CN109308762A - A kind of automatically vending system and method based on Identification of Images - Google Patents

A kind of automatically vending system and method based on Identification of Images Download PDF

Info

Publication number
CN109308762A
CN109308762A CN201710628174.6A CN201710628174A CN109308762A CN 109308762 A CN109308762 A CN 109308762A CN 201710628174 A CN201710628174 A CN 201710628174A CN 109308762 A CN109308762 A CN 109308762A
Authority
CN
China
Prior art keywords
identification
images
module
cloud server
consumer
Prior art date
Legal status (The legal status 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 status listed.)
Pending
Application number
CN201710628174.6A
Other languages
Chinese (zh)
Inventor
邓军
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.)
Oarngeg It Ltd
Original Assignee
Oarngeg It 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.)
Filing date
Publication date
Application filed by Oarngeg It Ltd filed Critical Oarngeg It Ltd
Priority to CN201710628174.6A priority Critical patent/CN109308762A/en
Publication of CN109308762A publication Critical patent/CN109308762A/en
Pending legal-status Critical Current

Links

Classifications

    • 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
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0631Item recommendations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/70Multimodal biometrics, e.g. combining information from different biometric modalities
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07FCOIN-FREED OR LIKE APPARATUS
    • G07F9/00Details other than those peculiar to special kinds or types of apparatus
    • G07F9/006Details of the software used for the vending machines
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/178Human faces, e.g. facial parts, sketches or expressions estimating age from face image; using age information for improving recognition

Landscapes

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Finance (AREA)
  • Accounting & Taxation (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Strategic Management (AREA)
  • Development Economics (AREA)
  • Theoretical Computer Science (AREA)
  • Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Data Mining & Analysis (AREA)
  • Human Computer Interaction (AREA)
  • Multimedia (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Control Of Vending Devices And Auxiliary Devices For Vending Devices (AREA)

Abstract

The present invention relates to a kind of automatically vending systems based on Identification of Images, including Identification of Images module, interactive display module, control module of selling goods and Cloud Server;The Identification of Images module is used to detect and identify the feature of target person, and the characteristic is sent to the Cloud Server;The interactive display module is for display of commodity information, Identification of Images information and provides human-computer interaction function;It is described sell goods control module for control sell goods and shipment;The Cloud Server is for receiving, storing and analyzing the characteristic, and Auto-matching Recommendations based on the analysis results.The present invention also provides a kind of automatic vending methods based on Identification of Images.Automatically vending system provided by the invention and method are able to ascend the precision of the self-service efficiency of Intelligent Business terminal and commercial product recommending.

