CN114927080A - Intelligent advertisement machine capable of automatically counting people flow and analyzing advertisement effect in real time - Google Patents

Intelligent advertisement machine capable of automatically counting people flow and analyzing advertisement effect in real time Download PDF

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Publication number
CN114927080A
CN114927080A CN202210557353.6A CN202210557353A CN114927080A CN 114927080 A CN114927080 A CN 114927080A CN 202210557353 A CN202210557353 A CN 202210557353A CN 114927080 A CN114927080 A CN 114927080A
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CN
China
Prior art keywords
face
machine body
advertising
advertisement machine
advertisement
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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
CN202210557353.6A
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Chinese (zh)
Inventor
段姝玥
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.)
Beijing Zhonghe Qichuang Technology Co ltd
Original Assignee
Beijing Zhonghe Qichuang Technology Co ltd
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Filing date
Publication date
Application filed by Beijing Zhonghe Qichuang Technology Co ltd filed Critical Beijing Zhonghe Qichuang Technology Co ltd
Priority to CN202210557353.6A priority Critical patent/CN114927080A/en
Publication of CN114927080A publication Critical patent/CN114927080A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09FDISPLAYING; ADVERTISING; SIGNS; LABELS OR NAME-PLATES; SEALS
    • G09F27/00Combined visual and audible advertising or displaying, e.g. for public address
    • 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
    • G06Q30/0241Advertisements
    • G06Q30/0242Determining effectiveness of advertisements
    • 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
    • G06V40/161Detection; Localisation; Normalisation
    • G06V40/166Detection; Localisation; Normalisation using acquisition arrangements
    • 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
    • G06V40/174Facial expression recognition
    • 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
    • G06V40/18Eye characteristics, e.g. of the iris
    • G06V40/19Sensors therefor
    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09FDISPLAYING; ADVERTISING; SIGNS; LABELS OR NAME-PLATES; SEALS
    • G09F27/00Combined visual and audible advertising or displaying, e.g. for public address
    • G09F27/008Sun shades, shades, hoods or louvres on electronic displays to minimise the effect of direct sun light on the display
    • HELECTRICITY
    • H05ELECTRIC TECHNIQUES NOT OTHERWISE PROVIDED FOR
    • H05KPRINTED CIRCUITS; CASINGS OR CONSTRUCTIONAL DETAILS OF ELECTRIC APPARATUS; MANUFACTURE OF ASSEMBLAGES OF ELECTRICAL COMPONENTS
    • H05K7/00Constructional details common to different types of electric apparatus
    • H05K7/20Modifications to facilitate cooling, ventilating, or heating
    • H05K7/2039Modifications to facilitate cooling, ventilating, or heating characterised by the heat transfer by conduction from the heat generating element to a dissipating body

Abstract

The invention discloses an intelligent advertising machine capable of automatically counting people flow and analyzing advertising effect in real time, and relates to the technical field of advertising machines. According to the invention, the arrangement of the first camera and the two groups of second cameras is beneficial to automatically identifying whether people are looking for advertisements or not through the depth information generated by the first camera and the two groups of second cameras when people stand in front of the advertisement machine, and automatically analyzing the advertisement putting effect through characteristic analysis such as expression, sight concentration and the like of people watching the advertisements.

