CN110825898A

CN110825898A - Nail art recommendation method and device, electronic equipment and storage medium

Info

Publication number: CN110825898A
Application number: CN201911088920.2A
Authority: CN
Inventors: 郭倩; 林镇清
Original assignee: Shenzhen Danya Technology Co Ltd
Current assignee: Shenzhen Danya Technology Co Ltd
Priority date: 2019-11-08
Filing date: 2019-11-08
Publication date: 2020-02-21

Abstract

The embodiment of the disclosure discloses a manicure set drawing recommendation method, a manicure set drawing recommendation device, electronic equipment and a storage medium, wherein the method comprises the following steps: acquiring nail art reference index information of a target user; screening a plurality of nail art charts which accord with the nail art reference index information from a nail art chart library to obtain a nail art chart set which is satisfied by the target user; and sorting the nail art in the nail art set according to the popularity of the nail art in the nail art set and/or the satisfaction degree of at least one similar user of the target user on the nail art in the nail art set, and determining a preset number of nail art to recommend to the target user according to the sorting result. The technical scheme of the embodiment of the disclosure can improve the matching degree of the recommended nail art and can improve the satisfaction degree of users.

Description

Nail art recommendation method and device, electronic equipment and storage medium

Technical Field

The embodiment of the disclosure relates to the technical field of intelligent nail art, in particular to a nail art recommendation method and device, an electronic device and a storage medium.

Background

The nail art is a work for decorating and beautifying the nail of a finger (toe), and a customer needs to select a nail art before making the nail art. In the nail art, the recommendation of the nail art is manually recommended by depending on the inquiry of a nail artist, for example, by inquiring about what nail type the customer wants to make, how long the nail stays, what style the customer likes, and the like, and the nail artist accordingly recommends the nail art to the customer. On the one hand, this approach often faces the situation that customers do not know how to do when they are asked the above-mentioned questions; on the other hand, the manicurist recommends that there be a relatively subjective personal tendency. Some users need to select favorite nail art in the nail art gallery, but when the favorite nail art is printed on the nails of the fingers (toes), the users cannot be satisfied due to the influence of skin color and nail type, and the nails need to be re-manicured, so that time and energy are consumed.

Disclosure of Invention

In view of this, the embodiments of the present disclosure provide a method, an apparatus, an electronic device, and a storage medium for recommending a nail art, so as to improve matching between a recommended nail art and a user and improve user satisfaction.

Additional features and advantages of the disclosed embodiments will be set forth in the detailed description which follows, or in part will be obvious from the description, or may be learned by practice of the disclosed embodiments.

In a first aspect, an embodiment of the present disclosure provides a nail art recommendation method, including:

acquiring nail art reference index information of a target user;

screening a plurality of nail art charts which accord with the nail art reference index information from a nail art chart library to obtain a nail art chart set which is satisfied by the target user;

and sorting the nail art in the nail art set according to the popularity of the nail art in the nail art set and/or the satisfaction degree of at least one similar user of the target user on the nail art in the nail art set, and determining a preset number of nail art to recommend to the target user according to the sorting result.

In one embodiment, the nail reference index information includes at least one of nail length, nail shape, finger shape, hand back skin color.

In an embodiment, before the step of screening out a plurality of nail art charts meeting the nail art reference index information from the nail art chart library to obtain the nail art chart set satisfied by the target user, the method further includes:

acquiring an incidence matrix between a nail art suitable label and a nail art in a nail art gallery, wherein the nail art suitable label is a parameter characteristic in at least one nail art reference index information of nail length, nail shape, finger shape and hand back skin color;

screening out a plurality of nail art charts which accord with the nail art reference index information from the nail art chart library to obtain the satisfactory nail art chart set of the target user specifically comprises the following steps:

determining a corresponding nail art label according to the nail art reference index information;

and acquiring a plurality of nail art drawings which accord with the nail art suitable label from the nail art gallery according to the incidence matrix to obtain a satisfactory nail art drawing set of the target user.

In an embodiment, the sorting the nail art sets in the nail art set according to popularity of the nail art sets in the nail art set comprises:

counting a user set applicable to each nail art in the nail art set to obtain the number of users applicable to each nail art in the nail art set;

determining the popularity of each nail art in the nail art set according to the number of users applicable to each nail art set;

sorting the nail art in the nail art set according to the popularity.

counting the nail suitable labels suitable for each nail set diagram in the nail set diagram set according to the incidence matrix, and determining the number of users suitable for each nail set diagram in the nail set diagram set according to the nail suitable labels matched with each nail set diagram to obtain the popularity of each nail set diagram in the nail set diagram set;

and/or determining popularity of the plurality of nail art charts according to behavior information of a user on each nail art chart in the nail art chart set within a set time interval, wherein the behavior information comprises at least one of printing amount, praise amount, collection amount and forwarding amount;

sorting all the nail art in the nail art set according to the popularity.

In an embodiment, sorting the nail art sets in the nail art set according to satisfaction of at least one similar user of the target user on the nail art sets in the nail art set comprises:

acquiring at least one similar user of the target user;

acquiring behavior information of each nail art in the nail art set of the at least one similar user, and sequencing all nail art sets in the nail art set according to the acquired behavior information, wherein the behavior information comprises at least one of printing amount, praise amount, collection amount and forwarding amount.