Description

A kind of automatically vending system and method based on Identification of Images
Technical field
The invention belongs to automatic vending field more particularly to a kind of automatically vending systems and method based on Identification of Images.
Background technique
Automatic vending machine is a kind of completely new retailing form, is grown up from Japan and America and Europe the 1970s. With the continuous renewal of technology, automatic vending machine has gradually adopted the technologies such as touch display screen, transparent display, and with PC system Docking, allows consumer to choose the commodity in vending machine by the touch screen that PC is controlled, and not only replaces and selects goods key, and makes Vending machine has media function.
However, above-mentioned automatic vending machine function is still limited, there is no portrait identification function and big data analysis function Can, therefore it cannot be distinguished from the crowd characteristic and consumption habit of consumer, therefore also just without normal direction consumer accurately Recommendations, nothing Method and consumer generate it is good interact, and the marketing efficiency of automatic vending machine can not be promoted.
Summary of the invention
In view of this, it is necessory to provide a kind of automatically vending system based on Identification of Images, which includes that portrait is known Other module, interactive display module, control module of selling goods and Cloud Server;The Identification of Images module is for detecting and identifying mesh The feature of personage is marked, and the characteristic is sent to the Cloud Server;The interactive display module is used for display of commodity Information, Identification of Images information simultaneously provide human-computer interaction function;It is described sell goods control module for control sell goods and shipment;The cloud Server is for receiving, storing and analyzing the characteristic, and Auto-matching Recommendations based on the analysis results.
Further, it is communicated between the interactive display module and the control module of selling goods by Transmission Control Protocol;Institute State between Cloud Server and the Identification of Images module, interactive display module and control module of selling goods by wireless network into Row communication.
Further, the Identification of Images module includes camera unit and image identification unit;The camera unit is used for Image is obtained, and converts the image into digital image information and is sent to described image recognition unit;Described image identification is single Member identifies the character features in described image, the character features by operation for receiving the digital image information Including characteristics of human body, manpower feature and face characteristic.
Further, the Identification of Images module, interactive display module and control module of selling goods are coupled in same intelligence On commercial terminal.
Further, the Intelligent Business terminal is Self-help vending machine, intelligent orange juice making device, automatic juice extractor, intelligent beverage Machine, self-service coffee machine, Intelligent tea making machine, self-service ice cream vending machine, intelligent meal-selling machine, automatic purchase medicine machine, unmanned convenience store, nothing People shop on duty, automatic selling pavilion, automatic one of medium all-in-one machine or a variety of of selling goods of squeezing the juice.
The present invention also provides a kind of automatic vending methods based on Identification of Images, method includes the following steps:
(a) Identification of Images module, interactive display module, control module of selling goods and Cloud Server are provided;
(b) the Identification of Images module detects automatically and identifies the character features of current consumer, and the personage is special Sign data are uploaded to the Cloud Server;
(c) Cloud Server analyzes the character features data, obtains crowd's attribute and the meeting of the consumer Member's information;
(d) Cloud Server is according to the analysis result Auto-matching one or more recommendations commodity, and pushes away described It recommends merchandise news and is sent to the interactive display module;
(e) interactive display module shows the Recommendations information, receives the commodity purchasing instruction of the consumer, and Shipment instruction is sent to the control module of selling goods;And
(f) control module of selling goods receives and executes the shipment instruction.
Further, in step (b), the character features of the automatic detection current consumer include: single using camera shooting Member obtains image and converts the image into digital image information.
Further, in step (b), the character features of the automatic identification current consumer include: the analysis figure Whether there is portrait as in;And when having detected portrait, the character features of the portrait are analyzed.
Further, in step (e), the commodity purchasing instruction for receiving the consumer includes: to receive the consumer Commodity selection, commodity place an order and commodity payment instruction.
Further, in step (e), the interactive display module also shows the crowd's attribute and member's letter of the consumer Breath.
Compared with prior art, the automatically vending system and method provided by the present invention based on Identification of Images, combines Advanced portrait recognition technology and big data analysis method, can significantly improve the commodity of the Intelligent Business terminal such as automatic vending machine Marketing efficiency and merchandise sales precision, to bring consumer's preferably consumption experience.
Detailed description of the invention
Fig. 1 is the schematic diagram of the automatically vending system provided by one embodiment of the present invention based on Identification of Images.
Fig. 2 be another embodiment of the present invention provides the automatic vending method based on Identification of Images flow chart.
Specific embodiment
Invention is further explained below in conjunction with the accompanying drawings and the specific embodiments.
Embodiment 1
