CN108898409A - Internet advertising generation method and device - Google Patents
Internet advertising generation method and device Download PDFInfo
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- CN108898409A CN108898409A CN201810403455.6A CN201810403455A CN108898409A CN 108898409 A CN108898409 A CN 108898409A CN 201810403455 A CN201810403455 A CN 201810403455A CN 108898409 A CN108898409 A CN 108898409A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0251—Targeted advertisements
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0277—Online advertisement
Abstract
The invention discloses a kind of Internet advertising generation method and devices.The Internet advertising generation method includes step:A, basic ad material is obtained from advertisement provider, includes figure image in the basic ad material;B, the posture of figure image septum reset image in basic ad material is obtained;C, the figure image septum reset image in basic ad material is substituted using the own face-image of the identical posture of user, generates Internet advertising.Using the Internet advertising generation method and device of this patent, it can attract user's to feel note that user is especially allowed to generate role and substitute into, impression on the spot in person is generated for Internet advertising, which thereby enhances the dispensing effect of Internet advertising.
Description
Technical field
The invention belongs to science technology information fields, especially relate to digital image processing techniques in terms of Internet advertising
Application technology.
Background technique
Internet advertising is exactly to pass through web advertisement platform to launch advertisement on network.Using on website ad banner,
Text link, multimedia method, in internet, publication or releasing advertisements, are transmitted to a kind of high of Internet user by network
Scientific and technological advertising campaign mode.
With traditional four big communications media (newspaper, magazine, TV, broadcast) advertisement and shown appreciation for somebody outdoor advertising phase
Than Internet advertising has advantageous advantage, is the important a part for implementing Modern Marketing media strategy.Internet is one
A completely new advertising media, fastest effect is highly desirable, is the fine approach that medium-sized and small enterprises extension is grown, for carrying out extensively
The company of international business is even more so.
But as Internet advertising is applied in people's lives more and more widely, Internet advertising is closed
Note degree is also lower and lower, and people have gradually been sick of ubiquitous pop-up advertisement, insertion advertisement, homepage advertisement etc., some
Advertisement publishers allow user to watch using compulsive means, some advertisement publishers are in order to attract user to be embedded in vulgar letter in advertisement
Breath, some advertisement publishers manufacture some similar to amusements such as red packets to attract user.But generally speaking, these means
Effect is bad for attracting user, or even causes the dislike of user.
Since the promotion effect of Internet advertising is bad, Internet advertising services buyer's also unwilling investment high cost
Advertising service is bought, this more exacerbates the decline of Internet advertising quality and the scarcity of content in turn, further
User is allowed to become estranged Internet advertising.
Summary of the invention
To solve the problems, such as that people are fed up with for Internet advertising in the prior art, attention rate is lower and lower, this hair
It is bright to take a kind of Internet advertising generation method and its device, enable to user to significantly improve for the emerging of Internet advertising
Interest.
In order to achieve this goal, this invention takes the following technical solutions.
A kind of Internet advertising generation method, including step:
A, basic ad material is obtained from advertisement provider, includes figure image in the basic ad material;
B, the posture of figure image septum reset image in basic ad material is obtained;
C, face in the figure image in basic ad material is substituted using the own face-image of the identical posture of user
Portion's image generates Internet advertising.
Wherein, the method also includes steps:
A01, the face-image for prompting the multiple particular poses of user's self-timer;
A02, the face-image for obtaining the multiple particular pose of user;
A03, the face-image that multiple middle attitudes between multiple particular poses are calculated using interpolation method;
The face-image of A04, the face-image of the multiple particular poses of storage and multiple middle attitudes, as the own of user
Face-image.
In addition, the posture of the face includes pitch angle posture, yaw angle posture and roll angle posture.
Particularly the basic ad material is dynamic image, and in step B, basic advertisement element is obtained in the way of every frame
The posture of figure image septum reset image in material;In step C, the own face of the identical posture of user is utilized in the way of every frame
Portion's image substitutes the figure image septum reset image in basic ad material, generates the single frames of Internet advertising, then will be more
The single frames group of a Internet advertising is combined into Internet advertising dynamic image.