Description

Intelligent advertisement machine capable of automatically counting people flow and analyzing advertisement effect in real time
Technical Field
The invention relates to the technical field of advertisement machines, in particular to an intelligent advertisement machine capable of automatically counting people flow and analyzing advertisement effect in real time.
Background
The advertising machine is a new generation intelligent device, forms a complete advertising control system through terminal software control, network information transmission and multimedia terminal display, and carries out advertising propaganda through multimedia vegetables such as pictures, characters, videos, small plug-ins and the like, the initial idea of the advertising machine is to change advertisements into passive advertisements into active advertisements, so the interactivity of the advertising machine ensures that the advertising machine has a plurality of public service functions and accordingly attracts customers to actively browse the advertisements, the mission of the advertising machine at the beginning of birth is to change the mode of passive advertisement propagation, the customers are attracted to actively browse the advertisements in an interactive mode, and the development direction of the advertising machine is also continuing the mission all the time: intelligent interaction, public service, entertainment interaction, etc.
Among the prior art, the advertisement machine is put when using inside the market, only plays the effect of show advertisement, and when the viewer is watching the advertisement in-process, can't learn whether the viewer likes the degree to the advertisement of show, whether there is the condition of disgust to appear, these all can influence the input effect of advertisement machine, so current advertisement machine function is too single, and the bandwagon effect can't in time obtain collecting and feeding back.
Disclosure of Invention
Based on this, the invention aims to provide an intelligent advertisement machine capable of automatically counting people streams and analyzing advertisement effects in real time, so as to solve the technical problems that whether viewers love displayed advertisements or not, whether dislike conditions occur or not and the display effects cannot be collected and fed back in time in the prior art.
In order to achieve the purpose, the invention provides the following technical scheme: an intelligent advertising machine capable of automatically counting people and analyzing advertising effect in real time comprises an advertising machine body, wherein a display screen is embedded and installed on the front inner side of the advertising machine body, a first camera is embedded and installed on the front inner side of the advertising machine body, a second camera is embedded and installed on the front inner side of the advertising machine body, a face recognition device is installed inside the advertising machine body and is arranged on the rear side of the display screen, a first connecting wire is connected to the lower side surface of the face recognition device, a face matching device is connected to the bottom end of the first connecting wire, a second connecting wire is connected to the lower side surface of the face matching device, a face searching device is connected to the bottom end of the second connecting wire, a third connecting wire is connected to the lower side surface of the face searching device, an automatic adjusting device is connected to the bottom end of the third connecting wire, and a fourth connecting wire is connected to the rear end of the face recognition device, and the fourth connecting wire bottom is connected with expression storehouse matching device, expression storehouse matching device bottom is connected with the fifth connecting wire, and the fifth connecting wire bottom is connected with expression decision device, expression decision device downside is connected with the sixth connecting wire, and the sixth connecting wire bottom is connected with feedback device, the feedback device leading flank is connected with face matching device through the fourth transmission line, and the feedback device downside is connected with the seventh connecting wire, portrait updating device is installed to seventh connecting wire bottom, and portrait updating device leading flank is connected with face search device through the fifth transmission line, portrait updating device bottom is connected with the sixth connecting wire, and the sixth connecting wire bottom is connected with statistical device.
The invention is further arranged in that the bottom end of the advertising machine body is provided with a base, the length and the width of the base are respectively greater than those of the bottom end of the advertising machine body, and meanwhile, the lower side surface of the base is provided with a universal self-locking wheel.
The invention is further arranged that the top end of the advertising machine body is provided with a ceiling, the length and the width of the lower side surface of the ceiling are respectively greater than those of the top end of the advertising machine body, and the top end of the ceiling is inclined.
The invention is further set up in that the left and right side surfaces of the advertisement machine body are respectively provided with a loudspeaker, the upper side surface of the loudspeaker is provided with a first baffle cover, the left and right side surfaces of the advertisement machine body are respectively provided with a heat dissipation hole, the heat dissipation holes are arranged below the loudspeaker, and the upper side surface of the heat dissipation holes is provided with a second baffle cover.
The invention is further arranged in such a way that the first camera is arranged on the upper side of the display screen, the second cameras are arranged on the left side and the right side of the display screen, the rear side surface of the first camera is connected with the face recognition device through a first transmission line, and the face recognition device is connected with the second camera through a second transmission line
The invention is further arranged that the front side surface of the automatic adjusting device is connected with a third transmission line, the front end of the third transmission line is connected with a connecting component, and the connecting component is connected with the rear side surface of the display screen.