As shown in Figure 1, the embodiment of the present invention 1 provides a kind of automatically vending system based on Identification of Images, which includes Identification of Images module, interactive display module, control module of selling goods and Cloud Server.It the interactive display module and described sells goods It is communicated between control module by Transmission Control Protocol.The Cloud Server and the Identification of Images module, interactive display module with And it is communicated by internet between control module of selling goods, it is preferable that in the present embodiment, the Cloud Server and the people As being communicated by wireless network between identification module, interactive display module and control module of selling goods.
The Identification of Images module mainly for detection of and identify the feature of target person, and the characteristic is sent To the Cloud Server.From hardware, the Identification of Images module includes camera, mainboard and for connecting the camera shooting The connection cable of head and mainboard.The camera is the camera unit in the Identification of Images module, for obtaining image, and will Described image is converted into digital image information, then the digital image information is sent to the mainboard.Preferably, the camera shooting Head can 360 degree rotate freely, with eyeball tracking and lock function.The mainboard is the image in the Identification of Images module Recognition unit, the digital image information sent for receiving the camera unit, and figure is identified by recognition of face operation method Character features as in.The character features include characteristics of human body, manpower feature and face characteristic three classes, specifically, described The detection and estimation of character features include Face datection, recognition of face, the estimation of face direction, expression estimation, blink estimation, sight Estimation, age estimation, gender estimation, manpower detection, human testing etc..
The interactive display module is mainly used for display of commodity information, Identification of Images information and provides human-computer interaction function. The interactive display module receives after the Recommendations information and Identification of Images information that the Cloud Server is sent in its display It is shown on screen, to facilitate the interactions such as consumer carries out commodity selection, commodity place an order, commodity are paid.The interaction display mould Block can be solidificated in human-computer interaction all-in-one machine, and the human-computer interaction all-in-one machine also has network unit, storage unit and behaviour Make system.The human-computer interaction all-in-one machine can be set on intelligent terminal, and in the present embodiment, the solidification has interaction display mould The human-computer interaction all-in-one machine of block is arranged in Intelligent Business terminal, and the type of the Intelligent Business terminal is unlimited, can be self-service Vending machine, intelligent orange juice making device, automatic juice extractor, intelligent beverage drinker, self-service coffee machine, Intelligent tea making machine, self-service ice cream are peddled Machine, intelligent meal-selling machine, automatic purchase medicine machine, unmanned convenience store, unattended shop, automatic selling pavilion, automatic medium one of selling goods of squeezing the juice One of body machine is a variety of.Preferably, the Intelligent Business terminal is automatic medium all-in-one machine of selling goods of squeezing the juice.
The control module of selling goods is mainly used for control and sells goods and shipment.The control module of selling goods also has network Unit carries out the shared of sales data and inventory data etc. for being communicated with the Cloud Server.Described sell goods controls mould Block can be set on intelligent terminal.Preferably, in the present embodiment, control module and the interactive display module coupling of selling goods It closes in same Intelligent Business terminal, such as same automatic juicing is sold goods on medium all-in-one machine.It is highly preferred that the Identification of Images Module, described sell goods while being coupled in same automatic juicing and sell goods medium one control module and the interactive display module On machine.
The Cloud Server is mainly used for receiving, store and analyzing the character features data, based on the analysis results automatically Recommendations are matched, and the Recommendations information is sent to the interactive display module.The Cloud Server receives described It analyses and compares after the character features data that Identification of Images module is sent to the data, and is analyzed by data to detecting Portrait sorted out, certainly, for crowd classification criteria needs set in advance as needed.Preferably, the present embodiment In, crowd is simply classified as to eight major class: juvenile man, juvenile woman, young man, young woman, middle-aged man, middle aged female People, old man, old woman.Secondly, the Cloud Server can also compare its member database, whether analysis current consumer For member;If being confirmed as member, the member data data, including its personage's essential information, history consumer record, commodity are transferred Preference etc..Finally, the Cloud Server will be preferably that member consumer recommends the preference commodity of the member and high consumption to record Commodity;It and is that non-member consumer recommends the preference commodity of the affiliated crowd obtained by big data analysis or high consumption to record quotient Product.
Embodiment 2
As shown in Fig. 2, the embodiment of the present invention 2 provides a kind of automatic vending method based on Identification of Images, this method includes Following steps:
(a) Identification of Images module, interactive display module, control module of selling goods and Cloud Server are provided;
(b) the Identification of Images module detects automatically and identifies the character features of current consumer, and the personage is special Sign data are uploaded to the Cloud Server;
(c) Cloud Server analyzes the character features data, obtains crowd's attribute and the meeting of the consumer Member's information;
(d) Cloud Server is according to the analysis result Auto-matching one or more recommendations commodity, and pushes away described It recommends merchandise news and is sent to the interactive display module;
