CN109190048B - Wearing object recommendation method and device, electronic equipment and storage medium - Google Patents
Wearing object recommendation method and device, electronic equipment and storage medium Download PDFInfo
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Abstract
The embodiment of the invention discloses a wearing article recommendation method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring at least one head portrait feature information of a current user at a current angle; performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and obtaining a head portrait evaluation score prediction result of the current user at the current angle; determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle; and recommending at least one target head portrait wearing article corresponding to the current user. Can recommend more suitable wearing thing for the user under the angle of difference, not only can improve the convenience that the user selected wearing thing, can also improve the efficiency that the user selected wearing thing.
Description
Technical Field
The embodiment of the invention relates to the technical field of internet, in particular to a wearing article recommendation method and device, electronic equipment and a storage medium.
Background
In social activities, the wearing object is a silent language, and the wearing of the proper jewelry can not only increase charm, but also show knowledge, reading and aesthetic taste of the wearer. In the existing wearing article recommendation method, the head portrait characteristic information of the current user is obtained firstly; then determining a target head portrait wearing object of the current user according to the head portrait characteristic information of the current user; and recommending the target head portrait wearing object of the current user to the current user. By adopting the existing wearing article recommendation method, the wearing article can be recommended to the user only at one predetermined angle, and the wearing article cannot be recommended to the user at different angles.
Disclosure of Invention
In view of this, embodiments of the present invention provide a wearing object recommendation method and apparatus, an electronic device, and a storage medium, which can recommend a more suitable wearing object for a user at different angles, so that not only the convenience of selecting the wearing object by the user can be improved, but also the efficiency of selecting the wearing object by the user can be improved.
In a first aspect, an embodiment of the present invention provides a clothing recommendation method, where the method includes:
acquiring at least one head portrait feature information of a current user at a current angle;
performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and obtaining a head portrait evaluation score prediction result of the current user at the current angle;
determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle;
and recommending at least one target head portrait wearing article corresponding to the current user.
In the above embodiment, the performing avatar evaluation score prediction on the current user according to at least one avatar feature information of the current user to obtain an avatar evaluation score prediction result of the current user at the current angle includes:
calculating head portrait characteristic values corresponding to all head portrait characteristic information of the current user;
performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information;
and performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
In the above embodiment, the performing element prediction on each avatar characteristic information of the current user according to the avatar characteristic value corresponding to each avatar characteristic information includes:
if the head portrait characteristic value corresponding to each head portrait characteristic information is in any one target characteristic value interval, determining the element reference result corresponding to any one target characteristic value interval as the element prediction result of each head portrait characteristic information;
and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
In the foregoing embodiment, the performing, according to the element prediction result of each avatar characteristic information, avatar evaluation score prediction on the current user to obtain an avatar evaluation score prediction result of the current user at the current angle includes:
acquiring at least one element prediction result from the element prediction results of all the avatar characteristic information;
sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results;
and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
In the above embodiment, the recommending at least one target avatar wearing article corresponding to the current user includes:
calculating the current correlation degree of each target head portrait wearing object and the current hot spot wearing object corresponding to the target head portrait wearing object;
and if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing article corresponding to the current user. .
In a second aspect, an embodiment of the present invention provides a wearing article recommendation device, where the device includes: the device comprises an acquisition module, a prediction module, a determination module and a recommendation module; wherein,
the acquisition module is used for acquiring at least one head portrait feature information of a current user at a current angle;
the prediction module is used for predicting the head portrait evaluation score of the current user according to at least one head portrait feature information of the current user and acquiring a head portrait evaluation score prediction result of the current user at the current angle;
the determining module is used for determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle;
the recommending module is used for recommending at least one target avatar wearing article corresponding to the current user.
In the above embodiment, the prediction module comprises: a calculation submodule and a prediction submodule; wherein,
the calculation submodule is used for calculating the head portrait characteristic value corresponding to each head portrait characteristic information of the current user;
the prediction submodule is used for performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information; and performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
In the foregoing embodiment, the prediction sub-module is specifically configured to determine, if the avatar feature value corresponding to each avatar feature information is within any one target feature value interval, an element reference result corresponding to the any one target feature value interval as an element prediction result of each avatar feature information; and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
In the above embodiment, the prediction sub-module is specifically configured to obtain at least one element prediction result from the element prediction results of all avatar feature information; sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
In the above embodiment, the recommendation module is specifically configured to calculate a current correlation between each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object; and if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing article corresponding to the current user.