The invention is further provided that the rear side surface of the advertisement machine body is provided with a maintenance door.
In summary, the invention mainly has the following beneficial effects:
1. according to the invention, the arrangement of the first camera and the two groups of second cameras is beneficial to automatically identifying whether people are looking for advertisements or not through the depth information generated by the first camera and the two groups of second cameras when people stand in front of the advertisement player, and automatically analyzing the advertisement putting effect through characteristic analysis such as expression, sight concentration and the like of people watching the advertisements;
2. according to the invention, by arranging the first camera, the two groups of second cameras, the face recognition device and the expression library matching device, the first camera and the two groups of second cameras can timely and comprehensively collect the expression, the sight concentration and other characteristic analysis of a person watching advertisements, the depth information of objects in a scene is calculated and extracted by using a stereoscopic vision principle, and then the acceptance and preference degree of the person on advertisement information is obtained by real-time analysis by using the face recognition device and the expression library matching device;
3. the invention is beneficial to analyzing and processing the information collected by the first camera and the two groups of second cameras in time by arranging the face recognition device, the face matching device, the face searching device, the automatic adjusting device, the expression library matching device, the expression judging device, the feedback device, the portrait updating device and the statistical device, so that the advertisements on the display screen can be pushed to be suitable advertisements according to the expressions of viewers;
4. according to the invention, the universal self-locking wheels, the ceiling, the first blocking cover, the heat dissipation holes and the second blocking cover are arranged, so that the moving and position adjustment of the advertising machine are facilitated, the top of the advertising machine is protected to a certain extent, the heat generated during the operation of the interior of the advertising machine can be dissipated through the heat dissipation holes in time, and the first blocking cover and the second blocking cover play a role in blocking.
Drawings
FIG. 1 is a front view of the present invention;
FIG. 2 is a right side view of the present invention;
FIG. 3 is a right sectional view of the present invention;
FIG. 4 is a rear view of the present invention;
FIG. 5 is a schematic diagram of the present invention;
FIG. 6 is an enlarged view of the invention at A in FIG. 3;
fig. 7 is an enlarged view of the invention at B in fig. 3.
In the figure: 1. the advertisement machine body, 2, a base, 3, universal self-locking wheels, 4, a ceiling, 5, a loudspeaker, 6, a first shield cover, 7, a heat dissipation hole, 8, a second shield cover, 9, a display screen, 10, a first camera, 11, a second camera, 12, a face recognition device, 13, a first transmission line, 14, a second transmission line, 15, a first connecting line, 16, a face matching device, 17, a second connecting line, 18, a face searching device, 19, a third connecting line, 20, an automatic adjusting device, 21, a third transmission line, 22, a connecting assembly, 23, a fourth connecting line, 24, an expression library matching device, 25, a fifth connecting line, 26, an expression judging device, 27, a sixth connecting line, 28, a feedback device, 29, a fourth transmission line, 30, a seventh connecting line, 31, an image updating device, 32, a fifth transmission line, 33, a sixth connecting line, 34, a face searching device, a face updating device, a display screen, a display screen, a display screen, a display screen, a display screen, a display screen, a display screen, a display screen, a display, statistics device, 35, maintenance door.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention. The embodiments described below with reference to the accompanying drawings are illustrative only for the purpose of explaining the present invention and are not to be construed as limiting the present invention.
The following describes an embodiment of the present invention based on its overall structure.
An intelligent advertising machine capable of automatically counting people and analyzing advertising effect in real time is disclosed, as shown in fig. 1-7, a display screen 9 is embedded in the front inner side of an advertising machine body 1, a first camera 10 is embedded in the front inner side of the advertising machine body 1, a second camera 11 is embedded in the front inner side of the advertising machine body 1, a face recognition device 12 is installed in the advertising machine body 1, the face recognition device 12 is arranged at the rear side of the display screen 9, the lower side of the face recognition device 12 is connected with a first connecting wire 15, the bottom end of the first connecting wire 15 is connected with a face matching device 16, the lower side of the face matching device 16 is connected with a second connecting wire 17, the bottom end of the second connecting wire 17 is connected with a face searching device 18, the lower side of the face searching device 18 is connected with a third connecting wire 19, the bottom end of the third connecting wire 19 is connected with an automatic adjusting device 20, the rear end of the face recognition device 12 is connected with a fourth connecting wire 23, and the bottom of the fourth connecting line 23 is connected with an expression library matching device 24, the bottom of the expression library matching device 24 is connected with a fifth connecting line 25, the bottom of the fifth connecting line 25 is connected with an expression judging device 26, the lower side surface of the expression judging device 26 is connected with a sixth connecting line 27, the bottom of the sixth connecting line 27 is connected with a feedback device 28, the front side surface of the feedback device 28 is connected with a face matching device 16 through a fourth transmission line 29, the lower side surface of the feedback device 28 is connected with a seventh connecting line 30, the bottom of the seventh connecting line 30 is provided with an portrait updating device 31, the front side surface of the portrait updating device 31 is connected with a face searching device 18 through a fifth transmission line 32, the bottom of the portrait updating device 31 is connected with a sixth connecting line 33, and the bottom of the sixth connecting line 33 is connected with a statistical device 34.