(e) interactive display module shows the Recommendations information, receives the commodity purchasing instruction of the consumer, and Shipment instruction is sent to the control module of selling goods;And
(f) control module of selling goods receives and executes the shipment instruction.
It can be seen that the automatic vending method based on Identification of Images that the present embodiment 2 provides, is mentioned based on the present embodiment 1 The automatically vending system of confession and formulate.
In step (b), it includes: that (b1) is obtained using camera unit that the Identification of Images module detects current consumer automatically Image;And (b2) converts the image into digital image information.The testing result is a series of detection data, described Detection data includes Face datection, recognition of face, the estimation of face direction, expression estimation, blink estimation, sight is estimated, the age is estimated The result data of calculation, gender estimation, manpower detection, human testing etc..
The Identification of Images module automatic identification current consumer includes: whether to have portrait in (b3) analysis described image; And (b4) analyzes the character features of the portrait when having detected portrait.
In step (c), the Cloud Server is received after the character features data that the Identification of Images module is sent to described Data are analysed and compared, and are sorted out by data analysis to the portrait detected, certainly, for the classification criteria of crowd It needs to set in advance as needed.Preferably, in the present embodiment, crowd is simply classified as to eight major class: juvenile man, teenager Woman, young man, young woman, middle-aged man, middle aged woman, old man, old woman.Secondly, the Cloud Server Also described its member database of character features data comparison can be analyzed whether current consumer is member, if being confirmed as member, Then transfer the membership information, including its personage's essential information, history consumer record, commodity preference etc..
In step (d), the Cloud Server will be preferably based on the analysis results the preference that member consumer recommends the member Commodity and high consumption record commodity;Secondly recommend its affiliated crowd's obtained by big data analysis for non-member consumer Preference commodity or high consumption record commodity.And the consumer this consumer record can be uploaded to again in the Cloud Server into Row storage.The multiple Recommendations being automatically matched to can be ranked up according to the actual purchase rate height of consumer.
In step (e), the commodity purchasing for receiving the consumer refer to receiving the commodity selection of the consumer, Commodity place an order and the instructions such as commodity payment.In addition, being carried out in addition to pressing actual purchase rate height on the interactive display module It successively shows outside the Recommendations, crowd's attribute of current consumer can also be directly displayed on the interactive display module And/or membership information.
In a preferred embodiment, the Identification of Images module, interactive display module, control module of selling goods are coupled in one Platform squeezes the juice automatically and sells goods on medium all-in-one machine, and keeps network communication status with the Cloud Server.Wherein, the Identification of Images Module, interactive display module be arranged at the automatic juicing sell goods medium all-in-one machine panel on, wherein it is described interaction display Module solidifies in human-computer interaction all-in-one machine on the panel, and the Identification of Images module solidifies on the panel remaining Position.When not having consumer station when the automatic juicing is sold goods in face of medium all-in-one machine, the Identification of Images module can not be examined Measure portrait, the interactive display module normally shows the figure for all commodity automatic juicing sold goods medium all-in-one machine is sold Piece information;When having consumer station when the automatic juicing is sold goods in face of medium all-in-one machine, the Identification of Images module is actively swept Image is retouched and obtained, and detects the character features data in described image, sends the Cloud Server to after obtaining detection data; The Cloud Server analyzes the detection data, obtains crowd's categorization results and membership information, Auto-matching Recommendations, and incite somebody to action The Recommendations information is transferred to the interactive display module together with analysis result;The interactive display module will be described Recommendations are shown to current consumer, its unrestricted choice is allowed to buy.At this point, station is sold goods medium all-in-one machine in the automatic juicing Consumer in front is it is seen that meeting the commodity of his affiliated crowd's interest or complying fully with the quotient of himself's purchase intention Product.Consumer probably selects certain part or more than one piece commodity to carry out the purchase that places an order in its Recommendations list, and order has been paid It is immediately performed shipment order at the rear control module of selling goods, entire automatic vending process terminates.
Compared with the existing technology, the automatically vending system and method provided by the present invention based on Identification of Images, combines Advanced portrait recognition technology and big data analysis method, can significantly improve the commodity of the Intelligent Business terminal such as automatic vending machine Marketing efficiency and merchandise sales precision, to bring consumer's preferably consumption experience.
Only illustrate mentality of designing of the invention in one embodiment above, in the case where system allows, this hair It is bright to be extended to while external more functional modules, to extend its function to greatest extent.
The technical principle of the invention is described above in combination with a specific embodiment.These descriptions are intended merely to explain of the invention Principle, and shall not be construed in any way as a limitation of the scope of protection of the invention.Based on the explanation herein, the technology of this field Personnel can associate with other specific embodiments of the invention without creative labor, these modes are fallen within Within protection scope of the present invention.

