CN106202188B - Method and device for tagging elements of advertisement creatives - Google Patents

Method and device for tagging elements of advertisement creatives Download PDF

Info

Publication number
CN106202188B
CN106202188B CN201610482164.1A CN201610482164A CN106202188B CN 106202188 B CN106202188 B CN 106202188B CN 201610482164 A CN201610482164 A CN 201610482164A CN 106202188 B CN106202188 B CN 106202188B
Authority
CN
China
Prior art keywords
advertisement
elements
models
labels
module
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.)
Active
Application number
CN201610482164.1A
Other languages
Chinese (zh)
Other versions
CN106202188A (en
Inventor
谢统玲
吴海洋
陈万锋
李韶辉
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.)
Guangzhou Kuaizi Information Technology Co ltd
Original Assignee
Guangzhou Kuaizi Information Technology Co ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Guangzhou Kuaizi Information Technology Co ltd filed Critical Guangzhou Kuaizi Information Technology Co ltd
Priority to CN201610482164.1A priority Critical patent/CN106202188B/en
Publication of CN106202188A publication Critical patent/CN106202188A/en
Priority to GB1800636.1A priority patent/GB2556534A/en
Priority to CA2992118A priority patent/CA2992118A1/en
Priority to EP17814649.4A priority patent/EP3308342A4/en
Priority to US15/741,268 priority patent/US10192236B2/en
Priority to PCT/CN2017/088473 priority patent/WO2017219911A1/en
Priority to US16/214,273 priority patent/US10943256B2/en
Priority to US17/169,780 priority patent/US20210192564A1/en
Application granted granted Critical
Publication of CN106202188B publication Critical patent/CN106202188B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/58Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/5866Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using information manually generated, e.g. tags, keywords, comments, manually generated location and time information
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Development Economics (AREA)
  • Finance (AREA)
  • Accounting & Taxation (AREA)
  • Strategic Management (AREA)
  • General Physics & Mathematics (AREA)
  • Economics (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Game Theory and Decision Science (AREA)
  • Library & Information Science (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)

Abstract

The invention discloses a method and a device for tagging elements of advertisement creativity, wherein the method comprises the following steps: s1: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are each unit forming the advertisement creativity; s2: configuring corresponding physical attribute labels for each advertisement element or the combination of a plurality of advertisement elements; s3: settings for a personalities tab, a commerce tab, and an audience sentiment tab of an advertising creative are received. The technical scheme of the invention can provide a more comprehensive and subdivided creative tagging technology, and can specifically tag each advertisement element in the advertisement creative, such as: logo, model, product, case, button, background, etc. Through tagging different advertisement elements, the advertisement creatives can be effectively divided into more specific contents, and the method has more important significance on the analysis of the big data of the advertisement creatives.