In one embodiment, the obtaining at least one similar user of the target user includes:

screening out a plurality of users satisfying at least one nail art in the nail art set satisfying the target user as candidate users;

and respectively scoring the similarity of the candidate users and the target user, sorting according to a scoring result, and determining at least one candidate user as a similar user of the target user according to a sorting result.

In an embodiment, the scoring the similarity between the candidate users and the target user includes:

screening out at least one nail art which is effectively associated with the current candidate user and the target user according to the nail art set as an associated nail art;

according to the behavior information of the candidate user and the target user on the associated nail art chart, the similarity of the current candidate user and the target user is scored; and/or

And according to the time of the candidate user and the target user for generating satisfactory effective behaviors for the associated nail art, carrying out similarity scoring on the current candidate user and the target user, wherein the time of generating satisfactory effective behaviors comprises the retention time of the nail art after printing.

In an embodiment, the obtaining of the nail art reference index information of the target user specifically includes:

and acquiring a hand photo of the target user, and determining at least one item of nail art reference index information of the target user according to the hand photo.

In an embodiment, after determining that a preset number of nail art kits are recommended to the target user according to the sorting result, the method further includes:

and automatically fusing the nail art with the maximum satisfaction degree in the sequencing result to the nail part of the hand photo to generate a preview photo, so that the target user can select the nail art according to the preview photo.

In an embodiment, the method further includes updating the association matrix according to the printing information of each nail art printed by the user.

In a second aspect, an embodiment of the present disclosure further provides a nail art recommendation device, including:

the user information acquisition unit is used for acquiring the nail art reference index information of the target user;

the nail art drawing screening unit is used for screening a plurality of nail art drawings which accord with the nail art reference index information from a nail art drawing library to obtain a nail art drawing set satisfied by the target user;

and the sequencing recommendation unit is used for sequencing the nail art maps in the nail art map set according to the popularity of the nail art maps in the nail art map set and/or the satisfaction degree of at least one similar user of the target user on the nail art maps in the nail art map set, and determining a preset number of nail art maps to recommend to the target user according to the sequencing result.

In an embodiment, the apparatus further includes a correlation matrix obtaining unit, configured to, before a plurality of nail art charts meeting the nail art reference index information are screened from a nail art chart library, and a nail art chart set satisfied by the target user is obtained:

the nail art screening unit is used for:

In one embodiment, the ranking recommendation unit is configured to:

sorting the nail art in the nail art set according to the popularity.

In one embodiment, the ranking recommendation unit is configured to:

sorting all the nail art in the nail art set according to the popularity.

In an embodiment, the ranking recommendation unit includes a similar user acquisition subunit and a similar behavior ranking subunit;

the similar user obtaining subunit is configured to obtain at least one similar user of the target user;

the similar behavior sorting subunit is configured to acquire behavior information of each nail art in the nail art set by the at least one similar user, and sort all nail art sets in the nail art set according to the acquired behavior information, where the behavior information includes at least one of a print amount, a praise amount, a collection amount, and a forwarding amount.

In one embodiment, the similar user acquisition subunit is configured to:

In an embodiment, the similar behavior ranking subunit is configured to score similarity between the candidate users and the target user respectively, and includes:

In one embodiment, the user information obtaining unit is configured to:

In an embodiment, the apparatus further includes a photo preview unit, configured to, after determining that a preset number of nail art kits are recommended to the target user according to the sorting result:

In an embodiment, the apparatus further includes an association matrix updating unit, configured to update the association matrix according to the print information of each nail art from the user.

In a third aspect, an embodiment of the present disclosure further provides an electronic device, including:

one or more processors;

a memory for storing one or more programs;

when executed by the one or more processors, cause the one or more processors to implement the instructions of the method of any one of the first aspects.

In a fourth aspect, the disclosed embodiments also provide a computer-readable storage medium, on which a computer program is stored, which when executed by a processor implements the steps of the method according to any one of the first aspect.

The technical scheme provided by the embodiment of the disclosure has the beneficial technical effects that:

according to the method and the device, the at least one item of nail art reference index information of the target user is obtained, the plurality of nail art drawings which accord with the at least one item of nail art reference index information are screened out from the nail art drawing library, the plurality of nail art drawings are ranked according to the popularity of the nail art drawings and/or the satisfaction degree of at least one similar user of the target user, the at least one nail art drawing is determined and recommended to the target user according to the ranking result, the matching degree of the recommended nail art drawing and the user can be improved, and the user satisfaction degree can be improved; shorten the time for selecting the nail art chart and improve the nail art efficiency.

Drawings

In order to more clearly illustrate the technical solutions in the embodiments of the present disclosure, the drawings needed to be used in the description of the embodiments of the present disclosure will be briefly described below, and it is obvious that the drawings in the following description are only a part of the embodiments of the present disclosure, and for those skilled in the art, other drawings can be obtained according to the contents of the embodiments of the present disclosure and the drawings without creative efforts.