Claims (10)

1. a kind of automatically vending system based on Identification of Images, which is characterized in that including Identification of Images module, interaction display mould Block, control module of selling goods and Cloud Server;The Identification of Images module is used to detect and identify the feature of target person, and will The characteristic is sent to the Cloud Server;The interactive display module is used for display of commodity information, Identification of Images information And provide human-computer interaction function;It is described sell goods control module for control sell goods and shipment;The Cloud Server is for receiving, depositing The characteristic is stored up and analyzes, and Auto-matching Recommendations based on the analysis results.
2. the automatically vending system according to claim 1 based on Identification of Images, which is characterized in that the interaction display mould It is communicated between block and the control module of selling goods by Transmission Control Protocol;The Cloud Server and the Identification of Images module are handed over It is communicated by wireless network between mutual display module and control module of selling goods.
3. the automatically vending system according to claim 1 based on Identification of Images, which is characterized in that the Identification of Images mould Block includes camera unit and image identification unit;The camera unit converts the image into number for obtaining image Image information is sent to described image recognition unit;Described image recognition unit leads to for receiving the digital image information It crosses operation and identifies that character features in described image, the character features include that characteristics of human body, manpower feature and face are special Sign.
4. the automatically vending system according to claim 1 based on Identification of Images, which is characterized in that the Identification of Images mould Block, interactive display module and control module of selling goods are coupled in same Intelligent Business terminal.
5. the automatically vending system according to claim 4 based on Identification of Images, which is characterized in that the Intelligent Business is whole End is Self-help vending machine, intelligent orange juice making device, automatic juice extractor, intelligent beverage drinker, self-service coffee machine, Intelligent tea making machine, self-service ice Sharp icepro vending machine, automatic purchase medicine machine, unmanned convenience store, unattended shop, automatic selling pavilion, is squeezed the juice automatically and is sold at intelligent meal-selling machine One of goods medium all-in-one machine is a variety of.
6. a kind of automatic vending method based on Identification of Images, which comprises the following steps:
(a) Identification of Images module, interactive display module, control module of selling goods and Cloud Server are provided;
(b) the Identification of Images module detects automatically and identifies the character features of current consumer, and by the character features number According to being uploaded to the Cloud Server;
(c) Cloud Server analyzes the character features data, obtains the crowd's attribute and member's letter of the consumer Breath;
(d) Cloud Server is according to the analysis result Auto-matching one or more recommendations commodity, and by the recommendation quotient Product information is sent to the interactive display module;
(e) interactive display module shows the Recommendations information, receives the commodity purchasing instruction of the consumer, and to institute It states control module of selling goods and sends shipment instruction;And
(f) control module of selling goods receives and executes the shipment instruction.
7. the automatic vending method according to claim 6 based on Identification of Images, which is characterized in that in step (b), institute The character features for stating automatic detection current consumer include: to obtain image using camera unit and convert the image into number Word image information.
8. the automatic vending method according to claim 7 based on Identification of Images, which is characterized in that in step (b), institute The character features for stating automatic identification current consumer include: whether to have portrait in analysis described image;And works as and detect someone When picture, the character features of the portrait are analyzed.
9. the automatic vending method according to claim 6 based on Identification of Images, which is characterized in that in step (e), institute State receive the consumer commodity purchasing instruction include: receive the commodity selection of the consumer, commodity place an order and commodity payment Instruction.
10. the automatic vending method according to claim 6 based on Identification of Images, which is characterized in that in step (e), The interactive display module also shows the crowd's attribute and membership information of the consumer.
CN201710628174.6A 2017-07-28 2017-07-28 A kind of automatically vending system and method based on Identification of Images Pending CN109308762A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710628174.6A CN109308762A (en) 2017-07-28 2017-07-28 A kind of automatically vending system and method based on Identification of Images