In a third aspect, an embodiment of the present invention 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 clothing recommendation method of any embodiment of the invention.
In a fourth aspect, an embodiment of the present invention provides a storage medium on which a computer program is stored, the program, when executed by a processor, implementing the clothing recommendation method according to any embodiment of the present invention.
The embodiment of the invention provides a wearing article recommendation method, a wearing article recommendation device, electronic equipment and a storage medium, wherein at least one piece of head portrait feature information of a current user is obtained at a current angle; performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and acquiring a head portrait evaluation score prediction result of the current user at the current angle; determining at least one target head portrait wearing object corresponding to the current user according to the head portrait evaluation score prediction result of the current user at the current angle; and finally recommending at least one target head portrait wearing article corresponding to the current user. That is to say, in the technical scheme of the present invention, the head portrait evaluation score prediction may be performed on the current user according to at least one head portrait feature information of the current user, and a head portrait evaluation score prediction result of the current user at the current angle is obtained; and then determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle. However, in the conventional wearing article recommendation method, the wearing article can be recommended to the user only at one predetermined angle, and the wearing article cannot be recommended to the user at different angles. Therefore, compared with the prior art, the wearing article recommendation method, the wearing article recommendation device, the electronic equipment and the storage medium provided by the embodiment of the invention can recommend more suitable wearing articles for the user at different angles, so that the convenience of selecting wearing articles by the user can be improved, and the efficiency of selecting wearing articles by the user can be improved; moreover, the technical scheme of the embodiment of the invention is simple and convenient to realize, convenient to popularize and wider in application range.
Drawings
Fig. 1 is a schematic flow chart of a clothing recommendation method according to an embodiment of the present invention;
fig. 2 is a schematic flow chart of a clothing recommendation method according to a second embodiment of the present invention;
fig. 3 is a schematic flow chart of a clothing recommendation method according to a third embodiment of the present invention;
fig. 4 is a first structural schematic diagram of a clothing recommendation device according to a fourth embodiment of the invention;
fig. 5 is a second structural schematic diagram of a clothing recommendation device according to a fourth embodiment of the present invention;
fig. 6 is a schematic structural diagram of an electronic device according to a fifth embodiment of the present invention.
Detailed Description
The present invention will be described in further detail with reference to the accompanying drawings and examples. It is to be understood that the specific embodiments described herein are merely illustrative of the invention and are not limiting of the invention. It should be further noted that, for the convenience of description, only some but not all of the relevant aspects of the present invention are shown in the drawings.
Example one
Fig. 1 is a flowchart of a clothing recommendation method according to an embodiment of the present invention, where the method may be executed by a clothing recommendation apparatus or an electronic device, where the apparatus or the electronic device may be implemented by software and/or hardware, and the apparatus or the electronic device may be integrated in any intelligent device with a network communication function. As shown in fig. 1, the clothing recommendation method may include the steps of:
s101, acquiring at least one head portrait feature information of a current user at a current angle.
In a specific embodiment of the present invention, the electronic device may acquire at least one avatar characteristic information of the current user at the current angle. Specifically, the electronic device may obtain at least one face image corresponding to a current user at a current angle; and then determining the face feature information of the current user in at least one face image corresponding to the current user. For example, the electronic device may take a picture of the current user at the current angle, and obtain at least one face picture corresponding to the current user at the current angle; and then determining the face feature information of the current user in at least one face photo corresponding to the current user.
S102, head portrait evaluation score prediction is carried out on the current user according to at least one head portrait feature information of the current user, and a head portrait evaluation score prediction result of the current user at the current angle is obtained.
In a specific embodiment of the present invention, the electronic device may perform avatar evaluation score prediction on the current user according to at least one avatar feature information of the current user, and obtain an avatar evaluation score prediction result of the current user at the current angle. In the embodiment of the invention, the evaluation score of the head portrait indicates the degree of beauty of a person, so the appearance of the person can be evaluated by the evaluation score of the head portrait, and the higher the evaluation score of the head portrait, the more beautiful the person is. Specifically, the electronic device may first calculate an avatar characteristic value corresponding to each avatar characteristic information of the current user; then, performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information; and then performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
S103, determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle.
