camera Connection;Intelligent door module 300 is electrically connected with cabinet door lock 310.
In the present embodiment, identification camera 111 will scan the user's face photo taken or Fingerprint Identification Unit 114 To user fingerprints be conveyed to identification module 100, identification module 100 is to photo or finger print data and user data The data stored in library 520 are matched.When successful match, PC control module 400 controls intelligent door module 300 and opens cabinet door 320, when it fails to match, PC control module 400 controls intelligent door module 300 and still keeps 320 closed state of cabinet door.Main camera shooting First 212 and auxiliary camera 211 taken pictures to the commodity put in matter storage lattice 220 and data be conveyed to picture recognition module 200, picture recognition module 200 compares obtained data and the data in merchandising database 510, obtains matter storage lattice 220 Commodity quantity and price, calculate user and take the total quantity and total price of commodity.
Embodiment 2
Referring to attached drawing 1, attached drawing 3-6, a kind of shopping side of automatic selling cabinet system based on image recognition of the present embodiment Method, basic step with embodiment 1, the difference is that: the automatic selling cabinet system based on image recognition of the present embodiment It is equipped with main camera 212 and bottom camera 213 in each matter storage lattice 220, main camera 212 is set to the top of matter storage lattice 220 Face center, surrounding is higher than at the end face center of matter storage lattice 220, and the camera lens of main camera 212 straight down, increases main camera 212 viewfinder range.The bottom of matter storage lattice 220 is equipped with transparent panel 221, and transparent panel 221 is transparent glass or transparent plastic, quotient Product are placed in 221 top of transparent panel, are equipped with bottom camera 213 below transparent panel 221, bottom camera 213 is set to storing The bottom center of lattice 220 is lower than surrounding at the bottom center of matter storage lattice 220;The benefit for being surrounded by annular of bottom camera 213 Light lamp 2 232, light compensating lamp 2 232 are fixedly installed in the bottom surface of matter storage lattice 220, and light compensating lamp 2 232 is used for 220 inside trade of matter storage lattice Product carry out light filling, so that the shooting of bottom camera 213 is more accurate clear.Pass through main camera 212 and bottom camera 213 Simultaneously take pictures to the commodity in matter storage lattice 220, can to avoid as blocked between commodity and caused by take pictures inaccuracy Problem ensure that the accuracy of commodity number of computations and total price.
Certain embodiment of the invention above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously Limitations on the scope of the patent of the present invention therefore cannot be interpreted as;It should be pointed out that for those of ordinary skill in the art For, without departing from the inventive concept of the premise, various modifications and improvements can be made, these belong to guarantor of the invention Protect range;Therefore, the scope of protection of the patent of the invention shall be subject to the appended claims.

Claims (9)

