CN106952143A - Cosmetic products intelligent recommendation systems, devices and methods - Google Patents

Cosmetic products intelligent recommendation systems, devices and methods Download PDF

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Publication number
CN106952143A
CN106952143A CN201710160235.0A CN201710160235A CN106952143A CN 106952143 A CN106952143 A CN 106952143A CN 201710160235 A CN201710160235 A CN 201710160235A CN 106952143 A CN106952143 A CN 106952143A
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Prior art keywords
beauty
unit
sample
user
image
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不公告发明人
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Hefei Dragon Totem Information Technology Co Ltd
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Hefei Dragon Totem Information Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0631Item recommendations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0641Shopping interfaces
    • G06Q30/0643Graphical representation of items or shoppers

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  • Business, Economics & Management (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Development Economics (AREA)
  • Economics (AREA)
  • Marketing (AREA)
  • Strategic Management (AREA)
  • Physics & Mathematics (AREA)
  • General Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Image Processing (AREA)

Abstract

The invention provides a kind of cosmetic products intelligent recommendation systems, devices and methods, the present invention includes:Database Unit, image unit, face recognition processing unit, beauty sample recommendation unit, beauty sample selecting unit, expected beauty image generation unit and beauty treatment suggestion information recommendation unit;Wherein, beauty treatment suggestion information recommendation unit, its described beauty sample for being used to be selected by the beauty sample selecting unit according to user recommends the beauty treatment suggestion information to user, and is output to display unit.The present invention not only solves the problem that user chooses makeups articles for use and/or washing product and/or beautifying nourishing product, allows user not have any cosmetology knowledge also to buy suitable article;Makeups articles for use and/or washing product and/or beautifying nourishing product is recommended more hommization, personalization simultaneously, significantly improve the distribution effect of product, be that businessman saves mass advertising expense.

Description

Intelligent recommendation system, device and method for beauty products
Technical Field
The invention relates to the field of beauty treatment, in particular to an intelligent beauty article recommendation system, an intelligent beauty article recommendation device and an intelligent beauty article recommendation method.
Background
In the prior art, a technique of simulating a face after makeup on a computer without actually performing makeup is known for promoting makeup (for example, refer to japanese patent application laid-open No. 2001-346627). However, in this document, since the simulation result is represented by a still image, it is not possible to easily confirm the face after makeup when the expression of the user changes. For this reason, a technique of performing makeup simulation using a moving image capable of capturing a change in expression of a user has been developed (for example, refer to japanese patent application laid-open No. 2003-44837).
However, the makeup simulation apparatus described in "laid-open patent publication 2003-44837" determines the expression change of the user by using the pixel regions of the mouth and both eyes, and tracks the pixel regions by template matching, thereby calculating the region to be subjected to face makeup (for example, refer to paragraph 0028 thereof). However, the method of tracking the change in the expression of the user using the pixel regions of the mouth and both eyes has a problem that the processing load of the computer is large, and it is difficult to accurately process the change in the expression when the eyes are closed.
Based on the technical improvement of the above-mentioned patent "japanese patent laid-open No. 2003-44837", PCT patent 200780002524.2 "discloses a makeup simulation system, a makeup simulation apparatus, and a makeup simulation method capable of accurately making up the face of a user included in a moving image with a small processing load. The makeup simulation system comprises a camera unit for shooting the face of a user and outputting a dynamic image; the control unit receives the dynamic image output by the camera unit, processes the dynamic image and outputs the processed dynamic image; a display unit that displays the moving image output by the control unit; a reading unit that reads identification information of an item selected by a user from a display unit that displays an item for makeup; and a correspondence unit that corresponds the article with the identification information, wherein the control unit includes a face recognition processing unit that recognizes the face of the user from the dynamic image based on a predetermined tracking point, and a makeup processing unit that performs predetermined makeup on the face of the user included in the dynamic image based on the tracking point and outputs the same to the display unit, the makeup processing unit determines the article corresponding to the identification information read by the reading unit based on the correspondence unit, and outputs an avatar image obtained by performing predetermined makeup on the face of the user included in the dynamic image using the article to the display unit (refer to paragraph 0005 thereof).