Fig. 1 is a schematic flowchart of a nail art recommendation method according to an embodiment of the present disclosure;

fig. 2 is a schematic flowchart of another nail art recommendation method provided in the embodiment of the present disclosure;

fig. 3 is a flowchart illustrating a further nail art recommendation method according to an embodiment of the present disclosure;

fig. 4 is a schematic structural diagram of a manicure set chart recommendation device provided in an embodiment of the present disclosure;

fig. 5 is a schematic structural diagram of another manicure set chart recommendation device provided in the embodiment of the present disclosure;

fig. 6 is a schematic structural diagram of another nail art recommendation device provided in the embodiment of the present disclosure;

FIG. 7 illustrates a schematic diagram of an electronic device suitable for use in implementing embodiments of the present disclosure.

Detailed Description

In order to make the technical problems solved, technical solutions adopted and technical effects achieved by the embodiments of the present disclosure clearer, the technical solutions of the embodiments of the present disclosure will be described in further detail below with reference to the accompanying drawings, and it is obvious that the described embodiments are only some embodiments, but not all embodiments, of the embodiments of the present disclosure. All other embodiments, which can be obtained by a person skilled in the art without making creative efforts based on the embodiments of the present disclosure, belong to the protection scope of the embodiments of the present disclosure.

It should be noted that the terms "system" and "network" are often used interchangeably in the embodiments of the present disclosure. Reference to "and/or" in embodiments of the present disclosure is meant to include any and all combinations of one or more of the associated listed items. The terms "first", "second", and the like in the description and claims of the present disclosure and in the drawings are used for distinguishing between different objects and not for limiting a particular order.

It should also be noted that, in the embodiments of the present disclosure, each of the following embodiments may be executed alone, or may be executed in combination with each other, and the embodiments of the present disclosure are not limited specifically.

The names of messages or information exchanged between devices in the embodiments of the present disclosure are for illustrative purposes only, and are not intended to limit the scope of the messages or information.

The technical solutions of the embodiments of the present disclosure are further described by the following detailed description in conjunction with the accompanying drawings.

Fig. 1 shows a flowchart of a nail art recommendation method provided in an embodiment of the present disclosure, where this embodiment is applicable to a case of recommending a proper nail art for a user, and the method may be executed by a nail art recommendation device configured in an electronic device, as shown in fig. 1, the nail art recommendation method in this embodiment includes:

in step S110, nail art reference index information of the target user is acquired.

The manicure reference indicators may include one or more manicure-related indicators, including, for example, one or more of nail length, nail shape, finger shape, hand skin color, and hand texture.

For example, nail shapes include square nails, square round nails, oval nails, almond-shaped nails, square-tip nails, dagger-shaped nails, and the like.

For example, hand skin color includes red skin, yellow skin, brown skin, blue skin, black skin, white skin, and the like.

For example, nail length includes long nails, medium long nails, short nails, and the like.

For example, finger shapes include long fingers, medium-long fingers, short fingers, fat fingers, thin fingers, and the like.

For example, a hand photograph of the target user may be acquired, and at least one item of nail reference index information of the target user may be determined from the hand photograph. The hand photograph is a photograph of the back side of the hand.

Specifically, the hand photo of the target user is obtained, and the hand photo of the target user uploaded by the mobile terminal through a cloud can be obtained. The mobile terminal can shoot the hand picture of the target user through the camera of the mobile terminal, also can be the hand picture of the target user stored in the mobile terminal, and also can be the hand picture of the target user shared to the mobile terminal from other devices.

In step S120, a plurality of nail art charts meeting the nail art reference index information are screened from the nail art chart library, so as to obtain a nail art chart set satisfied by the target user.

The step is to select a nail art that meets the target user from a nail art library, generally select all nail art reference index information that meets the user, that is, a plurality of nail art drawings that meet the at least one item of nail art reference index information, and use the plurality of nail art drawings as a nail art drawing set.

The specific screening method is determined according to the data organization form of the nail art gallery, for example, if the information of the nail art gallery is stored through an SQL database, the information can be queried through the SQL.

In another example, the nail art gallery stores a correlation matrix between a plurality of nail applicable labels and a plurality of nail art drawings contained in the nail art gallery, before a plurality of nail art images meeting the nail art reference index information are screened out from the nail art library in step S120, obtaining the incidence matrix between the nail suitable label and the nail set drawing in the nail set drawing library, if the nail set drawing accords with the nail suitable label, the corresponding matrix element is set to the first flag (for example, to 1), if the nail art does not conform to the nail reference index information, setting the corresponding matrix element as a second identifier (for example, 0), wherein the nail application label is a parameter feature in at least one piece of nail reference index information of the nail length, the nail shape, the finger shape and the hand back skin color, that is, the parameter feature of the nail length includes a long nail, a medium-long nail and a short nail; the parameter characteristics of the nail shape comprise a square nail, a square-round nail, a round nail, an oval nail, an almond-shaped nail, a square-tip nail and a dagger-shaped nail; the parameter characteristics of the finger shape comprise a long finger, a medium-long finger, a short finger, a fat finger and a thin finger; the parameter characteristics of the skin color of the back of the hand comprise red skin, yellow skin, brown skin, blue skin, black skin and white skin; the plurality of nail art applicable labels comprise at least more than two of square nails, square and round nails, oval nails, almond-shaped nails, square-tip nails, dagger-shaped nails, red skins, yellow skins, brown skins, blue skins, black skins, white skins, long nails, medium and long nails, short nails, long fingers, medium and long fingers, short fingers, fat fingers and thin fingers.