In a specific embodiment of the present invention, the electronic device may determine, according to the result of predicting the avatar evaluation score of the current user at the current angle, at least one target avatar wearing object corresponding to the current user. Specifically, the electronic device may calculate a matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object, and if the matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object is greater than a threshold value of the matching degree, determine each target head portrait wearing object greater than the threshold value of the matching degree as the target head portrait wearing object corresponding to the current user.
And S104, recommending at least one target head portrait wearing object corresponding to the current user.
In a specific embodiment of the present invention, the electronic device may recommend at least one target avatar wearing article corresponding to the current user. Specifically, the electronic device may calculate a current degree of correlation between each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object; if the current correlation degree is larger than the preset correlation degree threshold value, the electronic equipment can recommend at least one target avatar wearing object corresponding to the current user.
According to the wearing article recommendation method provided by the embodiment of the invention, at least one piece of head portrait feature information of a current user is obtained at a current angle; performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and acquiring a head portrait evaluation score prediction result of the current user at the current angle; determining at least one target head portrait wearing object corresponding to the current user according to the head portrait evaluation score prediction result of the current user at the current angle; and finally recommending at least one target head portrait wearing article corresponding to the current user. That is to say, in the technical scheme of the present invention, the head portrait evaluation score prediction may be performed on the current user according to at least one head portrait feature information of the current user, and a head portrait evaluation score prediction result of the current user at the current angle is obtained; and then determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle. However, in the conventional wearing article recommendation method, the wearing article can be recommended to the user only at one predetermined angle, and the wearing article cannot be recommended to the user at different angles. Therefore, compared with the prior art, the wearing article recommendation method provided by the embodiment of the invention can recommend more suitable wearing articles for the user at different angles, so that the convenience of selecting wearing articles by the user can be improved, and the wearing article selection efficiency of the user can be improved; moreover, the technical scheme of the embodiment of the invention is simple and convenient to realize, convenient to popularize and wider in application range.
Example two
Fig. 2 is a schematic flow chart of a clothing recommendation method according to a second embodiment of the present invention. As shown in fig. 2, the clothing recommendation method may include the steps of:
s201, acquiring at least one head portrait feature information of a current user at a current angle.
In a specific embodiment of the present invention, the electronic device may acquire at least one avatar characteristic information of the current user at the current angle. Specifically, the electronic device may obtain at least one face image corresponding to a current user at a current angle; and then determining the face feature information of the current user in at least one face image corresponding to the current user. For example, the electronic device may take a picture of the current user at the current angle, and obtain at least one face picture corresponding to the current user at the current angle; and then determining the face feature information of the current user in at least one face photo corresponding to the current user.
S202, head portrait characteristic values corresponding to all head portrait characteristic information of the current user are calculated.
In an embodiment of the present invention, the electronic device may calculate avatar feature values corresponding to each avatar feature information of the current user. Specifically, the electronic device may input each avatar feature information of the current user into a predetermined calculation model, and the calculation model may calculate an avatar feature value corresponding to each avatar feature information of the current user.
And S203, performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information.
In a specific embodiment of the present invention, the electronic device may perform element prediction on each avatar feature information of the current user according to the avatar feature value corresponding to each avatar feature information. Specifically, if the avatar feature value corresponding to each avatar feature information is within any one target feature value interval, determining the element reference result corresponding to any one target feature value interval as the element prediction result of each avatar feature information; and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
And S204, performing head portrait evaluation score prediction on the current user according to the element prediction results of each head portrait feature information, and obtaining head portrait evaluation score prediction results of the current user at the current angle.
In a specific embodiment of the present invention, the electronic device may perform avatar evaluation score prediction on the current user according to the element prediction result of each avatar characteristic information, and obtain an avatar evaluation score prediction result of the current user at the current angle. In the embodiment of the invention, the evaluation score of the head portrait indicates the degree of beauty of a person, so the appearance of the person can be evaluated by the evaluation score of the head portrait, and the higher the evaluation score of the head portrait, the more beautiful the person is. Specifically, the electronic device may obtain at least one element prediction result from the element prediction results of all avatar feature information; sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user. For example, the electronic device may acquire M element prediction results among the element prediction results of all avatar feature information; respectively as follows: element prediction result 1, element prediction results 2 and …, and element prediction result M; wherein, M is a natural number greater than or equal to 1, and then all the obtained element prediction results are sorted according to a weight value 1 corresponding to the element prediction result 1, weight values 2 and … corresponding to the element prediction result 2 and a weight value M corresponding to the element prediction result M which are determined in advance; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
S205, determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle.