As can be seen from the above technical solutions, the patent technology mainly solves how to more vividly promote cosmetics (in the background, the application field of which is also described as promotion cosmetics); in other words, when the user is in the camera area of the camera unit and selects the articles (cosmetics and tools), the display unit displays the image of the selected articles made up by the user, and then prints out the image; it is convenient for the user to determine whether to purchase the cosmetics and to make up than the image after the cosmetics is purchased. However, the way of marketing cosmetics is still passive, and consumers need to know the product first and then use the above patent technology to know the effect of the product, so that merchants need to make many advertising on the product in the early stage; in addition, because the variety of cosmetics, washing and caring products, nutriments and hairdressing products is too many, many consumers do not know what products and product sets are selected specifically, if the products are tried out one by one, the efficiency is poor, and the matching sets of various articles which have comprehensive effects and are satisfied by users are difficult to buy, so that the consumers are required to have rich beautifying knowledge.
Disclosure of Invention
The invention aims to provide an intelligent beauty article recommending system, an intelligent beauty article recommending device and an intelligent beauty article recommending method. The invention can ensure that the user firstly confirms the beauty effect which the user wants to achieve, and then intelligently recommends to the user which beauty cosmetics and/or washing products and/or beauty nutriments need to be purchased for achieving the beauty effect.
In order to achieve the purpose, the invention provides the following technical scheme:
an intelligent beauty appliance recommendation system, comprising:
the database unit is used for storing a beauty sample library and a beauty suggestion information library; the cosmetic sample library contains a plurality of cosmetic samples; the beauty suggestion information base comprises a plurality of beauty suggestion information; the database unit is also used for storing the corresponding relation between the beauty sample and the beauty suggestion information;
an image pickup unit for picking up a face of a user and outputting a face image;
a control unit including a face recognition processing unit, a beauty sample recommending unit, a beauty sample selecting unit, an expected beauty image generating unit, and a beauty advice information recommending unit; wherein,
the face recognition processing unit is used for recognizing the face image output by the camera shooting unit and acquiring face characteristic parameters;
the facial recognition processing unit is used for acquiring facial feature parameters of a user, acquiring facial feature parameters of the user, recommending a plurality of facial samples stored in the facial sample library to the user, and outputting the facial samples to the display unit;
a beauty sample selection unit for selecting and determining a beauty sample from the display unit by a user;
a desired cosmetic image generating unit for generating a desired cosmetic image from the cosmetic sample selected by the user through the cosmetic sample selecting unit and the face image output by the image capturing unit, and outputting the desired cosmetic image to the display unit; or, it is used for generating the expected beauty image according to the beauty sample recommended by the beauty sample recommending unit and the face image output by the camera unit, and outputting the expected beauty image to the display unit;
a beauty advice information recommending unit for recommending the beauty advice information to the user according to the beauty sample selected by the user through the beauty sample selecting unit and outputting the beauty advice information to a display unit;
a display unit for displaying the face image output by the camera unit, a plurality of beauty samples recommended by a beauty sample recommendation unit, an expected beauty image generated by an expected beauty image generation unit, and the beauty advice information recommended by a beauty advice information recommendation unit.
As a further preferable scheme of the present invention, the beauty advice information includes beauty article information and a method of using the beauty article; the beauty treatment information comprises beauty treatment information and/or washing care information and/or beauty nutrition information.
As a further preferable aspect of the present invention, the beauty product information includes a purchase link of the beauty product.
As a further preferable scheme of the invention, the intelligent beauty product recommendation system further comprises a data updating unit, which is used for updating the user data to the database unit for storage; the user data comprises the face image output by the camera unit, an expected beauty image generated by an expected beauty image generating unit, face characteristic parameters acquired by the face recognition processing unit, a beauty sample selected by the user through the beauty sample selecting unit, and a beauty sample and beauty suggestion information made by the user.