Description

Method and device for tagging elements of advertisement creatives
Technical Field
The invention belongs to the technical field of image processing, and particularly relates to a method and a device for tagging elements of advertisement creativity.
Background
Although some advertising technical companies can pay attention to, analyze and interpret the characteristics of the advertising creative at present and print some labels for the creative, such as a label "blue" related to color and a label "little fresh" related to style, the labels are printed for the whole image of the creative basically, and the dimensions of the labels are not fine enough and not complete enough.
The entire graph employed today is labeled, there is no way to specifically partition each of the creatives and to effectively evaluate the creatives.
Disclosure of Invention
In order to overcome the defects of the prior art, one of the objectives of the present invention is to provide a method for tagging an advertising creative element, which can solve the problem that the advertising element cannot be tagged.
Another object of the present invention is to provide an apparatus for tagging elements of an advertisement creative product, which can solve the problem that the advertising elements cannot be tagged.
One of the purposes of the invention is realized by adopting the following technical scheme:
a method for tagging elements of an ad creative, comprising the steps of:
s1: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are each unit forming the advertisement creativity;
s2: respective physical attribute tags are configured for individual advertising elements or combinations of multiple advertising elements.
Preferably, the method further comprises the following step, S3: settings for the personalities, businesses, and audience sentiments tags of the advertising creative are received, with step S3 located between S1 and S2 or step S3 located after S2. The technical problem that people set labels actively can be further solved.
Preferably, in S1, each advertisement element in the advertising creative is obtained through image recognition techniques. The manner in which ad creatives are obtained can be further addressed.
Preferably, step S2 specifically includes the following steps:
s21: obtaining the physical attributes of the advertisement elements by image recognition technology and machine computing technology;
s22: automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relation between the physical attributes of the advertisement elements and the physical attribute labels;
wherein the corresponding relation is preset manually and stored in the memory. The method of configuring the tag can be further addressed.
Preferably, the physical attribute tags include one or more of advertising element position, advertising element area fraction, advertising element main color, model tag, line number of slogans, and product tag. The technical problem of setting of the physical attribute tag can be further solved. Preferably, the model label includes one or more of a number of models, a gender of the model, a race of the model, an identity of the model, a display portion of the model, a face angle, and a product carried by the model. The technical problem of the setting of the model label can be further solved.
Preferably, the product label comprises a product packaging box and/or a product number. The technical problem of the setting of product labels can be further solved.
The second purpose of the invention is realized by adopting the following technical scheme:
an apparatus for advertising creative element tagging, comprising the following modules:
an image recognition module: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are each unit forming the advertisement creativity;
a label assignment module: respective physical attribute tags are configured for individual advertising elements or combinations of multiple advertising elements.
Preferably, the label setting module further comprises: and receiving the settings of the humanistic attribute tag, the commercial attribute tag and the audience emotion tag of the advertisement creative, wherein the tag setting module is positioned between the image identification module and the tag distribution module or the tag setting module is positioned behind the tag distribution module. The technical problem that people set labels actively can be further solved.
Preferably, the label assignment module specifically comprises the following sub-modules:
a calculation module: obtaining the physical attributes of the advertisement elements by image recognition technology and machine computing technology;
a configuration module: automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relationship between the physical attributes and the physical attribute labels of the advertisement elements,
wherein, the corresponding relation is preset manually and stored in the memory. The technical problem of the way of configuring the tag can be further solved.
Preferably, the physical attribute tags include one or more of advertising element position, advertising element area fraction, advertising element main color, model tag, line number of slogans, and product tag. The technical problem of setting of the physical attribute tag can be further solved.
Preferably, the model label comprises one or more of model number, model gender, model race, model identity, model display part, face angle and model carrying product. The technical problem of the setting of the model label can be further solved.
Preferably, the product label comprises a product packaging box and/or a product number. The technical problem of the setting of product labels can be further solved.
Compared with the prior art, the invention has the beneficial effects that:
the technical scheme of the invention can provide a more comprehensive and subdivided creative tagging technology, and can specifically tag each advertisement element in the advertisement creative, such as: logo, model, product, case, button, background, etc. Through tagging different advertisement elements, the advertisement creatives can be effectively divided into more specific contents, and the method has more important significance on the analysis of the big data of the advertisement creatives.
Drawings
FIG. 1 is a flow chart of a method of tagging elements of an advertisement creative in accordance with the present invention;
figure 2 is a block diagram of the apparatus for tagging elements of an advertising creative of the present invention.
Detailed Description
The invention will be further described with reference to the accompanying drawings and the detailed description below:
as shown in FIG. 1, the present invention provides a method for tagging elements of an advertising creative, comprising the steps of:
s1: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are components of the advertisement creativity, namely, each small unit forming the advertisement creativity;