Referring to fig. 1, 2, 3 and 4, a base 2 is disposed at the bottom end of the advertisement machine body 1, the length and width of the base 2 are respectively greater than those of the bottom end of the advertisement machine body 1, and a universal auto-lock wheel 3 is mounted on the lower side surface of the base 2, so that the advertisement machine body 1 can be conveniently moved and adjusted, and the advertisement machine body 1 is more convenient to use.
Referring to fig. 1, 2, 3 and 4, a ceiling 4 is installed at the top end of the advertisement machine body 1, the length and the width of the lower side surface of the ceiling 4 are respectively greater than those of the top end of the advertisement machine body 1, meanwhile, the top end of the ceiling 4 is inclined, and the ceiling 4 plays a role in overall shielding and protecting the upper side surface of the advertisement machine body 1.
Referring to fig. 1 and 2, the loudspeakers 5 are disposed on the left and right sides of the advertisement player body 1, the first shield 6 is disposed on the upper side of the loudspeakers 5, the heat dissipation holes 7 are disposed on the left and right sides of the advertisement player body 1, the heat dissipation holes 7 are disposed under the loudspeakers 5, and the second shield 8 is disposed on the upper side of the heat dissipation holes 7 to shield the upper portions of the loudspeakers 5 and the heat dissipation holes 7.
Referring to fig. 1 and 6, the first camera 10 is disposed on the upper side of the display screen 9, the second cameras 11 are disposed on the left and right sides of the display screen 9, the rear side of the first camera 10 is connected to the face recognition device 12 through the first transmission line 13, the face recognition device 12 is connected to the second camera 11 through the second transmission line 14, and the first camera 10 and the second camera 11 simultaneously and comprehensively collect the expressions of people watching advertisements in front of the advertisement player body 1, so that the viewers can timely know that the watching conditions of the current advertisements are collected and fed back.
Referring to fig. 3, the front side of the automatic adjusting device 20 is connected to a third transmission line 21, the front end of the third transmission line 21 is connected to a connecting component 22, and the connecting component 22 is connected to the rear side of the display screen 9, so that the display screen 9 can adjust the played advertisement at any time, and the advertisement that the viewer wants to watch is satisfied.
Referring to fig. 4, a maintenance door 35 is installed on the rear side of the advertisement player body 1, so that the worker can conveniently maintain the internal devices and parts of the advertisement player body 1.
The working principle of the invention is as follows: firstly, the advertising machine body 1 is conveniently moved to a specified placing position through the action of the universal self-locking wheel 3, then the universal self-locking wheel 3 is adjusted to ensure that the universal self-locking wheel 3 can not automatically roll, the advertising machine body 1 is fixedly placed and is connected with an external power supply, the whole inside of the advertising machine body 1 is completely electrified, at the moment, advertisements can be played through the display screen 9, the first camera 10 and the two groups of second cameras 11 can comprehensively collect the expressions of people watching the advertisements and respectively transmit the expressions to the inside of the face recognition device 12 through the first transmission line 13 and the second transmission line 14, the face recognition device 12 inputs the collected information to the inside of the face matching device 16 through the first connection line 15, the face matching device 16 inputs the information to the inside of the searching device 18 through the second connection line 17, if the face searching device 18 can not search the face information of the viewers, information is inputted to the image updating device 31 through a fifth transmission line 32, the image updating device 31 updates the image, the information is input into the statistical device 34 through the sixth connecting line 33 and finally fed back into the computer, the face recognition device 12 inputs the information into the expression library matching device 24 through the fourth connecting line 23 and inputs the information into the expression judging device 26 through the fifth connecting line 25, at the moment, the expression judging device 26 inputs the information into the feedback device 28 through the sixth connecting line 27, when the feedback device 28 finds that the viewer has a negative state, information is input into the human face matching device 16 through the fourth transmission line 29, and finally information is input into the connecting component 22 through the automatic adjusting device 20 and the third transmission line 21, so that the display screen 9 is controlled to replace advertisements, and the requirements of viewers are met.
Although embodiments of this invention have been shown and described, it is to be understood that such embodiments are merely illustrative of and not restrictive on the broad invention, and that any one or more of the described features, structures, materials, or characteristics may be combined in any suitable manner in any one or more embodiments or examples, and that modifications, substitutions, and variations that do not materially contribute to the novel teachings of this invention may be made by those skilled in the art after reading this disclosure without departing from the principles and spirit of this invention, but within the scope of the appended claims.