In this embodiment, the association matrix is an association matrix between a plurality of nail art labels and a plurality of nail art drawings included in the nail art gallery. In other embodiments, the incidence matrix may also be an incidence matrix between the user and the nail art, the corresponding user is determined according to the nail use label, and then the nail art set matched with the user is determined according to the incidence matrix. The specific implementation manner of the correlation matrix is various, and here is only a specific example, and is not limited to the technical solution.

Screening a plurality of nail art images which accord with the nail art reference index information from a nail art database in the step comprises the following steps:

(1) determining a corresponding nail art label according to the nail art reference index information;

for example, the nail art reference index information adopts the shape of the skin and the nails of the back of the hand, and the nail art labels are yellow skin, black skin, white skin, long nails, medium and long nails and short nails. This is merely an example and is not intended to limit the present disclosure.

(2) And acquiring a plurality of nail art drawings which accord with the nail art suitable label from the nail art gallery according to the incidence matrix to obtain a satisfactory nail art drawing set of the target user.

When the nail suitable labels are yellow skin, black skin, white skin, long nails, medium and long nails and short nails, the nail suitable labels corresponding to the target user are yellow skin and long nails, then all nail set drawings matched with the yellow skin and the long nails are screened out from the nail set drawing library according to the incidence matrix, and the screened nail set drawings form a satisfactory nail set drawing set of the target user.

It should be noted that the correlation matrix reflects the matching correlation problem between various nail reference index information and each nail art, but whether one nail reference index information is matched with one nail art is not only related to the aesthetic sense, but also related to the current popular elements, and is also related to the aesthetic tendency of a user group with a specific characteristic, and the factors are not invariable, so the matching degree between the nail reference index information and the nail art is not invariable, the correlation matrix also needs to be updated in time, the initial correlation matrix is set by a designer to be the matching relation between the nail reference index information and the nail art, and then is updated regularly according to the big data actually selected by the user.

For example, the correlation matrix may be updated according to the print information of each nail art printed by the user in the set time interval, for example, the correlation matrix may be periodically updated according to the print information of each nail art printed by the user in the set time interval.

In step S130, the nail art in the nail art set is ranked according to the popularity of the nail art in the nail art set and/or the satisfaction of at least one similar user of the target user on the nail art in the nail art set, and a preset number of nail art is determined according to the ranking result and recommended to the target user.

For example, sorting the nail art sets in the nail art set according to the popularity of the nail art sets in the nail art set may be performed as follows:

(1) counting a user set applicable to each nail art in the nail art set to obtain the number of users applicable to each nail art in the nail art set;

each nail art may be applicable to a plurality of users, that is, each nail art is applicable to a plurality of nail applicable labels, and the number of users applicable to each nail art in the nail art set is counted.

In other embodiments, the nail suitable label for each nail art in the nail art set may be counted according to the incidence matrix, and the number of users suitable for each nail art in the nail art set may be determined according to the nail suitable label matched with each nail art, so as to obtain the popularity of each nail art in the nail art set.

(2) Determining the popularity of each nail art in the nail art set according to the number of users applicable to each nail art set;

if the number of users to which the nail art chart is applied is larger, the nail art chart is more popular, and the nail art chart is more easily accepted by more users.

Or determining popularity of the plurality of nail art charts according to behavior information of a user on each nail art chart in the nail art chart set within a set time interval, wherein the behavior information comprises at least one of printing amount, praise amount, collection amount and forwarding amount.

(3) Sorting the nail art in the nail art set according to the popularity.

In this embodiment, the preset number may be five, or may be other numbers, which are only for illustration and are not limited to the technical solution, and the number may be set according to an actual display effect. For example, sorting the nail art maps in the nail art map set according to the satisfaction degree of at least one similar user of the target user on the nail art maps in the nail art map set may be performed by:

(1) acquiring at least one similar user of the target user;

(2) and acquiring the behavior information of each nail art in the nail art set of the at least one similar user, and sequencing all the nail art sets in the nail art set according to the acquired behavior information. The behavior information may include one or more of printing amount, praise amount, collection amount, forwarding amount, and the like.

The similar users of the target user can be obtained through various modes, for example, multiple users satisfying at least one nail art in a nail art set satisfying the target user can be screened out to be used as candidate users, similarity scoring is respectively carried out on the multiple candidate users and the target user, ranking is carried out according to scoring results, and at least one candidate user is determined to be used as the similar user of the target user according to the ranking results.

The similarity scoring of the candidate users and the target user respectively comprises a plurality of scoring modes, for example, at least one nail art which is effectively associated with the current candidate user and the target user can be screened out according to the nail art set to be an associated nail art; and according to the behavior information of the candidate user and the target user on the associated nail art chart, scoring the similarity between the current candidate user and the target user.

Or, according to the satisfied effective behavior time generated by the candidate user and the target user on the associated nail art, the similarity between the current candidate user and the target user is scored. Wherein the effective action time for producing satisfaction includes a holding time after printing of the nail art, such as a time from a last printing to a next printing.

Determining at least one nail art which is effectively associated with each of the current candidate user and the target user, determining at least one nail art which is associated with the behavior information of the current candidate user, and/or determining at least one nail art which is printed by the current candidate user as the nail art which is effectively associated with the candidate user; determining at least one of the plurality of nail art maps belonging to the at least one item of nail art reference index information in the nail art maps effectively associated with the candidate user.