an advertising creative is a commonly-called advertisement, and an advertising creative contains a plurality of advertising elements, for example, the advertising elements may be LOGO, product, model, copy, etc. if an advertisement related to a watch, the advertising elements may be LOGO of the watch, brand LOGO of the watch, text description, model wearing the watch; the step of decomposing the ad creative into four ad elements of product, copy, LOGO and button is for the subsequent steps.
S2: configuring corresponding physical attribute labels for each advertisement element or for combinations of multiple advertisement elements, in this step, not only configuring corresponding physical attribute labels for a single advertisement element, but also configuring labels for combinations of multiple advertisement elements, such as contrast between a model and a background, so as to enable more dimensions to be matched, and specifically including the following sub-steps in S2:
s21: obtaining the physical attributes of the advertisement elements by image recognition technology and machine computing technology;
s22: and automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relation between the physical attributes of the advertisement elements and the physical attribute labels, wherein the corresponding relation is preset manually and is stored in a memory.
The physical attribute labels comprise advertisement element positions, advertisement element area ratios, advertisement element main colors, model labels, word line numbers of slogans and product labels. The advertisement element position is the position of this advertisement unit in the advertisement intention, through the automatic corresponding label of calculating of coordinate point on the intention whole picture of machine calculation element, obtains advertisement element area ratio through calculating the area of advertisement element and dividing by the area of the whole picture of advertisement intention, through the main colour in the image recognition technology discernment advertisement element in order to dispose corresponding label, the model label includes that model number, model gender, model race, model identity, model display position, face angle and model carry the product. The product label comprises a product packaging box and the number of products. This can also be achieved by image recognition techniques.
In the step, each advertisement element in the advertisement creative is automatically labeled through technologies such as image recognition, machine calculation and the like. The physical attribute labels represent natural objective attribute characteristics of the advertisement elements, the natural objective attribute characteristics can be obtained through image identification technology and machine calculation, some physical attribute labels are marked on the advertisement elements, more dimensions which can be referred to can be provided for judging the quality of the advertisement originality when the post-processing is carried out by marking different labels, and the degree of receiving the advertisement originality by audiences is judged by comparing different setting positions of different advertisement elements, different area ratios and different colors or the types of models in the advertisement originality, and the quantity and the gender of the labels. And when the data processing is facilitated in the later period, each judgment dimension is established, so that the most optimized scheme is selected.
S3: settings for a personalities tab, a commerce tab, and an audience sentiment tab of an advertising creative are received. The humanistic attribute tag represents characteristics biased to culture and concept, such as creative design style (beauty, refreshment, coolness, science and technology feeling and the like) and creative tone (passion, happiness, melancholy and the like), and tags different advertisement elements from the humanistic perspective. The commercial attribute label represents the characteristics of brand character, brand promotion purpose, commodity attribute and the like. Such as: brand character (truthful, trendy, honest, etc.), brand promotion objectives (brand image promotion, new product introduction, sales promotion, sample distribution, etc.). Audience emotion labels: representing the emotional characteristics of the audience as they see the creatives and elements. Such as: like, dislike, happy, puzzled, etc. The labels are added manually, so that the flexibility of labeling is increased. Through setting up corresponding artifical labeling cross-section, can autonomically beat the label to different advertising element for it is more nimble and convenient to operate. The step S3 may be set after S2, or between S1 and S2, and in this embodiment, S3 is located after S2, which is an implementation manner of this embodiment.
The image recognition technology and the machine calculation technology of the present embodiment are mature technologies in the prior art, for example, the calculation of the ratio by using the machine calculation technology is a numerical calculation technology for those skilled in the art.
The invention also provides a device for tagging elements of advertisement creatives, which comprises the following modules:
an image recognition module: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are each unit forming the advertisement creativity;
a label assignment module: configuring corresponding physical attribute labels for each advertisement element; the label distribution module specifically comprises the following sub-modules:
a calculation module: obtaining the physical attributes of the advertisement elements by image recognition technology and machine computing technology;
a configuration module: and automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relation between the physical attributes of the advertisement elements and the physical attribute labels, wherein the corresponding relation is preset manually and is stored in a memory.
The physical attribute labels comprise advertisement element positions, advertisement element area ratios, advertisement element main colors, model labels, word line numbers of slogans and product labels. The model label comprises the number of models, the gender of the models, the race of the models, the identity of the models, the display part of the models, the angles of human faces and the products carried by the models. The product label comprises a product packaging box and the number of products.
The tag setting module may be located behind the tag assigning module, or between the image recognition module and the tag assigning module, and in this embodiment, an implementation in which the tag setting module is located behind the tag assigning module is mainly described: and receiving the settings of the humanistic attribute tag, the commercial attribute tag and the audience emotion tag of the advertisement creative, wherein the tag setting module is positioned between the image identification module and the tag distribution module or the tag setting module is positioned behind the tag distribution module.
Various other modifications and changes may be made by those skilled in the art based on the above-described technical solutions and concepts, and all such modifications and changes should fall within the scope of the claims of the present invention.