Claims (7)

1. The utility model provides an automatic intelligent advertisement machine of statistics people flow and real-time analysis advertisement effect, includes advertisement machine body (1), its characterized in that: display screen (9) is installed in the embedding of inboard before advertisement machine body (1), and first camera (10) is installed in the embedding of inboard before advertisement machine body (1), second camera (11) is installed in the embedding of inboard before advertisement machine body (1), advertisement machine body (1) internally mounted has face recognition device (12), and face recognition device (12) set up in display screen (9) rear side, face recognition device (12) downside is connected with first connecting wire (15), and first connecting wire (15) bottom is connected with face matching device (16), face matching device (16) downside is connected with second connecting wire (17), and second connecting wire (17) bottom is connected with face searching device (18), face searching device (18) downside is connected with third connecting wire (19), and third connecting wire (19) bottom is connected with automatic adjusting device (20), the rear end of the face recognition device (12) is connected with a fourth connecting line (23), the bottom end of the fourth connecting line (23) is connected with an expression library matching device (24), the bottom end of the expression library matching device (24) is connected with a fifth connecting line (25), the bottom end of the fifth connecting line (25) is connected with an expression judging device (26), the lower side surface of the expression judging device (26) is connected with a sixth connecting line (27), the bottom end of the sixth connecting line (27) is connected with a feedback device (28), the front side surface of the feedback device (28) is connected with the face matching device (16) through a fourth transmission line (29), the lower side surface of the feedback device (28) is connected with a seventh connecting line (30), the bottom end of the seventh connecting line (30) is provided with an portrait updating device (31), and the front side surface of the portrait updating device (31) is connected with the face searching device (18) through a fifth transmission line (32), the bottom end of the portrait updating device (31) is connected with a sixth connecting line (33), and the bottom end of the sixth connecting line (33) is connected with a statistical device (34).
2. The intelligent advertising machine capable of automatically counting people and analyzing advertising effectiveness in real time according to claim 1, wherein: the bottom of the advertising machine body (1) is provided with a base (2), the length and the width of the base (2) are respectively greater than those of the bottom of the advertising machine body (1), and meanwhile, universal self-locking wheels (3) are installed on the lower side face of the base (2).
3. The intelligent advertising machine capable of automatically counting people and analyzing advertising effectiveness in real time according to claim 1, wherein: the advertisement machine is characterized in that a ceiling (4) is installed at the top end of the advertisement machine body (1), the length and the width of the lower side face of the ceiling (4) are respectively greater than those of the top end of the advertisement machine body (1), and meanwhile, the top end of the ceiling (4) is inclined.
4. The intelligent advertising machine capable of automatically counting people and analyzing advertising effectiveness in real time according to claim 1, wherein: the advertisement machine is characterized in that loudspeakers (5) are arranged on the left side face and the right side face of the advertisement machine body (1), a first blocking cover (6) is arranged on the upper side face of each loudspeaker (5), radiating holes (7) are arranged on the left side face and the right side face of the advertisement machine body (1), the radiating holes (7) are arranged below the loudspeakers (5), and a second blocking cover (8) is arranged on the upper side face of each radiating hole (7).
5. The intelligent advertising player capable of automatically counting people and analyzing advertising effects in real time according to claim 1, wherein: first camera (10) set up in display screen (9) upside, and the display screen (9) left and right sides is provided with second camera (11), first camera (10) trailing flank is connected with face recognition device (12) through first transmission line (13), and face recognition device (12) are connected with second camera (11) through second transmission line (14).
6. The intelligent advertising player capable of automatically counting people and analyzing advertising effects in real time according to claim 1, wherein: the front side face of the automatic adjusting device (20) is connected with a third transmission line (21), the front end of the third transmission line (21) is connected with a connecting assembly (22), and the connecting assembly (22) is connected with the rear side face of the display screen (9).
7. The intelligent advertising machine capable of automatically counting people and analyzing advertising effectiveness in real time according to claim 1, wherein: the rear side surface of the advertising machine body (1) is provided with a maintenance door (35).
CN202210557353.6A 2022-05-20 2022-05-20 Intelligent advertisement machine capable of automatically counting people flow and analyzing advertisement effect in real time Pending CN114927080A (en)