In another scheme, the method also includes steps:
A11, multiple camera photos are searched for from the storage equipment of user equipment;
A12, count facial characteristics from multiple camera photos, using the highest face-image of the facial characteristics frequency of occurrences as
The interarea portion image of user;
A13, the posture for determining interarea portion image in multiple camera photos, multiple specific appearances as the interarea portion image
State;
A14, the interarea portion image that multiple middle attitudes between the multiple particular pose are calculated using interpolation method;
The interarea portion image of A15, the interarea portion image of the multiple particular poses of storage and multiple middle attitudes, as user's
Own face-image.
The invention also includes a kind of Internet advertising generating means, including basic ad material acquiring unit, material posture
Determination unit and material posture replacement unit, wherein
Basic ad material acquiring unit is used to obtain basic ad material, the basic ad material from advertisement provider
In include figure image;
Material posture determination unit is used to obtain the posture of figure image septum reset image in basic ad material;
Material posture replacement unit is used to substitute basic advertisement element using the own face-image of the identical posture of user
Figural face-image in material generates Internet advertising.
In addition, described device further includes that the first user has Facial image synthesis component, the own face of first user by oneself
Image generation component includes prompt unit, camera unit, the first interpolation analysis unit and the first storage unit, wherein
Prompt unit is used to prompt the face-image of the multiple particular poses of user's self-timer;
Camera unit is used to obtain the face-image of the multiple particular pose of user;
First interpolation analysis unit is used to calculate multiple middle attitudes between multiple particular poses using interpolation method
Face-image;
First storage unit is used to store the face-image of multiple particular poses and the face-image of multiple middle attitudes, makees
For the own face-image of user.
Particularly, the basic ad material is dynamic image;
The material posture determination unit obtains figure image septum reset figure in basic ad material in the way of every frame
The posture of picture;
The material posture replacement unit in the way of every frame using the own face-image of the identical posture of user come
The figural face-image in basic ad material is substituted, the single frames of Internet advertising is generated, then by multiple internets
The single frames group of advertisement is combined into Internet advertising dynamic image.
In another mode, described device further includes that second user has Facial image synthesis component by oneself, and described second uses
Family have by oneself Facial image synthesis component include search unit, interarea portion image determination unit, interarea portion image posture determination unit,
Second interpolation analysis unit and the second storage unit, wherein
Search unit is for searching for camera photos from the storage equipment of user equipment;
Interarea portion image determination unit is for counting facial characteristics from multiple camera photos, by the facial characteristics frequency of occurrences
Interarea portion image of the highest face-image as user;
Interarea portion image posture determination unit is used to determine the posture of interarea portion image in multiple camera photos, as described
Multiple particular poses of interarea portion image;
Second interpolation analysis unit is used to calculate multiple intermediate appearances between the multiple particular pose using interpolation method
The interarea portion image of state;
Second storage unit is used to store the interarea portion image of multiple particular poses and the interarea portion figure of multiple middle attitudes
Picture, the own face-image as user.
By using internet generation method of the invention and device, it can attract user's note that especially allowing user
It generates role and substitutes into sense, impression on the spot in person is generated for Internet advertising, therefore the dispensing effect of Internet advertising is fine.
Detailed description of the invention
Fig. 1 is the flow diagram according to Internet advertising generation method in the specific embodiment of the invention.
Fig. 2 has face-image by oneself for a kind of user of Internet advertising generation method in specific embodiment according to the present invention
Flow diagram.
Fig. 3 has face-image by oneself for a kind of user of Internet advertising generation method in specific embodiment according to the present invention
Flow diagram.
Specific embodiment
With reference to the accompanying drawing, it elaborates to the present invention.
The detailed example embodiment of following discloses.However, specific structure and function details disclosed herein merely for the sake of
The purpose of example embodiment is described.
It should be appreciated, however, that the present invention is not limited to disclosed particular exemplary embodiment, but covering falls into disclosure model
Enclose interior all modifications, equivalent and alternative.In the description to whole attached drawings, identical appended drawing reference indicates identical member
Part.