Further, after the step, namely after determining that at least one nail art is recommended to the target user according to the sorting result, the recommended at least one nail art can be automatically fused to nail parts of the hand photos respectively to generate preview photos, so that the target user can select the nail art according to the preview photos.

In the embodiment, a plurality of nail art charts which accord with the nail art reference index information are screened out from a nail art chart library to obtain a nail art chart set satisfied by a target user, the nail art charts in the nail art chart set are sorted according to the popularity of the nail art charts and/or the satisfaction of at least one similar user of the target user, and a preset number of nail art charts are determined and recommended to the target user according to a sorting result, so that the recommendation is more scientific and objective, the matching degree of the recommended nail art charts can be improved, the user satisfaction can be improved, and the nail art efficiency can be improved.

Fig. 2 is a schematic flow chart of another nail art recommendation method provided in the embodiment of the present disclosure, and the embodiment is based on the foregoing embodiment and is optimized. As shown in fig. 2, the nail art recommendation method according to the embodiment includes:

in step S210, nail art reference index information of the target user is acquired.

Wherein the manicure reference index includes at least one of a nail length, a nail shape, a finger shape, a hand skin color, and a hand texture.

For example, a hand photograph of the target user may be acquired, and at least one item of nail reference index information of the target user may be determined from the hand photograph.

Specifically, the hand photo of the target user is obtained, the hand photo of the target user uploaded by the mobile terminal through a cloud can be obtained, and the hand photo of the target user shot by the mobile terminal in real time can also be obtained.

In step S220, an association matrix between a nail art label and a nail art drawing in a nail art drawing library is obtained, where the nail art label is a parameter feature in at least one nail art reference index information of the nail length, the nail shape, the finger shape, and the hand back skin color.

For example, if the nail art is matched with the nail art label, the corresponding matrix element is set to 1, if the nail art does not match the nail art reference index information, the corresponding matrix element is set to 0, N nail art labels are provided, the applicable labels include a square nail, a square-round nail, a round nail, an oval nail, an almond-shaped nail, a square-tip-shaped nail, a dagger-shaped nail, a red skin, a yellow skin, a brown skin, a blue skin, a black skin, a white skin, a long nail, a medium-long nail, a short nail, a long finger, a medium-long finger, a short finger, a fat finger, a thin finger, and the like, and the correlation matrix may be in a form as shown in table one below.

	Square nail	Square and round nail	…	Thin finger
					First manicure set	1	1	…	1
Fig. 2 of nail art	0	1	…	0
					Fig. 3 of nail art	1	1	…	1
…	…	…	…	…
					N nail art	0	1	…	1

(watch one)

In step S230, a corresponding nail art label is determined according to the nail art reference index information.

The nail art reference index information may be one or more than one of the tags, or may be a value of the nail art reference index, and an appropriate tag needs to be adapted according to the value.

For example, the hand skin color information may be a label of red skin, yellow skin, brown skin, blue skin, black skin, white skin, etc., or may be an RGB value of skin color, and if the latter is the latter, it is necessary to determine the label related to the skin color according to the RGB value of the skin color.

For example, the information about the length of the nail may be a long nail, a medium nail, a short nail, or the like, or may be a length or a length range of the nail, and in the latter case, the corresponding nail length related label needs to be determined according to the length or the length range of the nail.

For example, the information about the shape of the finger may be a long finger, a medium finger, a short finger, a fat finger, a thin finger, etc., or may be a length or a length range and a width or a width range of the finger, and if the latter is the case, the finger shape related label needs to be determined according to the length or the length range and the width or the width range of the finger.

In step S240, a plurality of nail art drawings conforming to the nail art applicable labels are obtained from the nail art drawing library according to the incidence matrix, so as to obtain a nail art drawing set satisfied by the target user.

For example, if the nail reference index information of the target user is a square nail and a thin finger, in this step, a nail art set of "1" in a column corresponding to the "square nail" in the first table is obtained, a nail art set of "1" in a column corresponding to the "thin finger" in the first table is obtained, and an intersection between the two sets is obtained, so that a plurality of nail art sets conforming to the nail applicable label can be obtained. For example if the contents of the ellipses in table one are omitted,

the nail art set with 1 in the corresponding column of the square nail is { the 1 st nail art set, the 3 rd nail art set }.

The nail art set with the corresponding column of the thin finger being 1 is { the 1 st nail art set, the 3 rd nail art set and the N th nail art set }.

The intersection of the two is { the 1 st nail set drawing, the 3 rd nail set drawing }.

Namely, the plurality of nail art chart according with the nail art label is the 1 st nail art chart and the 3 rd nail art chart.

In step S250, the nail art in the nail art set is sorted according to the popularity of the nail art in the nail art set.

For example, the popularity of the nail art charts can be determined by counting the number of nail art labels applicable to each nail art chart according to the incidence matrix, and taking table one as an example, the number of "1" included in each row can be counted as the popularity of the nail art chart corresponding to each row.

Wherein the behavior information comprises one or more combinations of printing amount, praise amount, collection amount and forwarding amount.

Determining popularity of the plurality of nail art charts according to behavior information of the user on each nail art chart in a set time interval, for example, setting weight for various types of information, for example, setting print weight to 0.5, setting collection weight to 0.3, setting praise weight to 0.2, counting all print information, praise information and collection information within one month, and counting scoring value of each nail art chart according to the statistical information and corresponding weight to serve as popularity of each nail art chart.