In a specific embodiment of the present invention, the electronic device may determine, according to the result of predicting the avatar evaluation score of the current user at the current angle, at least one target avatar wearing object corresponding to the current user. Specifically, the electronic device may calculate a matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object, and if the matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object is greater than a threshold value of the matching degree, determine each target head portrait wearing object greater than the threshold value of the matching degree as the target head portrait wearing object corresponding to the current user.
And S206, recommending at least one target avatar wearing object corresponding to the current user.
In a specific embodiment of the present invention, the electronic device may recommend at least one target avatar wearing article corresponding to the current user. Specifically, the electronic device may calculate a current degree of correlation between each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object; if the current correlation degree is larger than the preset correlation degree threshold value, the electronic equipment can recommend at least one target avatar wearing object corresponding to the current user.
According to the wearing article recommendation method provided by the embodiment of the invention, at least one piece of head portrait feature information of a current user is obtained at a current angle; performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and acquiring a head portrait evaluation score prediction result of the current user at the current angle; determining at least one target head portrait wearing object corresponding to the current user according to the head portrait evaluation score prediction result of the current user at the current angle; and finally recommending at least one target head portrait wearing article corresponding to the current user. That is to say, in the technical scheme of the present invention, the head portrait evaluation score prediction may be performed on the current user according to at least one head portrait feature information of the current user, and a head portrait evaluation score prediction result of the current user at the current angle is obtained; and then determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle. However, in the conventional wearing article recommendation method, the wearing article can be recommended to the user only at one predetermined angle, and the wearing article cannot be recommended to the user at different angles. Therefore, compared with the prior art, the wearing article recommendation method provided by the embodiment of the invention can recommend more suitable wearing articles for the user at different angles, so that the convenience of selecting wearing articles by the user can be improved, and the wearing article selection efficiency of the user can be improved; moreover, the technical scheme of the embodiment of the invention is simple and convenient to realize, convenient to popularize and wider in application range.
EXAMPLE III
Fig. 3 is a schematic flow chart of a clothing recommendation method according to a third embodiment of the present invention. As shown in fig. 3, the clothing recommendation method may include the steps of:
s301, acquiring at least one head portrait feature information of the current user at the current angle.
In a specific embodiment of the present invention, the electronic device may acquire at least one avatar characteristic information of the current user at the current angle. Specifically, the electronic device may obtain at least one face image corresponding to a current user at a current angle; and then determining the face feature information of the current user in at least one face image corresponding to the current user. For example, the electronic device may take a picture of the current user at the current angle, and obtain at least one face picture corresponding to the current user at the current angle; and then determining the face feature information of the current user in at least one face photo corresponding to the current user.
S302, head portrait characteristic values corresponding to all head portrait characteristic information of the current user are calculated.
In an embodiment of the present invention, the electronic device may calculate avatar feature values corresponding to each avatar feature information of the current user. Specifically, the electronic device may input each avatar feature information of the current user into a predetermined calculation model, and the calculation model may calculate an avatar feature value corresponding to each avatar feature information of the current user.
And S303, performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information.
In a specific embodiment of the present invention, the electronic device may perform element prediction on each avatar feature information of the current user according to the avatar feature value corresponding to each avatar feature information. Specifically, if the avatar feature value corresponding to each avatar feature information is within any one target feature value interval, determining the element reference result corresponding to any one target feature value interval as the element prediction result of each avatar feature information; and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
S304, head portrait evaluation score prediction is carried out on the current user according to the element prediction results of the head portrait feature information, and head portrait evaluation score prediction results of the current user at the current angle are obtained.
In a specific embodiment of the present invention, the electronic device may perform avatar evaluation score prediction on the current user according to the element prediction result of each avatar characteristic information, and obtain an avatar evaluation score prediction result of the current user at the current angle. In the embodiment of the invention, the evaluation score of the head portrait indicates the degree of beauty of a person, so the appearance of the person can be evaluated by the evaluation score of the head portrait, and the higher the evaluation score of the head portrait, the more beautiful the person is. Specifically, the electronic device may obtain at least one element prediction result from the element prediction results of all avatar feature information; sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user. For example, the electronic device may acquire M element prediction results among the element prediction results of all avatar feature information; respectively as follows: element prediction result 1, element prediction results 2 and …, and element prediction result M; wherein, M is a natural number greater than or equal to 1, and then all the obtained element prediction results are sorted according to a weight value 1 corresponding to the element prediction result 1, weight values 2 and … corresponding to the element prediction result 2 and a weight value M corresponding to the element prediction result M which are determined in advance; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
S305, determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle.