Refering to attached drawing, this specification structure depicted in this specification institute accompanying drawings, ratio, size etc., only to cooperate specification
Revealed content is not intended to limit the invention enforceable restriction item so that those skilled in the art understands and reads
Part, therefore do not have technical essential meaning, the modification of any structure, the change of proportionate relationship or the adjustment of size are not influencing
Under the effect of present invention can be generated and the purpose that can reach, it should all still fall in disclosed technology contents and obtain and can contain
In the range of lid.Meanwhile cited position restriction term in this specification, it is merely convenient to being illustrated for narration, rather than to
It limits the scope of the invention, relativeness is altered or modified, under the content of no substantial changes in technology, when being also considered as
The enforceable scope of the present invention.
It will also be appreciated that term "and/or" as used in this, which includes that one or more is relevant, lists any of item
With all combinations.It will further be appreciated that when component or unit referred to as " connect " or when " coupled " to another component or unit, it
It can be directly connected or coupled to other component or unit, or there may also be intermediate member or units.In addition, being used to describe
Between component or unit other words of relationship should understand in the same fashion (for example, " between " to " directly between ",
" adjacent " is to " direct neighbor " etc.).
Fig. 1 is the flow diagram according to the Internet advertising generation method in this patent specific embodiment.Such as Fig. 1 institute
Show, the Internet advertising generation method includes step:
A, basic ad material is obtained from advertisement provider, includes figure image in the basic ad material;
B, the posture of figure image septum reset image in basic ad material is obtained;
C, face in the figure image in basic ad material is substituted using the own face-image of the identical posture of user
Portion's image generates Internet advertising.
According to psychological study as a result, people it is generally most interested be self appearance, such as placed before elevator
The Anxiety for waiting elevator can be greatly lowered in mirror, and the most commonly used function of now applying in the terminal is exactly self-timer
Camera shooting.This patent is this psychology that people are utilized, and when allowing user to see Internet advertising, is found in advertising scenarios
The leading role of appearance is oneself unexpectedly, greatly increases substitution sense and the interest-degree of user in this way, user is allowed to find oneself luxurious
The hall of China, beautiful seabeach, the figure that oneself is found in splendid stage, be perhaps copolymerized with the star of favor or with name
People's talks perhaps enjoy cuisines or dance lightly, greatly improve user in this way for the pass of internet advertisement content
Note.
Wherein, the posture that figure image septum reset image in basic ad material is obtained in the step B is using calculating
Machine automated graphics identification technology, image recognition technology have been relatively mature recognition of face at present, and face is that have typical spy
Point patterning unit, be mainly made of some characteristic points, for example, canthus, nose, the corners of the mouth, hairline, cheekbone, eyebrow starting point,
Inflection point and terminal etc. are constituted, what these characteristic points were relatively easy to judge, once judging these characteristic points, are calculated each
The relative position of characteristic point can obtain the posture of figure image septum reset image in basic ad material.
Wherein, it is substituted in basic ad material in the step C using the own face-image of the identical posture of user
Figure image septum reset image, generate Internet advertising, be to be zoomed in and out to the own face-image of the identical posture of user
Afterwards, the corresponding position for the figure image septum reset being attached in basic ad material is covered.It should be noted that present invention specific implementation
" identical posture " in mode is not required for absolute equal, and opposite difference is less than certain range i.e. it is believed that basic phase
Together.
As shown in Fig. 2, Internet advertising generation method further includes step in a specific embodiment of the invention:
A01, the face-image for prompting the multiple particular poses of user's self-timer;
A02, the face-image for obtaining the multiple particular pose of user;
A03, the face-image that multiple middle attitudes between multiple particular poses are calculated using interpolation method;
The face-image of A04, the face-image of the multiple particular poses of storage and multiple middle attitudes, as the own of user
Face-image.
A kind of simple effective method is exactly the own face-image that user is obtained with the mode of self-timer, but own face
Image can not obtain the face-image under all postures, it is possible to select some typical face-images of shooting as specific
The face-image of posture, for example, front head-up, the head-up of 45 degree of side, it is upward 15 degree look up, downward 15 degree of face-images overlooked
Deng.In step A01, it can prompt which type of posture user should make by demonstration picture.In the shooting of step A02
When, it can have lead-frame on the screen of user terminal, guidance user when just handle properly by posture, when the posture of user
When reaching predetermined position, prompt tone, guidance user's shooting can be sent out, or voluntarily shoot.