As a further preferable scheme of the present invention, the beauty sample recommending unit further refers to a beauty sample selected by the user through the beauty sample selecting unit, a parameter preset by the beauty product intelligent recommending system, and a parameter preset by the user, and recommends the beauty sample to the user.
As a further preferred scheme of the present invention, the beauty product intelligent recommendation system further comprises a social contact unit and a sharing unit;
the social unit is used for the user to communicate with the user;
the sharing unit is used for sharing the facial image output by the camera shooting unit, the expected beauty image generated by the expected beauty image generating unit or the beauty suggestion information recommended by the beauty suggestion information recommending unit to the social unit by the user.
An intelligent beauty appliance recommending device comprises the intelligent beauty appliance recommending system.
An intelligent recommendation method for beauty products comprises the intelligent recommendation system for beauty products, and comprises the following specific steps:
s1, building a database unit;
s2, shooting the face of the user by the camera unit and outputting a face image;
s3, recognizing the facial image output by the camera unit by a facial recognition processing unit, and acquiring facial feature parameters;
s4, recommending a plurality of beauty samples stored in the beauty sample library to a user by a beauty sample recommending unit according to the face characteristic parameters acquired by the face recognition processing unit, and outputting the beauty samples to a display unit;
s5, selecting and determining a beauty sample from the display unit by the user through a beauty sample selection unit;
s6, generating a prospective beauty image by a prospective beauty image generating unit according to the beauty sample selected by the user through the beauty sample selecting unit and the face image output by the image pick-up unit, and outputting the prospective beauty image to the display unit;
s7, confirming whether the expected cosmetic image generated by the expected cosmetic image generating unit is satisfactory by the user; if yes, go to step S8; if not, the process goes to step S4 or step S5;
and S8, recommending the beauty suggestion information to the user by the beauty suggestion information recommending unit according to the beauty sample selected by the user through the beauty sample selecting unit, and outputting the beauty suggestion information to the display unit.
As a further preferable aspect of the present invention, step S5 and step S6 are replaced with the steps of: generating an expected beauty image by an expected beauty image generating unit according to the beauty sample recommended by the beauty sample recommending unit and the face image output by the image pick-up unit, and outputting the expected beauty image to the display unit; then the user selects and determines a beauty sample from the display unit by using the beauty sample selection unit.
Compared with the prior art, the invention has the beneficial effects that: the invention can ensure that the user firstly confirms the cosmetic effect which the user wants to achieve, and then intelligently recommends to the user which cosmetic articles and/or washing and caring articles and/or beauty nutriments need to be purchased for use, thereby not only solving the problem that the user chooses to purchase the cosmetic articles and/or washing and caring articles and/or beauty nutriments, but also ensuring that the user can purchase proper articles without any cosmetic knowledge; meanwhile, the recommendation of beauty cosmetics and/or washing care products and/or beauty nutriment is more humanized and personalized, the promotion effect of the product is obviously improved, and a large amount of advertising fees are saved for merchants.
Drawings
FIG. 1 is a schematic block diagram of an intelligent recommendation system for beauty products according to the present invention;
FIG. 2 is a flow chart of the intelligent beauty appliance recommendation system of the present invention;
in the figure: the facial recognition and facial recognition system comprises a database unit, a 2-camera unit, a 3-control unit, a 31-face recognition processing unit, a 32-beauty sample recommending unit, a 33-beauty sample selecting unit, a 34-expected beauty image generating unit, a 35-beauty suggestion information recommending unit, a 4-display unit, a 5-data updating unit, a 6-social unit and a 7-sharing unit.
Detailed Description
The technical solution of the present patent will be described in further detail with reference to the following embodiments.