In step S260, a preset number of nail art kits are determined and recommended to the target user according to the sorting result.

On the basis of the above embodiment, the embodiment specifically discloses that the popularity of the nail art is determined according to the incidence matrix between the nail art suitable labels and the nail art contained in the nail art gallery, the preliminarily screened nail art is ranked according to the popularity, and at least one nail art is determined according to the ranking result and recommended to the target user, so that the recommendation is more scientific and objective, the matching degree of the recommended nail art can be improved, and the user satisfaction can be improved.

Fig. 3 is a schematic flow chart of another nail art recommendation method provided in the embodiment of the present disclosure, and the embodiment is based on the foregoing embodiment and is optimized. As shown in fig. 3, the nail art recommendation method according to this embodiment includes:

in step S310, nail art reference index information of the target user is acquired.

In step S320, a plurality of nail art charts meeting the nail art reference index information are screened from the nail art chart library, so as to obtain a nail art chart set satisfied by the target user.

Steps S310 and S320 are the same as steps S110 and S120, respectively, in the embodiment described in fig. 1, and this embodiment will not be described again.

In step S330, at least one similar user of the target user is obtained.

For example, a plurality of users who are satisfied with at least one nail art in the nail art set that is satisfied with the target user may be screened out as candidate users, the similarity between the candidate users and the target user is scored, ranking is performed according to the scoring result, and at least one candidate user is determined as a similar user of the target user according to the ranking result.

The candidate users may be selected from users having intersection with the nail art satisfactory to the target user.

A plurality of methods may be adopted to score the similarity between the candidate users and the target user, which is not limited in this embodiment, for example, at least one nail art that the current candidate user and the target user both generate effective associations may be screened out as an associated nail art according to the nail art set; and according to the behavior information of the candidate user and the target user on the associated nail art chart, scoring the similarity between the current candidate user and the target user.

For another example, similarity scoring may be performed on the current candidate user and the target user according to a satisfactory effective behavior time generated by the candidate user and the target user for the associated nail art, where the satisfactory effective behavior time generated includes a retention time after printing the nail art.

Wherein, the effective action time for generating satisfaction can be information such as the holding time after the nail art is printed. The time for holding the nail art by the user may be the time length from the time when the user prints the nail art to the time when the user changes the nail art to another nail art, and if the user prints the nail art again later, the time when the nail art is changed last may be used as the time when the nail art is changed.

For example, the current candidate user may use or use more nail art, or give a favorable, or like associated nail art, or the set of nail art may be used as the candidate user to generate a valid associated nail art.

In step S320, a plurality of nail art charts meeting the nail art reference index information, or nail art charts related to the target user who used or used more nail art charts, or was rated or favored, or a set of nail art charts related to the target user may be selected from the nail art chart library as the nail art chart that is effectively related to the target user.

The step of determining at least one nail set map which is effectively associated with each of the current candidate user and the target user is used for solving the intersection of the two nail set map sets. For example, the following manner may be employed for acquisition.

Determining at least one nail art associated with the behavior information of the current candidate user, and/or determining at least one nail art printed by the current candidate user as a nail art effectively associated with the candidate user; determining at least one of the plurality of nail art maps belonging to the at least one item of nail art reference index information in the nail art maps effectively associated with the candidate user.

In step S340, behavior information of each nail art in the nail art set of the at least one similar user is obtained, and all nail arts in the nail art set are sorted according to the obtained behavior information.

The behavior information comprises one or more information combinations of printing amount, praise amount, collection amount and forwarding amount. If the information is a combination of more than one kind of information, each information can be weighted according to importance, each behavior information is weighted and added as a scoring result, and the ranking is performed according to the scoring result from high to low.

For example, the behavior information includes a printing amount, a praise amount, and a collection amount, a weight of the printing amount is set to 0.5, a weight of the praise amount is set to 0.2, and a weight of the collection amount is set to 0.3, the three kinds of behavior information of each determined similar user on each nail art are obtained, statistics and weighted addition are performed according to the nail art to obtain a scoring result, ranking is performed according to the scoring result from high to low, and step S350 is performed according to the ranking result to determine the nail art to be recommended.

In step S350, a preset number of nail art charts are determined according to the sorting result and recommended to the target user.

The preset number may be five, which is only illustrated as a distance, and the specific number may be set for the preset number according to display needs.

On the basis of the above embodiment, the embodiment specifically discloses that the primarily screened nail art is sorted according to the satisfaction of similar users of the target user, and at least one nail art is determined to be recommended to the target user according to the sorting result, so that the recommendation is more scientific and objective, the matching degree of the recommended nail art can be improved, and the user satisfaction can be improved.

It should be noted that the method for sorting the primarily screened nail art according to the embodiment shown in fig. 2 and the method for sorting the primarily screened nail art according to the embodiment shown in fig. 3 may be used alone or in combination, for example, after scoring the nail art in the primarily screened nail art set according to two schemes, the two scores are weighted and added to obtain a final score, and then the nail art sets are sorted from high to low according to the final score, and the embodiments shown in fig. 2 and fig. 3 are only used for illustrating different schemes, and cannot split the two schemes to limit the protection scope of the present invention.

