CN108921660A - Consumption, which is drawn a portrait, determines method and device, storage medium, terminal - Google Patents
Consumption, which is drawn a portrait, determines method and device, storage medium, terminal Download PDFInfo
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- CN108921660A CN108921660A CN201810696376.9A CN201810696376A CN108921660A CN 108921660 A CN108921660 A CN 108921660A CN 201810696376 A CN201810696376 A CN 201810696376A CN 108921660 A CN108921660 A CN 108921660A
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- G—PHYSICS
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0631—Item recommendations
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/161—Detection; Localisation; Normalisation
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Abstract
A kind of consumption portrait determining method and device, storage medium, terminal, consumption portrait determine that method includes：Obtain the consumer image obtained captured by each commodity region in shops；Recognition of face is carried out to the consumer image, determines the attribute information of the consumer in each commodity region, the attribute information of the consumer and each commodity region have incidence relation.The consumer representation information in commodity region in the available shops of technical solution of the present invention.
Description
Technical field
It draws a portrait the present invention relates to technical field of data processing more particularly to a kind of consumption and determines that method and device, storage are situated between
Matter, terminal.
Background technique
In retail trade, customer usually goes entity StoreFront to buy commodity.For businessman, usually placed in same StoreFront
Numerous commodity.
A kind of method of consumer-user's portrait for obtaining multiple commodity in same StoreFront is needed at present.
Summary of the invention
Present invention solves the technical problem that being how to obtain the consumer representation information in commodity region in shops.
In order to solve the above technical problems, the embodiment of the present invention provides a kind of determining method of consumption portrait, consumption portrait is determined
Method includes：Obtain the consumer image obtained captured by each commodity region in shops；The consumer image is carried out
Recognition of face determines the attribute information of the consumer in each commodity region, the attribute information of the consumer and each commodity area
Domain has incidence relation.
Optionally, the attribute information of the consumer includes face information, the method also includes：By the face information
It is compared with the history face in the historical data base of the shops；Determine that the face information is corresponding according to comparison result
The identity type of consumer, the history face, which refers to, accesses the face information of the consumer of the shops in historical time.
Optionally, the identity type includes new customer and patron.
Optionally, the consumption portrait determines that method further includes：If the identity type of the consumer is patron,
Consumption information and/or sense of the consumer when the historical time accesses the shops are transferred in the historical data base
Interest commodity, and show.
Optionally, the consumption portrait determines that method further includes：Image recognition is carried out to the consumer image, is obtained each
Residence time of a consumer in same commodity region.
Optionally, the consumption portrait determines that method further includes：Determine each consumer to each according to the residence time
The interest-degree in a commodity region.
Optionally, described to determine that each consumer includes to the interest-degree in each commodity region according to the residence time：
If the residence time reaches the corresponding time threshold in the commodity region, it is determined that the consumer is to the commodity region
Interest-degree be high interest-degree；If the residence time is not up to the corresponding time threshold in the commodity region, it is determined that institute
Stating consumer is low interest-degree to the interest-degree in the commodity region.
Optionally, the consumption portrait determines that method further includes：By the attribute information of the consumer and the consumer
Residence time storage in the database.
Optionally, the attribute information of the consumer further includes age, gender.
In order to solve the above technical problems, the embodiment of the invention also discloses a kind of consumption portrait determining device, consumption portrait
Determining device includes：Consumer image obtains module, suitable for obtaining the consumption obtained captured by each commodity region in shops
Person's image；Relating module is suitable for carrying out recognition of face to the consumer image, determines the category of the consumer in each commodity region
Property information, the attribute information of the consumer and each commodity region have incidence relation.
Optionally, the attribute information of the consumer includes face information, and described device further includes：Comparison module is suitable for
The face information is compared with the history face in the historical data base of the shops；Identity type determining module is fitted
In the identity type for determining the corresponding consumer of the face information according to comparison result, the history face refers in history
Between access the shops consumer face information.
Optionally, the identity type includes new customer and patron.
Optionally, the consumption portrait determining device further includes：Display module is transferred, suitable for the identity in the consumer
When type is patron, the consumer is transferred in the historical data base when the historical time accesses the shops
Consumption information and/or commodity interested, and show.
Optionally, the consumption portrait determining device further includes：Residence time determining module is suitable for scheming the consumer
As carrying out image recognition, each consumer is obtained in the residence time in same commodity region.
Optionally, the consumption portrait determining device further includes：Interest-degree determining module was suitable for according to the residence time
Determine each consumer to the interest-degree in each commodity region.
Optionally, the interest-degree determining module includes：High interest-degree determination unit, suitable for reaching in the residence time
When the corresponding time threshold in the commodity region, determine that the consumer is high interest-degree to the interest-degree in the commodity region；
Low interest-degree determination unit, suitable for determining institute when the residence time being not up to the corresponding time threshold in the commodity region
Stating consumer is low interest-degree to the interest-degree in the commodity region.
Optionally, the consumption portrait determining device further includes：Memory module, suitable for by the attribute information of the consumer
Residence time storage with the consumer is in the database.
Optionally, the attribute information of the consumer further includes age, gender.