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CN110942321A (en) * 2018-09-21 2020-03-31 上海分泽时代软件技术有限公司 Advertisement accurate delivery method and system based on face recognition
CN111160962A (en) * 2019-12-20 2020-05-15 恒银金融科技股份有限公司 Micro-expression recognition marketing pushing method and system

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102881239A (en) * 2011-07-15 2013-01-16 鼎亿数码科技(上海)有限公司 Advertisement playing system and method based on image identification
CN104573619A (en) * 2014-07-25 2015-04-29 北京智膜科技有限公司 Method and system for analyzing big data of intelligent advertisements based on face identification
CN104598869A (en) * 2014-07-25 2015-05-06 北京智膜科技有限公司 Intelligent advertisement pushing method based on human face recognition device
CN106296264A (en) * 2016-07-28 2017-01-04 河海大学常州校区 A kind of pushing intelligent advertisements system based on recognition of face
CN109840794A (en) * 2017-11-29 2019-06-04 南京奥拓电子科技有限公司 A kind of interactive advertisement display systems based on face fuzzy recognition technology
CN108460638A (en) * 2018-05-18 2018-08-28 郑州外思创造力文化传播有限公司 A kind of personalized advertisement supplying system and method based on recognition of face
CN109102336A (en) * 2018-08-09 2018-12-28 安徽爱依特科技有限公司 Robot advertisement sending method and its system based on image analysis
CN110942321A (en) * 2018-09-21 2020-03-31 上海分泽时代软件技术有限公司 Advertisement accurate delivery method and system based on face recognition
CN109523325A (en) * 2018-11-29 2019-03-26 成都睿码科技有限责任公司 A kind of targetedly self-regulation advertisement delivery system based on recognition of face
CN111160962A (en) * 2019-12-20 2020-05-15 恒银金融科技股份有限公司 Micro-expression recognition marketing pushing method and system

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