In a specific embodiment of the present invention, the electronic device may determine, according to the result of predicting the avatar evaluation score of the current user at the current angle, at least one target avatar wearing object corresponding to the current user. Specifically, the electronic device may calculate a matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object, and if the matching degree between the head portrait evaluation score prediction result of the current user at the current angle and each predetermined target head portrait wearing object is greater than a threshold value of the matching degree, determine each target head portrait wearing object greater than the threshold value of the matching degree as the target head portrait wearing object corresponding to the current user.
S306, calculating the current correlation degree of each target head portrait wearing object and the corresponding current hot spot wearing object.
In a specific embodiment of the present invention, the electronic device may calculate a current correlation between each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object. Specifically, the electronic device may input information of each target avatar wearing object into a predetermined calculation model, and then the calculation model may determine each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object, and then calculate a current correlation between each target avatar wearing object and the current hot spot wearing object corresponding to the target avatar wearing object.
And S307, if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing object corresponding to the current user.
In a specific embodiment of the present invention, if the current correlation degree is greater than a preset correlation degree threshold, the electronic device may recommend at least one target avatar wearing object corresponding to the current user; if the current correlation degree is smaller than or equal to the preset correlation degree threshold value, the electronic equipment does not recommend at least one target avatar wearing object corresponding to the current user.
According to the wearing article recommendation method provided by the embodiment of the invention, at least one piece of head portrait feature information of a current user is obtained at a current angle; performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and acquiring a head portrait evaluation score prediction result of the current user at the current angle; determining at least one target head portrait wearing object corresponding to the current user according to the head portrait evaluation score prediction result of the current user at the current angle; and finally recommending at least one target head portrait wearing article corresponding to the current user. That is to say, in the technical scheme of the present invention, the head portrait evaluation score prediction may be performed on the current user according to at least one head portrait feature information of the current user, and a head portrait evaluation score prediction result of the current user at the current angle is obtained; and then determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle. However, in the conventional wearing article recommendation method, the wearing article can be recommended to the user only at one predetermined angle, and the wearing article cannot be recommended to the user at different angles. Therefore, compared with the prior art, the wearing article recommendation method provided by the embodiment of the invention can recommend more suitable wearing articles for the user at different angles, so that the convenience of selecting wearing articles by the user can be improved, and the wearing article selection efficiency of the user can be improved; moreover, the technical scheme of the embodiment of the invention is simple and convenient to realize, convenient to popularize and wider in application range.
Example four
Fig. 4 is a first structural schematic diagram of a clothing recommendation device according to a fourth embodiment of the present invention. As shown in fig. 4, the clothing recommendation device according to the embodiment of the present invention may include: an acquisition module 401, a prediction module 402, a determination module 403 and a recommendation module 404; wherein,
the obtaining module 401 is configured to obtain at least one avatar feature information of a current user at a current angle;
the predicting module 402 is configured to perform avatar evaluation score prediction on the current user according to at least one avatar feature information of the current user, and obtain an avatar evaluation score prediction result of the current user at the current angle;
the determining module 403 is configured to determine at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle;
the recommending module 404 is configured to recommend at least one target avatar wearing object corresponding to the current user.
Fig. 5 is a second structural schematic diagram of a clothing recommendation device according to a fourth embodiment of the present invention. As shown in fig. 5, the prediction module 402 comprises: a calculation submodule 4021 and a prediction submodule 4022; wherein,
the calculating submodule 4021 is configured to calculate an avatar feature value corresponding to each avatar feature information of the current user;
the prediction sub-module 4022 is configured to perform element prediction on each avatar feature information of the current user according to an avatar feature value corresponding to each avatar feature information; and performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
Further, the prediction sub-module 4022 is specifically configured to determine, if the avatar feature value corresponding to each avatar feature information is within any one target feature value interval, an element reference result corresponding to the any one target feature value interval as an element prediction result of each avatar feature information; and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
Further, the prediction sub-module 4022 is specifically configured to obtain at least one element prediction result from the element prediction results of all avatar feature information; sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
Further, the recommending module 404 is specifically configured to calculate a current correlation between each target avatar wearing object and a current hot spot wearing object corresponding to the target avatar wearing object; and if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing article corresponding to the current user.