As an implementation of the methods shown in the above drawings, the present application provides an embodiment of a nail art recommendation device, and fig. 4 shows a schematic structural diagram of a nail art recommendation device provided in this embodiment, where the embodiment of the device corresponds to the method embodiments shown in fig. 1 to fig. 3, and the device may be applied to various electronic devices. As shown in fig. 4, the nail art recommendation apparatus according to the present embodiment includes a user information obtaining unit 410, a nail art filtering unit 420, and a sorting recommendation unit 430.

The user information obtaining unit 410 is configured to obtain nail art reference index information of a target user.

The nail art screening unit 420 is configured to screen out a plurality of nail art charts meeting the nail art reference index information from a nail art chart library, so as to obtain a nail art chart set satisfied by the target user.

The ranking recommending unit 430 is configured to rank the nail art in the nail art set according to the popularity of the nail art in the nail art set and/or the satisfaction of at least one similar user of the target user on the nail art in the nail art set, and determine a preset number of nail art to recommend to the target user according to the ranking result.

Further, the ranking recommendation unit 430 is configured to:

sorting the nail art in the nail art set according to the popularity.

Alternatively, the ranking recommendation unit 430 is configured to:

sorting all the nail art in the nail art set according to the popularity.

In an embodiment, the user information obtaining unit 410 is configured to obtain a hand photo of the target user, and determine at least one item of nail art reference index information of the target user according to the hand photo.

Further, the device further comprises a photo preview unit (not shown in fig. 4), and the photo preview unit is configured to, after determining that a preset number of nail art kits are recommended to the target user according to the sorting result, automatically fuse the nail art kit with the greatest satisfaction in the sorting result to the nail part of the hand photo to generate a preview photo, so that the target user selects the nail art kit according to the preview photo.

Further, the apparatus further includes an association matrix updating unit (not shown in fig. 4) configured to update the association matrix according to the print information of each nail art by the user.

The manicure set chart recommendation device provided by the embodiment can execute the manicure set chart recommendation method provided by the method embodiment of the disclosure, and has the corresponding functional modules and beneficial effects of the execution method.

Fig. 5 is a schematic structural diagram of another nail chart recommendation device provided in the embodiment of the present disclosure, and as shown in fig. 5, the nail chart recommendation device in the embodiment includes: a user information obtaining unit 510, an incidence matrix obtaining unit 520, a manicure set screening unit 530 and a ranking recommending unit 540.

The user information obtaining unit 510 is configured to obtain nail art reference index information of a target user.

The incidence matrix obtaining unit 520 is configured to obtain an incidence matrix between a nail art label and a nail art drawing in a nail art drawing library, where the nail art label is a parameter feature in at least one piece of nail art reference index information of the nail length, the nail shape, the finger shape, and the hand back skin color.

The manicure overlay screening unit 530 is configured to:

The ranking recommending unit 540 is configured to rank the nail art in the nail art set according to the popularity of the nail art in the nail art set and/or the satisfaction of at least one similar user of the target user on the nail art in the nail art set, and determine a preset number of nail art to recommend to the target user according to the ranking result.

Further, the ranking recommendation unit 540 is configured to:

sorting the nail art in the nail art set according to the popularity.

Alternatively, the ranking recommendation unit 540 is configured to:

sorting all the nail art in the nail art set according to the popularity.

Further, the user information obtaining unit 510 is configured to obtain a hand photo of the target user, and determine at least one item of nail art reference index information of the target user according to the hand photo.

Further, the apparatus further includes an association matrix updating unit (not shown in fig. 5) configured to update the association matrix according to the print information of each nail art by the user.

Fig. 6 is a schematic structural diagram of another nail chart recommendation device provided in the embodiment of the present disclosure, and as shown in fig. 6, the nail chart recommendation device in the embodiment includes: a user information acquisition unit 610, a nail art screening unit 620 and a ranking recommendation unit 630.

The ranking recommendation unit 630 further includes a similar user obtaining sub-unit 631 and a similar behavior ranking sub-unit 632.

The user information obtaining unit 610 is configured to obtain nail art reference index information of a target user.

The nail art screening unit 620 is configured to screen out a plurality of nail art charts meeting the nail art reference index information from a nail art chart library, so as to obtain a nail art chart set satisfied by the target user.

The similar user acquiring sub-unit 631 is configured to acquire at least one similar user of the target user.

The similar behavior sorting subunit 632 is configured to acquire behavior information of each nail art in the nail art set by the at least one similar user, and sort all nail art sets in the nail art set according to the acquired behavior information, where the behavior information includes at least one of a print amount, a praise amount, a collection amount, and a forwarding amount.

Further, the similar user acquiring subunit 631 is configured to:

Further, the similar behavior ranking subunit 632 is configured to score similarities between the candidate users and the target user, specifically:

Further, the user information obtaining unit 610 is configured to obtain a hand photo of the target user, and determine at least one item of nail art reference index information of the target user according to the hand photo.

Referring now to FIG. 7, shown is a schematic diagram of an electronic device 700 suitable for use in implementing embodiments of the present disclosure. The terminal device in the embodiments of the present disclosure may include, but is not limited to, a mobile terminal such as a mobile phone, a notebook computer, a digital broadcast receiver, a PDA (personal digital assistant), a PAD (tablet computer), a PMP (portable multimedia player), a vehicle terminal (e.g., a car navigation terminal), and the like, and a stationary terminal such as a digital TV, a desktop computer, and the like. The electronic device shown in fig. 7 is only an example, and should not bring any limitation to the functions and the scope of use of the embodiments of the present disclosure.