Referring to fig. 1, an intelligent recommendation system for beauty products includes:
a database unit 1 for storing a beauty sample library and a beauty advice information library; the cosmetic sample library contains a plurality of cosmetic samples; the beauty suggestion information base comprises a plurality of beauty suggestion information; the beauty suggestion information consists of beauty article information and a matching use method of the beauty articles; the beauty article information comprises beauty article information and/or washing and caring article information and/or beauty nutriment information; the beauty supplies information further includes a purchase link of beauty supplies; the database unit 1 is also used for storing the corresponding relation between the beauty sample and the beauty suggestion information;
an image pickup unit 2 for picking up a face of a user and outputting a face image;
a control unit 3 including a face recognition processing unit 31, a beauty sample recommending unit 32, a beauty sample selecting unit 33, an expected beauty image generating unit 34, and a beauty advice information recommending unit 35; wherein,
a face recognition processing unit 31 for recognizing the face image output by the image capturing unit 2 and acquiring a face feature parameter; the human face characteristic parameters can comprise face shape, skin color, eyebrow shape, mouth shape, nose shape and the like;
a beauty sample recommending unit 32, configured to recommend, to a user, a plurality of beauty samples stored in the beauty sample library according to the face feature parameters acquired by the face recognition processing unit 31, and output the beauty samples to the display unit 4;
a beauty sample selection unit 33 for selecting and determining a beauty sample from the display unit 4 by the user;
a desired cosmetic image generating unit 34 for generating a desired cosmetic image from the cosmetic sample selected by the user through the cosmetic sample selecting unit 33 and the face image output by the imaging unit 2, and outputting the desired cosmetic image to the display unit; or, it is used to generate an expected beauty image according to the beauty sample recommended by the beauty sample recommending unit 33 and the face image output by the image capturing unit 2, and output to the display unit 4;
a beauty advice information recommending unit 35 for recommending the beauty advice information to the user according to the beauty sample selected by the user through the beauty sample selecting unit 32, and outputting to the display unit 4;
a display unit 4 for displaying the face image output by the image capturing unit 2, a number of beauty samples recommended by a beauty sample recommending unit 32, an expected beauty image generated by an expected beauty image generating unit 34, and the beauty advice information recommended by a beauty advice information recommending unit 35.
The invention can ensure that the user confirms the beauty effect which the user wants to achieve firstly, and then intelligently recommends to the user which beauty supplies and/or washing products and/or beauty nourishment which need to be purchased for use, thereby not only solving the problem that the user chooses to purchase the beauty supplies and/or washing products and/or beauty nourishment, but also ensuring that the recommendation of the beauty supplies and/or washing products and/or beauty nourishment is more humanized and personalized, obviously improving the promotion effect of the product, and saving a large amount of advertising fees for merchants.
In the invention, the intelligent beauty appliance recommendation system further comprises a data updating unit, wherein the data updating unit is used for updating the user data to the database unit for storage; the user data comprises the face image output by the camera unit, an expected beauty image generated by an expected beauty image generating unit, face characteristic parameters acquired by the face recognition processing unit, a beauty sample selected by the user through the beauty sample selecting unit, and a beauty sample and beauty suggestion information made by the user. The data update unit 5 provides a data basis for providing a more personalized service to the user.
In the present invention, the beauty sample recommending unit 32 further refers to the beauty sample selected by the user through the beauty sample selecting unit 33, parameters preset by the beauty product intelligent recommending system (such as time parameters, different beauty samples are recommended according to different times), and parameters preset by the user (such as occasions in which the user wants to participate, different beauty samples are recommended according to different set occasions), and recommends the beauty sample to the user. According to the invention, intelligent recommendation is realized through the makeup sample recommending unit 32, and especially, the learning ability of the makeup sample recommending unit 32 can be enhanced through long-term training by referring to the makeup sample selected by the user through the makeup sample selecting unit 33, so that more accurate recommendation is provided for the user.
In the invention, the beauty product intelligent recommendation system further comprises a social contact unit 6 and a sharing unit 7;
the social unit 6 is used for the user to communicate with the user; for example: the system comprises a user, a data processing device and a data processing device, wherein the user is used for proposing a beauty requirement, and the other user is used for recommending a beauty sample and a beauty suggestion to the user according to the beauty requirement of the user;
the sharing unit 7 is configured to share the facial image output by the image capturing unit, the expected beauty image generated by the expected beauty image generating unit, or the beauty advice information recommended by the beauty advice information recommending unit with the social unit 6 by the user.