Claims (5)

1. The method for tagging the elements of the advertisement creative is characterized by comprising the following steps of:
s1: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are components of the advertisement creativity;
s2: configuring corresponding physical attribute labels for each advertisement element or the combination of a plurality of advertisement elements;
the step S2 specifically includes the following sub-steps:
s21: obtaining the physical attributes of the advertisement elements through an image recognition technology and a machine computing technology;
s22: automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relation between the physical attributes of the advertisement elements and the physical attribute labels;
wherein, the corresponding relation is preset manually and stored in a memory; the physical attribute labels comprise one or more of advertisement element positions, advertisement element area ratios, advertisement element main colors, model labels, word line numbers of slogans and product labels; the model label comprises one or more of the number of models, the sex of the models, the race of the models, the identity of the models, the display part of the models, the angles of human faces and the products carried by the models; the product label comprises a product packaging box and/or the number of products.
2. The method of tagging elements of an advertising creative of claim 1, further comprising the step of, S3: settings for the personalities, businesses, and audience sentiments tags of the advertising creative are received, with step S3 located between S1 and S2 or step S3 located after S2.
3. The method of claim 1 wherein individual ad elements within the ad creative are captured through image recognition techniques in S1.
4. The device for tagging the elements of the advertisement creativity is characterized by comprising the following modules:
an image recognition module: acquiring each advertisement element in the advertisement creativity, wherein the advertisement elements are components of the advertisement creativity;
a label assignment module: configuring corresponding physical attribute labels for each advertisement element or the combination of a plurality of advertisement elements;
the label distribution module specifically comprises the following sub-modules:
a calculation module: obtaining the physical attributes of the advertisement elements by image recognition technology and machine computing technology;
a configuration module: automatically configuring corresponding physical attribute labels for the advertisement elements according to the corresponding relation between the physical attributes of the advertisement elements and the physical attribute labels;
wherein, the corresponding relation is preset manually and stored in a memory; the physical attribute labels comprise one or more of advertisement element positions, advertisement element area ratios, advertisement element main colors, model labels, word line numbers of slogans and product labels; the model label comprises one or more of the number of models, the sex of the models, the race of the models, the identity of the models, the display part of the models, the angles of human faces and the products carried by the models; the product label comprises a product packaging box and/or the number of products.
5. The apparatus for tagging elements of an advertising creative of claim 4, further comprising the following modules, the tagging module: and receiving the settings of the humanistic attribute tag, the commercial attribute tag and the audience emotion tag of the advertisement creative, wherein the tag setting module is positioned between the image identification module and the tag distribution module or the tag setting module is positioned behind the tag distribution module.
CN201610482164.1A 2016-06-23 2016-06-23 Method and device for tagging elements of advertisement creatives Active CN106202188B (en)

Priority Applications (8)

Application Number Priority Date Filing Date Title
CN201610482164.1A CN106202188B (en) 2016-06-23 2016-06-23 Method and device for tagging elements of advertisement creatives
US15/741,268 US10192236B2 (en) 2016-06-23 2017-06-15 Methods and systems for automatically generating advertisements
CA2992118A CA2992118A1 (en) 2016-06-23 2017-06-15 Methods and systems for automatically generating advertisements
EP17814649.4A EP3308342A4 (en) 2016-06-23 2017-06-15 Methods and systems for automatically generating advertisements
GB1800636.1A GB2556534A (en) 2016-06-23 2017-06-15 Methods and systems for automatically generating advertisements
PCT/CN2017/088473 WO2017219911A1 (en) 2016-06-23 2017-06-15 Methods and systems for automatically generating advertisements
US16/214,273 US10943256B2 (en) 2016-06-23 2018-12-10 Methods and systems for automatically generating advertisements
US17/169,780 US20210192564A1 (en) 2016-06-23 2021-02-08 Methods and systems for automatically generating advertisements

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610482164.1A CN106202188B (en) 2016-06-23 2016-06-23 Method and device for tagging elements of advertisement creatives

Publications (2)

Publication Number Publication Date
CN106202188A CN106202188A (en) 2016-12-07
CN106202188B true CN106202188B (en) 2021-05-11

Family

ID=57461508

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201610482164.1A Active CN106202188B (en) 2016-06-23 2016-06-23 Method and device for tagging elements of advertisement creatives

Country Status (1)

Country Link
CN (1) CN106202188B (en)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2992118A1 (en) 2016-06-23 2017-12-28 Guangzhou Kuaizi Information Technology Co., Ltd. Methods and systems for automatically generating advertisements
CN111104370A (en) * 2019-12-18 2020-05-05 北京大龙得天力广告传媒有限公司 Advertisement video storage system and method
CN113220966A (en) * 2021-04-29 2021-08-06 西安点告网络科技有限公司 Advertisement creative classification display method, system and equipment and readable storage medium