As shown in fig. 7, electronic device 700 may include a processing means (e.g., central processing unit, graphics processor, etc.) 701 that may perform various appropriate actions and processes in accordance with a program stored in a Read Only Memory (ROM)702 or a program loaded from storage 708 into a Random Access Memory (RAM) 703. In the RAM 703, various programs and data necessary for the operation of the electronic apparatus 700 are also stored. The processing device 701, the ROM 702, and the RAM 703 are connected to each other by a bus 704. An input/output (I/O) interface 705 is also connected to bus 704.

Generally, the following devices may be connected to the I/O interface 705: input devices 706 including, for example, a touch screen, touch pad, keyboard, mouse, camera, microphone, accelerometer, gyroscope, etc.; an output device 707 including, for example, a Liquid Crystal Display (LCD), a speaker, a vibrator, and the like; storage 708 including, for example, magnetic tape, hard disk, etc.; and a communication device 709. The communication means 709 may allow the electronic device 700 to communicate wirelessly or by wire with other devices to exchange data. While fig. 7 illustrates an electronic device 700 having various means, it is to be understood that not all illustrated means are required to be implemented or provided. More or fewer devices may alternatively be implemented or provided.

In particular, according to an embodiment of the present disclosure, the processes described above with reference to the flowcharts may be implemented as computer software programs. For example, embodiments of the present disclosure include a computer program product comprising a computer program embodied on a computer readable medium, the computer program comprising program code for performing the method illustrated by the flow chart. In such embodiments, the computer program may be downloaded and installed from a network via the communication means 709, or may be installed from the storage means 708, or may be installed from the ROM 702. The computer program, when executed by the processing device 701, performs the above-described functions defined in the methods of the embodiments of the present disclosure.

It should be noted that the computer readable medium described above in the embodiments of the present disclosure may be a computer readable signal medium or a computer readable storage medium or any combination of the two. A computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples of the computer readable storage medium may include, but are not limited to: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the disclosed embodiments, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. In contrast, in the disclosed embodiments, a computer readable signal medium may comprise a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take many forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may also be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device. Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including but not limited to: electrical wires, optical cables, RF (radio frequency), etc., or any suitable combination of the foregoing.

The computer readable medium may be embodied in the electronic device; or may exist separately without being assembled into the electronic device.

The computer readable medium carries one or more programs which, when executed by the electronic device, cause the electronic device to:

acquiring nail art reference index information of a target user;

Computer program code for carrying out operations for embodiments of the present disclosure may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C + +, and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet service provider).

The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.

The units described in the embodiments of the present disclosure may be implemented by software or hardware. Where the name of a unit does not in some cases constitute a limitation of the unit itself, for example, the first retrieving unit may also be described as a "unit for retrieving at least two internet protocol addresses".

The foregoing description is only a preferred embodiment of the disclosed embodiments and is illustrative of the principles of the technology employed. It will be appreciated by those skilled in the art that the scope of the disclosure in the embodiments of the present disclosure is not limited to the particular combination of the above-described features, but also encompasses other embodiments in which any combination of the above-described features or their equivalents is possible without departing from the scope of the present disclosure. For example, the above features and (but not limited to) the features with similar functions disclosed in the embodiments of the present disclosure are mutually replaced to form the technical solution.

Claims

1. A nail art recommendation method is characterized by comprising the following steps:

acquiring nail art reference index information of a target user;

2. The method of claim 1, wherein the manicure reference index information comprises at least one of nail length, nail shape, finger shape, hand back skin color.

3. The method according to claim 2, wherein before the step of screening out a plurality of nail art charts from the nail art chart library, which meet the nail art reference index information, and obtaining the nail art chart set satisfied by the target user, the method further comprises:

4. The method of claim 1, wherein the sorting of the set of nail art maps in the set of nail art maps according to their popularity comprises:

sorting the nail art in the nail art set according to the popularity.

5. The method of claim 3, wherein the sorting of the set of nail art maps in the set of nail art maps according to their popularity comprises:

sorting all the nail art in the nail art set according to the popularity.

6. The method of claim 1, wherein ranking the nail art sets in the nail art set according to satisfaction of at least one similar user of the target user with the nail art sets in the nail art set comprises:

acquiring at least one similar user of the target user;

7. The method of claim 6, wherein obtaining at least one similar user to the target user comprises:

8. The method of claim 7, wherein the scoring the similarity between the candidate users and the target user comprises:

9. The method according to claim 1, wherein the obtaining of the nail art reference index information of the target user specifically includes:

10. The method of claim 9, further comprising, after determining a preset number of nail art plans to recommend to the target user according to the ranking result:

11. The method of claim 3, further comprising updating the correlation matrix based on user printed information for each of the nail art sets.

12. A manicure set of drawings recommendation device, characterized by comprising:

13. An electronic device, comprising:

one or more processors;

a memory for storing one or more programs;

instructions which, when executed by the one or more processors, cause the one or more processors to carry out the method of any one of claims 1-11.

14. A computer-readable storage medium, on which a computer program is stored which, when being executed by a processor, carries out the steps of the method according to any one of claims 1 to 11.