The embodiment of the invention also discloses a kind of storage mediums, are stored thereon with computer instruction, the computer instruction
The step of consumption portrait determines method is executed when operation.
The embodiment of the invention also discloses a kind of terminal, including memory and processor, being stored on the memory can
The computer instruction run on the processor, the processor execute the consumption portrait when running the computer instruction
The step of determining method.
Compared with prior art, the technical solution of the embodiment of the present invention has the advantages that：
The consumer image obtained captured by the available commodity region each in shops of technical solution of the present invention；To institute
It states consumer image and carries out recognition of face, determine the attribute information of the consumer in each commodity region, the attribute of the consumer
Information and each commodity region have incidence relation.In technical solution of the present invention, pass through the consumption in commodity each in shops region
Person's image can obtain the attribute information for resting on the consumer in each commodity region；By by the attribute information of consumer with
Commodity region is associated, and can determine the relevant information of the consumer to each commodity area interest, to facilitate pair
The marketing in each commodity region provides advantageous information in shops；It additionally aids and the consumer in each commodity region is directed to
The guidance and recommendation of property, promote the shopping experience of consumer.
Further, the face information is compared with the history face in the historical data base of the shops；According to
Comparison result determines the identity type of the corresponding consumer of the face information, and the history face refers to be accessed in historical time
The face information of the consumer of the shops.Technical solution of the present invention utilizes the historical data base of shops, in consumer image
Face information be compared, to determine whether consumer in historical time accesses the shops, to facilitate as consumer
More accurately shopping guide is provided, user experience is further promoted.
Detailed description of the invention
Fig. 1 is the flow chart that a kind of consumption portrait of the embodiment of the present invention determines method；
Fig. 2 is the flow chart that another kind of embodiment of the present invention consumption portrait determines method；
Fig. 3 is the flow chart of another determining method of consumption portrait of the embodiment of the present invention；
Fig. 4 is a kind of structural schematic diagram of consumption portrait determining device of the embodiment of the present invention；
Fig. 5 is the structural schematic diagram of another kind of embodiment of the present invention consumption portrait determining device.
Specific embodiment
As described in the background art, need at present it is a kind of obtain multiple commodity in same StoreFront consumer-user portrait
Method.
In technical solution of the present invention, by the consumer image in commodity each in shops region, it can obtain and rest on respectively
The attribute information of the consumer in a commodity region；It, can be true by the way that the attribute information of consumer and commodity region to be associated
The relevant information of the fixed consumer to each commodity area interest, to facilitate the marketing to commodity each in shops region
Advantageous information is provided；It additionally aids and the consumer in each commodity region is targetedly guided and recommended, promote consumption
The shopping experience of person.
To make the above purposes, features and advantages of the invention more obvious and understandable, with reference to the accompanying drawing to the present invention
Specific embodiment be described in detail.
Fig. 1 is the flow chart that a kind of consumption portrait of the embodiment of the present invention determines method.
Consumption portrait shown in Fig. 1 determines that method may comprise steps of：
Step S101：Obtain the consumer image obtained captured by each commodity region in shops；
Step S102：Recognition of face is carried out to the consumer image, determines the attribute of the consumer in each commodity region
Information, the attribute information of the consumer and each commodity region have incidence relation.
It include multiple commodity regions in shops, different commodity regions can put different commodity in specific implementation.Example
Such as, commodity region can be perfume sales counter, children's garment area, men's clothing area, women's dress area etc..
At least one picture pick-up device, the coverage of at least one picture pick-up device can be configured in each commodity region
Entire commodity region can be covered.That is, at least one described picture pick-up device can shoot to obtain entire commodity region
Consumer image.
It also may include consumer and commodity region specifically, can only include consumer in consumer image.
In the specific implementation of step S102, recognition of face can be carried out to the consumer image, to be consumed
Face information in person's image.The attribute information of consumer can be obtained based on face information.Further, since consumer image is
Has incidence relation for commodity region, therefore between the attribute information of consumer and commodity region.
More specifically, in consumer image only include consumer when, consumer image is corresponding with commodity region, then from
The attribute information of the consumer determined in the consumer image, can commodity corresponding with consumer image region foundation pass
Connection.When including consumer and commodity region in consumer image, image recognition is carried out to consumer image, can determine commodity area
Domain, then can be by the attribute information of the consumer determined from the consumer image, with the quotient determined from the consumer image
Association is established in product region.
On the basis of the attribute information of consumer and each commodity region establish incidence relation, available each commodity
The consumer representation in region, such as the consumer of perfume sales counter are 20-30 years old women, the male etc. that men's clothing area is 40-50 years old.
The attribute information of consumer can indicate the relevant information of consumer itself, such as can be face information, consumption
The attribute information of person can be used for distinguishing different consumers.In specific embodiments of the present invention, the attribute of the consumer is believed
Breath can also include age, gender.In other words, on the basis of identifying the face of consumer, it is also based on consumer's
Face determines gender, age, personality of consumer etc..
It is understood that recognition of face, according to face determining that the specific algorithm at gender and age etc. and technology can join
According to existing algorithm, the embodiment of the present invention is without limitation.