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101651550A (en) * 2008-08-15 2010-02-17 阿里巴巴集团控股有限公司 Method and system for advertisement generation and display and advertisement production and display client
CN102982348A (en) * 2012-12-25 2013-03-20 百灵时代传媒集团有限公司 Identification method of advertisement image

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101872457A (en) * 2009-04-23 2010-10-27 深圳市时代赢客网络有限公司 Advertisement delivery system and advertisement delivery method
US20100280876A1 (en) * 2009-04-30 2010-11-04 Microsoft Corporation Implicit rating of advertisements
CN103136235B (en) * 2011-11-25 2017-07-18 上海博泰悦臻网络技术服务有限公司 Data processing platform (DPP), data handling system and data processing method
CN103488608A (en) * 2013-09-27 2014-01-01 杨昕吉 Method and system for quickly creating visual-style electronic business card

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101651550A (en) * 2008-08-15 2010-02-17 阿里巴巴集团控股有限公司 Method and system for advertisement generation and display and advertisement production and display client
CN102982348A (en) * 2012-12-25 2013-03-20 百灵时代传媒集团有限公司 Identification method of advertisement image

Also Published As

Publication number Publication date
CN106202188A (en) 2016-12-07

Similar Documents

Publication Publication Date Title
Slade-Brooking Creating a brand identity: A guide for designers
Priest et al. Consumer behaviour
CN108694602A (en) Promotional literature generation method and device
CN106202188B (en) Method and device for tagging elements of advertisement creatives
CN110097400A (en) Information recommendation method, apparatus and system, storage medium, intelligent interaction device
Koljonen Content marketing's role in company branding and business
Lim Digital Marketing Strategies: A Case of Charles & Keith
Singh Fashion Marketing
CN113554457A (en) Intelligent poster generation method and device suitable for e-commerce platform and storage medium
Saputri A Multimodal Analysis of English Courses’ Printed Advertisement at South Jakarta
Weigold et al. Advertising
Shahrin et al. Digital Brand Storytelling, an Emerging Catalyst to Consumer Engagement: A Netnography Analysis of Sustainable Fashion in Malaysia.
Subramanian Marketing and promotion of a single product in different regions
Abdualee Graphic design as a digital marketing tool
Pollen Marketing Photography: Selling Popular Photography on the British High Street
Yin Yin et al. Factors Affecting Malaysian Consumers’ Perceptions of Chinese Smartphone Advertisements and Their Implications for Other Sectors
Mushtaq et al. Women Objectification and Gender Roles: Discourse Analysis of Billboard Advertisements in Pakistan
Rafsanjani A Linguistic Landscape Study of Advertising Signs on Shopping Mall and Traditional Market in Surabaya
Chan Exploration of illustration designing advertising and marketing application for community platform-using MaoUP as examples
CN113055740A (en) Method and system for identifying and pasting object in video
Chang et al. A Study of Text-Overlaid Image Compositions Information System About Enterprise Documents, Logo and Slogan
Sheehan Green Lights or Red Flags? An Assessment of the Implementation of CVS and Dove's" Self Certifications"
SAIPANG DEVELOPMENT OF ONLINE MARKETING MIX STRATEGIES FOR BASKETRY PRODUCT ENTREPRENEURS IN CHIANG MAI, THAILAND
KHAN et al. Measuring the impact of visualelements of an ad on consumerattitudes toward purchasedecisions: focus on the sportindustry.
De Silva et al. Social Media as a Digital Tool Changing the Game Plan of Women Entrepreneurs-Case on the usage of Facebook in the Beauty Salon Sector of Sri Lanka

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
PE01 Entry into force of the registration of the contract for pledge of patent right

Denomination of invention: Method and device for labeling advertising creative elements

Effective date of registration: 20220826

Granted publication date: 20210511

Pledgee: Guangzhou Ti Dong Technology Co.,Ltd.

Pledgor: GUANGZHOU KUAIZI INFORMATION TECHNOLOGY Co.,Ltd.

Registration number: Y2022440000222

PE01 Entry into force of the registration of the contract for pledge of patent right
PC01 Cancellation of the registration of the contract for pledge of patent right

Granted publication date: 20210511

Pledgee: Guangzhou Ti Dong Technology Co.,Ltd.

Pledgor: GUANGZHOU KUAIZI INFORMATION TECHNOLOGY Co.,Ltd.

Registration number: Y2022440000222