The face-image of middle attitude between particular pose can be calculated by way of image interpolation, such as
After the face-image for having 45 degree of positive head-up, side head-ups, 5 degree of side, 10 degree, 15 degree, 20 degree, 25 can be obtained with interpolation
The face-image of degree, 30 degree, 35 degree, 40 degree etc. multiple middle attitudes.
The face-image of each posture of user can extremely accurate be obtained in this way, for carry out user have by oneself face-image with
The attitude matching of figural face-image in basic ad material.
In a specific embodiment of the invention, the posture of the face include pitch angle posture, yaw angle posture and
Roll angle posture.Pitching angle theta is the angle of coordinate system X-axis and horizontal plane.When the positive axis of X-axis is located at zeroaxial level
On face when (new line), pitch angle is positive, and is otherwise negative.Yaw angle ψ is that coordinate system xb axis projects and ground seat in the horizontal plane
Angle between mark system xg axis (in the horizontal plane, being directed toward target to be positive), when going to the projection line of body xb counterclockwise by xg axis,
Yaw angle is positive, i.e. head right avertence boat is positive, otherwise is negative.Roll angle Φ is coordinate system zb axis and the vertical for passing through head xb axis
Angle between face, head roll be positive to the right, otherwise are negative.
In a specific embodiment of the invention, the basic ad material is dynamic image, in step B, according to every
The mode of frame obtains the posture of figure image septum reset image in basic ad material;In step C, utilized in the way of every frame
The own face-image of the identical posture of user substitutes the figure image septum reset image in basic ad material, generates interconnection
Then the single frames group of multiple Internet advertisings is combined into Internet advertising dynamic image by the single frames of net advertisement.
It is all the replacement for the acquisition and face-image that posture is performed a plurality of times in present embodiment, in step B and C, most
The dynamic internet advertisement that face-image is had by oneself as advertisement character image using user is obtained afterwards, so more vivid and interesting, allow use
More feel excited in family.
As shown in figure 3, the method also includes steps in another specific embodiment of the present invention:
A11, multiple camera photos are searched for from the storage equipment of user equipment;
A12, count facial characteristics from multiple camera photos, using the highest face-image of the facial characteristics frequency of occurrences as
The interarea portion image of user;
A13, the posture for determining interarea portion image in multiple camera photos, multiple specific appearances as the interarea portion image
State;
A14, the interarea portion image that multiple middle attitudes between the multiple particular pose are calculated using interpolation method;
The interarea portion image of A15, the interarea portion image of the multiple particular poses of storage and multiple middle attitudes, as user's
Own face-image.
It is not required for user in this specific embodiment and carries out self-timer, but is searched for from the storage equipment of user equipment
Then multiple camera photos face-image the most frequent will occur as the interarea portion image of user in camera photos, and to the greatest extent
Possibly obtain the particular pose of interarea portion image in multiple camera photos.Later process is practical identical as preceding method, benefit
The interarea portion image of the middle attitude between particular pose is obtained with the mode of interpolation, then by the interarea portion image of particular pose
The own face-image as user is stored with the interarea portion image of middle attitude, therefore present embodiment is more intelligent,
The generation of Internet advertising can be also carried out without user's self-timer.
Corresponding with the above Internet advertising generation method, the invention also includes a kind of Internet advertising generating means, packets
Include basic ad material acquiring unit, material posture determination unit and material posture replacement unit, wherein
Basic ad material acquiring unit is used to obtain basic ad material, the basic ad material from advertisement provider
In include figure image;
Material posture determination unit is used to obtain the posture of figure image septum reset image in basic ad material;
Material posture replacement unit is used to substitute basic advertisement element using the own face-image of the identical posture of user
Figural face-image in material generates Internet advertising.
The Internet advertising generating means can actually be customer mobile terminal, such as mobile phone, laptop, platform
The equipment that formula computer etc. can browse through Internet advertising.