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710628174.6A CN109308762A (en) 2017-07-28 2017-07-28 A kind of automatically vending system and method based on Identification of Images

Publications (1)

Publication Number Publication Date
CN109308762A true CN109308762A (en) 2019-02-05

Family

ID=65202282

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710628174.6A Pending CN109308762A (en) 2017-07-28 2017-07-28 A kind of automatically vending system and method based on Identification of Images

Country Status (1)

Country Link
CN (1) CN109308762A (en)

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110634053A (en) * 2019-09-24 2019-12-31 广东爱贝佳科技有限公司 Active interactive intelligent selling system and method
CN111145858A (en) * 2019-11-29 2020-05-12 淮阴工学院 Face recognition-based medicine self-service vending system and method
CN111861589A (en) * 2020-08-06 2020-10-30 中国农业大学 Intelligent commodity recommending system and intelligent commodity recommending method for vending machine
CN111882365A (en) * 2020-08-06 2020-11-03 中国农业大学 Intelligent commodity recommendation system and method for efficient self-service vending machine
CN111967942A (en) * 2020-08-20 2020-11-20 渭南双盈未来科技有限公司 Intelligent shopping method
CN112184385A (en) * 2020-10-10 2021-01-05 鄢淑玲 Unmanned wagon capable of actively identifying and promoting sales
CN114072860A (en) * 2019-07-25 2022-02-18 菲利普莫里斯生产公司 Vending apparatus for aerosol-generating articles

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103559758A (en) * 2013-11-06 2014-02-05 上海煦荣信息技术有限公司 Intelligent vending system and intelligent vending method
CN203630863U (en) * 2013-12-23 2014-06-04 在线宝科技有限公司 Vending machine with face recognition module
CN203773629U (en) * 2013-11-06 2014-08-13 上海煦荣信息技术有限公司 Intelligent self-service vending system
CN204102245U (en) * 2014-10-23 2015-01-14 Vhmd株式会社 A kind of multimedia automatic saler
US20150288931A1 (en) * 2014-04-03 2015-10-08 Cubic Corporation Automatic audio level adjustment for video vending machines
CN106127510A (en) * 2016-06-20 2016-11-16 张建中 A kind of article preference analysis system and method
CN106408758A (en) * 2015-07-27 2017-02-15 北京志方信城机电设备有限公司 Advertisement putting method and device or automatic vending machine
EP3216013A1 (en) * 2014-11-07 2017-09-13 Cubic Corporation Transit vending machine with automatic user interface adaption

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103559758A (en) * 2013-11-06 2014-02-05 上海煦荣信息技术有限公司 Intelligent vending system and intelligent vending method
CN203773629U (en) * 2013-11-06 2014-08-13 上海煦荣信息技术有限公司 Intelligent self-service vending system
CN203630863U (en) * 2013-12-23 2014-06-04 在线宝科技有限公司 Vending machine with face recognition module
US20150288931A1 (en) * 2014-04-03 2015-10-08 Cubic Corporation Automatic audio level adjustment for video vending machines
CN204102245U (en) * 2014-10-23 2015-01-14 Vhmd株式会社 A kind of multimedia automatic saler
EP3216013A1 (en) * 2014-11-07 2017-09-13 Cubic Corporation Transit vending machine with automatic user interface adaption
CN106408758A (en) * 2015-07-27 2017-02-15 北京志方信城机电设备有限公司 Advertisement putting method and device or automatic vending machine
CN106127510A (en) * 2016-06-20 2016-11-16 张建中 A kind of article preference analysis system and method