The wearing article recommendation device can execute the method provided by any embodiment of the invention, and has corresponding functional modules and beneficial effects of the execution method. Technical details that are not described in detail in this embodiment may be referred to a clothing recommendation method provided in any embodiment of the present invention.
EXAMPLE five
Fig. 6 is a schematic structural diagram of an electronic device according to a fifth embodiment of the present invention. FIG. 6 illustrates a block diagram of an exemplary electronic device suitable for use in implementing embodiments of the present invention. The electronic device 12 shown in fig. 6 is only an example and should not bring any limitation to the function and the scope of use of the embodiment of the present invention.
As shown in FIG. 6, electronic device 12 is embodied in the form of a general purpose computing device. The components of electronic device 12 may include, but are not limited to: one or more processors or processing units 16, a system memory 28, and a bus 18 that couples various system components including the system memory 28 and the processing unit 16.
The system memory 28 may include computer system readable media in the form of volatile memory, such as Random Access Memory (RAM)30 and/or cache memory 32. The electronic device 12 may further include other removable/non-removable, volatile/nonvolatile computer system storage media. By way of example only, storage system 34 may be used to read from and write to non-removable, nonvolatile magnetic media (not shown in FIG. 6, and commonly referred to as a "hard drive"). Although not shown in FIG. 6, a magnetic disk drive for reading from and writing to a removable, nonvolatile magnetic disk (e.g., a "floppy disk") and an optical disk drive for reading from or writing to a removable, nonvolatile optical disk (e.g., a CD-ROM, DVD-ROM, or other optical media) may be provided. In these cases, each drive may be connected to bus 18 by one or more data media interfaces. Memory 28 may include at least one program product having a set (e.g., at least one) of program modules that are configured to carry out the functions of embodiments of the invention.
A program/utility 40 having a set (at least one) of program modules 42 may be stored, for example, in memory 28, such program modules 42 including, but not limited to, an operating system, one or more application programs, other program modules, and program data, each of which examples or some combination thereof may comprise an implementation of a network environment. Program modules 42 generally carry out the functions and/or methodologies of the described embodiments of the invention.
The processing unit 16 executes various functional applications and data processing, such as implementing the clothing recommendation method provided by the embodiment of the present invention, by executing the program stored in the system memory 28.
EXAMPLE six
The sixth embodiment of the invention provides a computer storage medium.
The computer-readable storage media of embodiments of the invention may take any combination of one or more computer-readable media. The computer readable medium may be a computer readable signal medium or a computer readable storage medium. 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 (a non-exhaustive list) of the computer readable storage medium would include the following: 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 context of this document, 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.
A computer readable signal medium may include 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 wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C + + or the like 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).
It is to be noted that the foregoing is only illustrative of the preferred embodiments of the present invention and the technical principles employed. It will be understood by those skilled in the art that the present invention is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, although the present invention has been described in greater detail by the above embodiments, the present invention is not limited to the above embodiments, and may include other equivalent embodiments without departing from the spirit of the present invention, and the scope of the present invention is determined by the scope of the appended claims.
Claims (10)
1. A clothing recommendation method, characterized in that the method comprises:
acquiring at least one head portrait feature information of a current user at a current angle;
performing head portrait evaluation score prediction on the current user according to at least one head portrait feature information of the current user, and obtaining a head portrait evaluation score prediction result of the current user at the current angle;
determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle;
recommending at least one target head portrait wearing object corresponding to the current user;
the method for predicting the head portrait evaluation score of the current user according to the at least one head portrait feature information of the current user to obtain the head portrait evaluation score prediction result of the current user at the current angle includes:
calculating head portrait characteristic values corresponding to all head portrait characteristic information of the current user;
performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information;
and performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
2. The method according to claim 1, wherein the performing element prediction on each avatar characteristic information of the current user according to the avatar characteristic value corresponding to each avatar characteristic information comprises:
if the head portrait characteristic value corresponding to each head portrait characteristic information is in any one target characteristic value interval, determining the element reference result corresponding to any one target characteristic value interval as the element prediction result of each head portrait characteristic information;
and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
3. The method according to claim 2, wherein the performing of the avatar evaluation score prediction on the current user according to the element prediction result of each avatar feature information to obtain the avatar evaluation score prediction result of the current user at the current angle comprises:
acquiring at least one element prediction result from the element prediction results of all the avatar characteristic information;
sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results;
and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
4. The method of claim 1, wherein recommending the at least one target avatar wearing article corresponding to the current user comprises:
calculating the current correlation degree of each target head portrait wearing object and the current hot spot wearing object corresponding to the target head portrait wearing object;
and if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing article corresponding to the current user.