In addition, the Internet advertising generating means further include that the first user has Facial image synthesis component by oneself, described the
It includes that prompt unit, camera unit, the first interpolation analysis unit and the first storage are single that one user, which has Facial image synthesis component by oneself,
Member, wherein
Prompt unit is used to prompt the face-image of the multiple particular poses of user's self-timer;
Camera unit is used to obtain the face-image of the multiple particular pose of user;
First interpolation analysis unit is used to calculate multiple middle attitudes between multiple particular poses using interpolation method
Face-image;
First storage unit is used to store the face-image of multiple particular poses and the face-image of multiple middle attitudes, makees
For the own face-image of user.
Particularly, the basic ad material is dynamic image;
The material posture determination unit obtains figure image septum reset figure in basic ad material in the way of every frame
The posture of picture;
The material posture replacement unit in the way of every frame using the own face-image of the identical posture of user come
The figural face-image in basic ad material is substituted, the single frames of Internet advertising is generated, then by multiple internets
The single frames group of advertisement is combined into Internet advertising dynamic image.
In another mode, the Internet advertising generating means further include that second user has Facial image synthesis group by oneself
Part, it includes search unit, interarea portion image determination unit, interarea portion image that the second user, which has Facial image synthesis component by oneself,
Posture determination unit, the second interpolation analysis unit and the second storage unit, wherein
Search unit is for searching for camera photos from the storage equipment of user equipment;
Interarea portion image determination unit is for counting facial characteristics from multiple camera photos, by the facial characteristics frequency of occurrences
Interarea portion image of the highest face-image as user;
Interarea portion image posture determination unit is used to determine the posture of interarea portion image in multiple camera photos, as described
Multiple particular poses of interarea portion image;
Second interpolation analysis unit is used to calculate multiple intermediate appearances between the multiple particular pose using interpolation method
The interarea portion image of state;
Second storage unit is used to store the interarea portion image of multiple particular poses and the interarea portion figure of multiple middle attitudes
Picture, the own face-image as user.
It can be seen that by the introduction of the structure and function above for Internet advertising generation method and device and utilize this
The Internet advertising generation method and device of patent can attract user's to feel note that user is especially allowed to generate role and substitute into,
Impression on the spot in person is generated for Internet advertising, thus improves the dispensing effect of Internet advertising.
Several preferred embodiments of the invention have shown and described in above description, but as previously described, it should be understood that the present invention
It is not limited to form disclosed by this specification, should not be regarded as an exclusion of other examples, and can be used for various other
Combination, modification and environment, and above-mentioned introduction or the skill of related fields can be passed through in invented the scope of the idea described in this specification
Art or knowledge are modified.And changes and modifications made by those skilled in the art do not depart from the spirit and scope of the present invention, then all
It should be within the scope of protection of the appended claims of the present invention.
Claims (9)
1. a kind of Internet advertising generation method, including step:
A, basic ad material is obtained from advertisement provider, includes figure image in the basic ad material;
B, the posture of figure image septum reset image in basic ad material is obtained;
C, the figure image septum reset figure in basic ad material is substituted using the own face-image of the identical posture of user
Picture generates Internet advertising.
2. Internet advertising generation method according to claim 1, which is characterized in that the method also includes steps:
A01, the face-image for prompting the multiple particular poses of user's self-timer;
A02, the face-image for obtaining the multiple particular pose of user;
A03, the face-image that multiple middle attitudes between multiple particular poses are calculated using interpolation method;
The face-image of A04, the face-image of the multiple particular poses of storage and multiple middle attitudes, the own face as user
Image.
3. Internet advertising generation method according to claim 1, which is characterized in that the posture of the face includes bowing
Elevation angle posture, yaw angle posture and roll angle posture.
4. Internet advertising generation method according to claim 1, which is characterized in that the basic ad material is
State image in step B, obtains the posture of figure image septum reset image in basic ad material in the way of every frame;Step C
In, personage's shape in basic ad material is substituted using the own face-image of the identical posture of user in the way of every frame
As septum reset image, the single frames of Internet advertising is generated, the single frames group of multiple Internet advertisings is then combined into Internet advertising
Dynamic image.