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114072860A (en) * 2019-07-25 2022-02-18 菲利普莫里斯生产公司 Vending apparatus for aerosol-generating articles
US11915563B2 (en) 2019-07-25 2024-02-27 Philip Morris Products S.A. Vending apparatus for aerosol generating articles
CN110634053A (en) * 2019-09-24 2019-12-31 广东爱贝佳科技有限公司 Active interactive intelligent selling system and method
CN111145858A (en) * 2019-11-29 2020-05-12 淮阴工学院 Face recognition-based medicine self-service vending system and method
CN111145858B (en) * 2019-11-29 2024-01-23 淮阴工学院 Medicine self-service vending system and method based on face recognition
CN111861589A (en) * 2020-08-06 2020-10-30 中国农业大学 Intelligent commodity recommending system and intelligent commodity recommending method for vending machine
CN111882365A (en) * 2020-08-06 2020-11-03 中国农业大学 Intelligent commodity recommendation system and method for efficient self-service vending machine
CN111861589B (en) * 2020-08-06 2024-01-26 中国农业大学 Intelligent commodity recommendation system and intelligent recommendation method for self-service vending machine
CN111882365B (en) * 2020-08-06 2024-01-26 中国农业大学 Intelligent commodity recommendation system and method for efficient self-service vending machine
CN111967942A (en) * 2020-08-20 2020-11-20 渭南双盈未来科技有限公司 Intelligent shopping method
CN112184385A (en) * 2020-10-10 2021-01-05 鄢淑玲 Unmanned wagon capable of actively identifying and promoting sales

Similar Documents

Publication Publication Date Title
CN109308762A (en) A kind of automatically vending system and method based on Identification of Images
CN110033298B (en) Information processing apparatus, control method thereof, system thereof, and storage medium
CN112017015B (en) Commodity information recommendation method, related device, equipment and storage medium
US20090083122A1 (en) Method and apparatus for identifying customer behavioral types from a continuous video stream for use in optimizing loss leader merchandizing
EP3651103A1 (en) Device, system and method for providing service relating to advertising and product purchase by using artificial-intelligence technology
WO2019056805A1 (en) Automatic vending machine, information display method, and information display system
KR20160018550A (en) Methods and devices for smart shopping
CN107507045A (en) Retail shop operation data acquisition analysis system
US20140214618A1 (en) In-store customer scan process including nutritional information
CN102187355A (en) Information providing device, information providing method, and recording medium
CN108197519A (en) Method and apparatus based on two-dimensional code scanning triggering man face image acquiring
CN111784396A (en) Double-line shopping tracking system and method based on user image
CN109308627A (en) A kind of advertisement push system and method based on Identification of Images
WO2021129342A1 (en) Data processing method, apparatus and device, storage medium, and computer program
CN109034980B (en) Collocation commodity recommendation method and device and user terminal
KR20200081050A (en) Method for providing online to offline based imminent expiry date product sale service
CN109712324A (en) A kind of automatic vending machine image-recognizing method, good selling method and vending equipment
CN111696258B (en) Intelligent goods shelf system and control method thereof
CN110689389A (en) Computer vision-based shopping list automatic maintenance method and device, storage medium and terminal
CN104484745B (en) City supermarket information delivery system
CN113887884A (en) Business-super service system
US11562338B2 (en) Automated point of sale systems and methods
KR20230044382A (en) Advertising curation system using face recognition and IoT technology
Alhamdan et al. CoShopper-leveraging artificial intelligence for an enhanced augmented reality grocery shopping experience
CN114820055A (en) Unmanned vehicle selling commodity pushing method and device, unmanned vehicle and storage medium

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WD01 Invention patent application deemed withdrawn after publication
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20190205