5. A clothing recommendation device, the device comprising: the device comprises an acquisition module, a prediction module, a determination module and a recommendation module; wherein,
the acquisition module is used for acquiring at least one head portrait feature information of a current user at a current angle;
the prediction module is used for predicting the head portrait evaluation score of the current user according to at least one head portrait feature information of the current user and acquiring a head portrait evaluation score prediction result of the current user at the current angle;
the determining module is used for determining at least one target avatar wearing object corresponding to the current user according to the avatar evaluation score prediction result of the current user at the current angle;
the recommending module is used for recommending at least one target head portrait wearing article corresponding to the current user;
wherein the prediction module comprises: a calculation submodule and a prediction submodule; wherein,
the calculation submodule is used for calculating the head portrait characteristic value corresponding to each head portrait characteristic information of the current user;
the prediction submodule is used for performing element prediction on each head portrait feature information of the current user according to the head portrait feature value corresponding to each head portrait feature information; and performing head portrait evaluation score prediction on the current user according to the element prediction result of each head portrait feature information, and obtaining the head portrait evaluation score prediction result of the current user at the current angle.
6. The apparatus of claim 5, wherein:
the prediction submodule is specifically configured to determine, if the avatar feature value corresponding to each avatar feature information is within any one target feature value interval, an element reference result corresponding to the any one target feature value interval as an element prediction result of each avatar feature information; and if the head portrait characteristic value corresponding to each head portrait characteristic information is not in any target characteristic value interval, determining a predetermined element reference result as an element prediction result of each head portrait characteristic information.
7. The apparatus of claim 6, wherein:
the prediction submodule is specifically used for acquiring at least one element prediction result from the element prediction results of all the avatar characteristic information; sequencing all the obtained element prediction results according to the weight values corresponding to the predetermined element prediction results; and determining the sequencing result of all the obtained element prediction results as the head portrait evaluation score prediction result of the current user.
8. The apparatus of claim 5, wherein:
the recommendation module is specifically used for calculating the current correlation degree of each target head portrait wearing object and the current hot spot wearing object corresponding to the target head portrait wearing object; and if the current correlation degree is larger than a preset correlation degree threshold value, recommending at least one target avatar wearing article corresponding to the current user.
9. An electronic device, comprising:
one or more processors;
a memory for storing one or more programs,
the one or more programs, when executed by the one or more processors, cause the one or more processors to implement the clothing recommendation method of any of claims 1-4.
10. A storage medium on which a computer program is stored, which program, when executed by a processor, carries out the clothing recommendation method according to any one of claims 1 to 4.
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Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101859369A (en) * | 2009-04-08 | 2010-10-13 | 华晶科技股份有限公司 | Face partition method |
| EP2916244A1 (en) * | 2014-03-03 | 2015-09-09 | Thomson Licensing | Method of automatically generating revisions of files and file revision repository executing the method |
| CN105809461A (en) * | 2014-12-30 | 2016-07-27 | Tcl集团股份有限公司 | Method, system and intelligent device for recommending jewelry |
| CN108304820A (en) * | 2018-02-12 | 2018-07-20 | 腾讯科技（深圳）有限公司 | A kind of method for detecting human face, device and terminal device |
-
2018
- 2018-10-25 CN CN201811251218.9A patent/CN109190048B/en active Active
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101859369A (en) * | 2009-04-08 | 2010-10-13 | 华晶科技股份有限公司 | Face partition method |
| EP2916244A1 (en) * | 2014-03-03 | 2015-09-09 | Thomson Licensing | Method of automatically generating revisions of files and file revision repository executing the method |
| CN105809461A (en) * | 2014-12-30 | 2016-07-27 | Tcl集团股份有限公司 | Method, system and intelligent device for recommending jewelry |
| CN108304820A (en) * | 2018-02-12 | 2018-07-20 | 腾讯科技（深圳）有限公司 | A kind of method for detecting human face, device and terminal device |
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