5. Internet advertising generation method according to claim 1, which is characterized in that the method also includes steps:
A11, multiple camera photos are searched for from the storage equipment of user equipment;
A12, facial characteristics is counted from multiple camera photos, using the highest face-image of the facial characteristics frequency of occurrences as user
Interarea portion image;
A13, the posture for determining interarea portion image in multiple camera photos, multiple particular poses as the interarea portion image;
A14, the interarea portion image that multiple middle attitudes between the multiple particular pose are calculated using interpolation method;
The interarea portion image of A15, the interarea portion image of the multiple particular poses of storage and multiple middle attitudes, as the own of user
Face-image.
6. a kind of Internet advertising generating means, including basic ad material acquiring unit, material posture determination unit and material
Posture replacement unit, wherein
Basic ad material acquiring unit is used to obtain basic ad material from advertisement provider, wraps in the basic ad material
Include figure image;
Material posture determination unit is used to obtain the posture of figure image septum reset image in basic ad material;
Material posture replacement unit is used to substitute in basic ad material using the own face-image of the identical posture of user
Figural face-image, generate Internet advertising.
7. Internet advertising generating means according to claim 6, which is characterized in that described device further includes the first use
Facial image synthesis component is had at family by oneself, first user have by oneself Facial image synthesis component include prompt unit, camera unit,
First interpolation analysis unit and the first storage unit, wherein
Prompt unit is used to prompt the face-image of the multiple particular poses of user's self-timer;
Camera unit is used to obtain the face-image of the multiple particular pose of user;
First interpolation analysis unit is used to calculate the face of multiple middle attitudes between multiple particular poses using interpolation method
Image;
First storage unit be used for store multiple particular poses face-image and multiple middle attitudes face-image, as with
The own face-image at family.
8. Internet advertising generating means according to claim 6, which is characterized in that the basic ad material is
State image;
The material posture determination unit obtains figure image septum reset image in basic ad material in the way of every frame
Posture;
The material posture replacement unit is substituted in the way of every frame using the own face-image of the identical posture of user
Figural face-image in basic ad material, generates the single frames of Internet advertising, then by multiple Internet advertisings
Single frames group be combined into Internet advertising dynamic image.
9. Internet advertising generating means according to claim 6, which is characterized in that described device further includes the second use
Facial image synthesis component is had at family by oneself, and it includes search unit, interarea portion figure that the second user, which has Facial image synthesis component by oneself,
As determination unit, interarea portion image posture determination unit, the second interpolation analysis unit and the second storage unit, wherein
Search unit is for searching for camera photos from the storage equipment of user equipment;
Interarea portion image determination unit is for counting facial characteristics from multiple camera photos, by facial characteristics frequency of occurrences highest
Interarea portion image of the face-image as user;
Interarea portion image posture determination unit is used to determine the posture of interarea portion image in multiple camera photos, as the interarea
Multiple particular poses of portion's image;
Second interpolation analysis unit is used to calculate multiple middle attitudes between the multiple particular pose using interpolation method
Interarea portion image;
Second storage unit is used to store the interarea portion image of multiple particular poses and the interarea portion image of multiple middle attitudes, makees
For the own face-image of user.
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CN102346898A (en) * | 2010-09-20 | 2012-02-08 | 微软公司 | Automatic customized advertisement generation system |
CN103455800A (en) * | 2013-09-09 | 2013-12-18 | 苏州大学 | Advertisement system based on intelligent identification and method for pushing corresponding advertisement |
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2018
- 2018-04-28 CN CN201810403455.6A patent/CN108898409A/en active Pending
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
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US20110153431A1 (en) * | 2009-12-21 | 2011-06-23 | Electronics And Telecommunications Research Institute | Apparatus and method for targeted advertising based on image of passerby |
CN102346898A (en) * | 2010-09-20 | 2012-02-08 | 微软公司 | Automatic customized advertisement generation system |
CN103455800A (en) * | 2013-09-09 | 2013-12-18 | 苏州大学 | Advertisement system based on intelligent identification and method for pushing corresponding advertisement |
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Application publication date: 20181127 |