According to the social contact unit 6 and the sharing unit 7, the demands of the user on different social contact scenes can be met obviously by increasing the viscosity of the user.
An intelligent beauty appliance recommending device comprises the intelligent beauty appliance recommending system. The device can be a mobile phone, a PC, a tablet personal computer and a dressing mirror.
An intelligent recommendation method for beauty products comprises the intelligent recommendation system for beauty products, and comprises the following specific steps:
s1, building a database unit 1;
s2, capturing the face of the user by the image capturing unit 2 and outputting a face image;
s3, identifying 31 the facial image output by the camera unit 2 by a facial identification processing unit, and acquiring human face characteristic parameters;
s4, the facial sample recommending unit 32 recommends a plurality of facial samples stored in the facial sample library to the user according to the facial feature parameters obtained by the facial recognition processing unit 31, and outputs the facial samples to the display unit;
s5, selecting and determining a beauty sample from the display unit 4 by the user by adopting the beauty sample selection unit 33;
s6, generating a desired beauty image by the desired beauty image generating unit 34 according to the beauty sample selected by the user through the beauty sample selecting unit 33 and the face image output by the image capturing unit 2, and outputting to the display unit 4;
s7, confirming by the user whether the intended cosmetic image generated by the intended cosmetic image generating unit 34 is satisfactory; if yes, go to step S8; if not, the process goes to step S4 or step S5;
s8, the beauty advice information recommending unit 35 recommends the beauty advice information to the user based on the beauty sample selected by the user through the beauty sample selecting unit 33, and outputs the result to the display unit 4.
As another embodiment of the present invention, step S5 and step S6 may be replaced with the following steps: generating, by an expected beauty image generating unit 34, an expected beauty image from the beauty sample recommended by the beauty sample recommending unit 32 and the face image output by the imaging unit 2, and outputting to the display unit 4; the user then selects and determines a cosmetic sample from the display unit 4 using the cosmetic sample selection unit 33. The embodiment is more straightforward when the expected beauty image is seen first and then the beauty sample is selected.
Although the preferred embodiments of the present patent have been described in detail, the present patent is not limited to the above embodiments, and various changes can be made without departing from the spirit of the present patent within the knowledge of those skilled in the art.

Claims (10)

1. An intelligent beauty appliance recommendation system, comprising:
the database unit is used for storing a beauty sample library and a beauty suggestion information library; the cosmetic sample library contains a plurality of cosmetic samples; the beauty suggestion information base comprises a plurality of beauty suggestion information; the database unit is also used for storing the corresponding relation between the beauty sample and the beauty suggestion information;
an image pickup unit for picking up a face of a user and outputting a face image;
a control unit including a face recognition processing unit, a beauty sample recommending unit, a beauty sample selecting unit, an expected beauty image generating unit, and a beauty advice information recommending unit; wherein,
the face recognition processing unit is used for recognizing the face image output by the camera shooting unit and acquiring face characteristic parameters;
the facial recognition processing unit is used for acquiring facial feature parameters of a user, acquiring facial feature parameters of the user, recommending a plurality of facial samples stored in the facial sample library to the user, and outputting the facial samples to the display unit;
a beauty sample selection unit for selecting and determining a beauty sample from the display unit by a user;
a desired cosmetic image generating unit for generating a desired cosmetic image from the cosmetic sample selected by the user through the cosmetic sample selecting unit and the face image output by the image capturing unit, and outputting the desired cosmetic image to the display unit; or, it is used for generating the expected beauty image according to the beauty sample recommended by the beauty sample recommending unit and the face image output by the camera unit, and outputting the expected beauty image to the display unit;
a beauty advice information recommending unit for recommending the beauty advice information to the user according to the beauty sample selected by the user through the beauty sample selecting unit and outputting the beauty advice information to a display unit;
a display unit for displaying the face image output by the camera unit, a plurality of beauty samples recommended by a beauty sample recommendation unit, an expected beauty image generated by an expected beauty image generation unit, and the beauty advice information recommended by a beauty advice information recommendation unit.