1. a kind of purchase method of the automatic selling cabinet system based on image recognition, which comprises the following steps:
Step A: prepare the automatic selling cabinet system based on image recognition;
Step B: carrying out identification before customer purchase, opens cabinet door (320) after identifying successfully;
Step C: customer takes the commodity placed in sales counter ontology;
Step D: closing cabinet door (320), and all commodity amounts and total price that computer (410) takes to customer count;
Step E: commodity total price and the means of payment are shown to customer by display screen (110) by computer (410), and customer props up Shopping is completed after paying.
2. a kind of purchase method of automatic selling cabinet system based on image recognition according to claim 1, feature exist In the automatic selling cabinet system based on image recognition includes: sales counter ontology, and the sales counter ontology includes cargo storage Chamber and cabinet door (320) for closing the cargo storage chamber, the cargo storage is intracavitary to be separated into several matter storage lattices (220), main camera (212) and auxiliary camera (211), main camera (212) setting are equipped in each matter storage lattice (220) End face center in matter storage lattice (220), the auxiliary camera (211) are set to top surface and two adjacent sides of matter storage lattice (220) Contact position.
3. a kind of automatic selling cabinet system based on image recognition according to claim 2, it is characterised in that: the storing It is higher than surrounding at the end face center of lattice (220), the camera lens of the main camera (212) is straight down.
4. a kind of automatic selling cabinet system based on image recognition according to claim 2, it is characterised in that: the cabinet door (320) cabinet door lock (310) are equipped between sales counter ontology, cabinet door lock (310) is set on sales counter ontology.
5. a kind of automatic selling cabinet system based on image recognition according to claim 2, it is characterised in that: described to sell goods Cabinet ontology is equipped with the display screen (110) connecting with computer (410), and display screen (110) is equipped with identification camera (111).
6. a kind of purchase method of automatic selling cabinet system based on image recognition according to claim 2, feature exist In: in step D, the method that all commodity amounts and total price take to customer are counted is as follows:
Y100, customer take before the interior commodity placed of sales counter ontology, the main camera being arranged in each matter storage lattice (220) (212) commodity in the matter storage lattice (220) are shot respectively with auxiliary camera (211), and picture data is conveyed to meter Calculation machine (410);
Y200, customer take after the interior commodity placed of sales counter ontology, the main camera being arranged in each matter storage lattice (220) (212) commodity in the matter storage lattice (220) are shot respectively with auxiliary camera (211), and picture data is conveyed to meter Calculation machine (410);
Y300, computer (410) take to customer shooting in each matter storage lattice (220) before and after the commodity placed in sales counter ontology Photo is identified, is compared, and the commodity total quantity and total price that customer takes are obtained.
7. a kind of automatic selling cabinet system based on image recognition according to claim 5, it is characterised in that: described to sell goods Cabinet ontology is equipped with Fingerprint Identification Unit (114), acoustical generator (112) and the audible alarm (113) connecting with computer (410).
8. according to a kind of described in any item automatic selling cabinet systems based on image recognition of claim 2-5, it is characterised in that: The light compensating lamp one (231) for being surrounded by annular of the main camera (212), light compensating lamp one (231) are fixedly installed in matter storage lattice (220) top surface.
9. a kind of purchase method of automatic selling cabinet system based on image recognition according to claim 8, feature exist In: in step B, the mode of identification is face recognition or Application on Voiceprint Recognition or fingerprint recognition or barcode scanning identification;In step E, care for The mode that visitor is paid is barcode scanning payment or e-Bank payment.
CN201810766808.9A 2018-07-10 2018-07-10 A kind of purchase method of the automatic selling cabinet system based on image recognition Pending CN109064636A (en)

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Cited By (6)

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CN110033553A (en) * 2019-03-22 2019-07-19 深兰科技(上海)有限公司 A kind of public transport equipment
CN110664170A (en) * 2019-09-30 2020-01-10 易思空间(北京)国际装饰工程有限公司 Intelligent display cabinet for pharmacy
CN112613358A (en) * 2020-12-08 2021-04-06 浙江三维万易联科技有限公司 Article identification method, article identification device, storage medium, and electronic device
CN112927421A (en) * 2021-01-27 2021-06-08 支付宝(杭州)信息技术有限公司 Shopping settlement method and device for unmanned supermarket and electronic equipment
CN113554801A (en) * 2021-04-14 2021-10-26 浙江星星冷链集成股份有限公司 Unmanned vending system
CN114445958A (en) * 2022-01-07 2022-05-06 湖南云数信息科技有限公司 Vending method, vending device, vending cabinet and medium

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CN108171172A (en) * 2017-12-27 2018-06-15 惠州Tcl家电集团有限公司 Self-help shopping method, self-service sale device and computer readable storage medium

Cited By (7)

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CN110033553A (en) * 2019-03-22 2019-07-19 深兰科技(上海)有限公司 A kind of public transport equipment
CN110664170A (en) * 2019-09-30 2020-01-10 易思空间(北京)国际装饰工程有限公司 Intelligent display cabinet for pharmacy
CN112613358A (en) * 2020-12-08 2021-04-06 浙江三维万易联科技有限公司 Article identification method, article identification device, storage medium, and electronic device
CN112927421A (en) * 2021-01-27 2021-06-08 支付宝(杭州)信息技术有限公司 Shopping settlement method and device for unmanned supermarket and electronic equipment
CN113554801A (en) * 2021-04-14 2021-10-26 浙江星星冷链集成股份有限公司 Unmanned vending system
CN114445958A (en) * 2022-01-07 2022-05-06 湖南云数信息科技有限公司 Vending method, vending device, vending cabinet and medium
CN114445958B (en) * 2022-01-07 2023-02-17 湖南云数信息科技有限公司 Vending method, vending device, vending cabinet and medium

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Application publication date: 20181221