2. The intelligent beauty appliance recommendation system according to claim 1, wherein the beauty advice information comprises beauty appliance information and a beauty appliance matching use method thereof.
3. The intelligent beauty product recommendation system according to claim 2, wherein the beauty product information comprises beauty product information and/or washing product information and/or beauty nourishment information.
4. The intelligent beauty appliance recommendation system according to claim 3, wherein the beauty appliance information comprises a purchase link of beauty appliances.
5. The intelligent beauty appliance recommendation system according to any one of claims 1-4, further comprising a data updating unit for updating user data to the database unit for storage; the user data comprises the face image output by the camera unit, an expected beauty image generated by an expected beauty image generating unit, face characteristic parameters acquired by the face recognition processing unit, a beauty sample selected by the user through the beauty sample selecting unit, and a beauty sample and beauty suggestion information made by the user.
6. The intelligent beauty treatment product recommendation system according to claim 5, wherein the beauty treatment sample recommendation unit is further configured to recommend the beauty treatment sample to the user with reference to the beauty treatment sample selected by the user through the beauty treatment sample selection unit, the parameters preset by the intelligent beauty treatment product recommendation system, and the parameters preset by the user.
7. The intelligent beauty appliance recommendation system according to claim 5, further comprising a social contact unit and a sharing unit;
the social unit is used for the user to communicate with the user;
the sharing unit is used for sharing the facial image output by the camera shooting unit, the expected beauty image generated by the expected beauty image generating unit or the beauty suggestion information recommended by the beauty suggestion information recommending unit to the social unit by the user.
8. An intelligent beauty appliance recommendation device comprising the intelligent beauty appliance recommendation system according to any one of claims 1 to 7.
9. An intelligent recommendation method for beauty products, which is characterized by comprising the intelligent recommendation system for beauty products according to any one of claims 1 to 7, and comprises the following steps:
s1, building a database unit;
s2, shooting the face of the user by the camera unit and outputting a face image;
s3, recognizing the facial image output by the camera unit by a facial recognition processing unit, and acquiring facial feature parameters;
s4, recommending a plurality of beauty samples stored in the beauty sample library to a user by a beauty sample recommending unit according to the face characteristic parameters acquired by the face recognition processing unit, and outputting the beauty samples to a display unit;
s5, selecting and determining a beauty sample from the display unit by the user through a beauty sample selection unit;
s6, generating a prospective beauty image by a prospective beauty image generating unit according to the beauty sample selected by the user through the beauty sample selecting unit and the face image output by the image pick-up unit, and outputting the prospective beauty image to the display unit;
s7, confirming whether the expected cosmetic image generated by the expected cosmetic image generating unit is satisfactory by the user; if yes, go to step S8; if not, the process goes to step S4 or step S5;
and S8, recommending the beauty suggestion information to the user by the beauty suggestion information recommending unit according to the beauty sample selected by the user through the beauty sample selecting unit, and outputting the beauty suggestion information to the display unit.
10. The intelligent beauty appliance recommendation method according to claim 9, wherein the steps S5 and S6 are replaced with the steps of: generating an expected beauty image by an expected beauty image generating unit according to the beauty sample recommended by the beauty sample recommending unit and the face image output by the image pick-up unit, and outputting the expected beauty image to the display unit; then the user selects and determines a beauty sample from the display unit by using the beauty sample selection unit.
CN201710160235.0A 2017-03-17 2017-03-17 Cosmetic products intelligent recommendation systems, devices and methods Pending CN106952143A (en)

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CN109636513A (en) * 2018-11-29 2019-04-16 北京小米移动软件有限公司 A shield recommended method, device and storage medium based on travel information
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CN110119968A (en) * 2018-02-06 2019-08-13 英属开曼群岛商玩美股份有限公司 System and method based on face's analysis recommended products
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