In the embodiment of the present invention, by the consumer image in commodity each in shops region, can obtain rest on it is each
The attribute information of the consumer in commodity region；By the way that the attribute information of consumer and commodity region to be associated, can determine
To the relevant information of the consumer of each commodity area interest, to help to propose the marketing in commodity each in shops region
For advantageous information；It additionally aids and the consumer in each commodity region is targetedly guided and recommended, promote consumer
Shopping experience.
Referring to figure 2., consumption portrait determines that method can also include the following steps：
Step S201：The face information is compared with the history face in the historical data base of the shops；
Step S202：The identity type of the corresponding consumer of the face information, the history are determined according to comparison result
Face, which refers to, accesses the face information of the consumer of the shops in historical time.
In the present embodiment, shops corresponds to historical data base namely shops and historical data base corresponds.Historical data base
It is inside stored with history face, namely accesses the face information of the consumer of the shops in historical time.Face information and history number
It can indicate whether that there are history face is consistent with face information according to the comparison result of the history face in library.
Further, the identity type includes new customer and patron.In the specific implementation of step S202, if than
To there are history face is consistent with face information, indicating that the corresponding consumer of face information accessed this in historical time in result
Shops can then determine that the identity type of the corresponding consumer of face information is patron.If there is no go through in comparison result
History face is consistent with face information, indicates that the corresponding consumer of face information has not visited the shops in historical time, then can be with
The identity type for determining the corresponding consumer of face information is new customer.
It further, can be in the case where determining the identity type of the corresponding consumer of face information is patron
The number that the face information occurs in historical data base is counted, to indicate the history of the corresponding consumer of the face information into shop
Number.
Further, historical data base can also store the associated commodity region of history face.Determining face information
In the case that the identity type of corresponding consumer is patron, it can also determine that the face information is related in historical data base
The commodity region of connection.By determining that face information in the associated commodity region of historical time, can determine same customer's last time
The commodity region patronized can more accurately guide the shopping of consumer.
It should be noted that the identity type of consumer can also be that any other enforceable type, the present invention are implemented
Example is without limitation.
The embodiment of the present invention utilizes the historical data base of shops, and the face information in consumer image is compared, with
Consumer is determined whether in the historical time access shops, to help to provide more accurately shopping guide for consumer, into one
Step promotes user experience.
Further, if the identity type of the consumer is patron, institute is transferred in the historical data base
Consumption information and/or interested commodity of the consumer when the historical time accesses the shops are stated, and is shown.
In the present embodiment, also record has consumer disappearing when the historical time accesses the shops in historical data base
Charge information and/or commodity interested.In the case where determining the identity type of the corresponding consumer of face information is patron, lead to
Charge information is cancelled in toning can determine the commodity that the consumer bought；It, can by transferring the commodity interested in historical time
To determine the historical interest of the consumer, so as to assist the shopping of guidance consumer.
Referring to figure 3., consumption portrait determines that method can also include the following steps：
Step S301：Image recognition is carried out to the consumer image, obtains each consumer in same commodity region
Residence time.
In specific implementation, in the consumer image in same commodity region, the continuous time of same face information is detected
The length of section, can be denoted as the consumer in the residence time in the commodity region.
It is understood that the continuous time period can absolute continuation in time；If examined in same commodity region
The time interval for measuring the two neighboring period of same face information is smaller, is, for example, less than preset value, then can determine the phase
The sum of the time span of adjacent two periods is the residence time.
The power of the incidence relation in consumer and each commodity region can be determined according to the length of the residence time, closed
The power of connection relationship can assist shops manager to determine the boot policy for being directed to the consumer, promote shops's efficiency of management
On the basis of, the shopping experience of consumer can also be promoted.
Step S302：Determine each consumer to the interest-degree in each commodity region according to the residence time.
In specific implementation, the length of residence time can indicate consumer to the interest level in commodity region.Therefore, root
Consumer can be determined to the different grades of interest-degree in each commodity region according to the length of residence time.
The grade quantity of interest-degree can be configured according to actual application demand, for example, can be set high interest-degree and
High interest-degree, middle interest-degree and low interest-degree etc. also can be set in low interest-degree.
Further, if the residence time reaches the corresponding time threshold in the commodity region, it is determined that described to disappear
The person of expense is high interest-degree to the interest-degree in the commodity region；If it is corresponding that the residence time is not up to the commodity region
Time threshold, it is determined that the consumer is low interest-degree to the interest-degree in the commodity region.
Sojourn times in the present embodiment, by comparing the corresponding time threshold in commodity region and consumer in the commodity region
Between, consumer can be determined to the height of the interest-degree in the commodity region.
Since the commodity in different commodity regions are different, the different corresponding time thresholds in commodity region can not also
Together.That is, each commodity region has corresponding time threshold.For example, time threshold can be set for cosmetics region
It is set to 2 minutes；For fruit region, time threshold be can be set to 20 seconds.
Step S303：In the database by the storage of the residence time of the attribute information of the consumer and the consumer.
It, can be by the attribute information of each associated consumer in commodity region and consumer in the quotient in specific implementation
The residence time in product region stores in the database, so that it is next after getting face information, it can be in called data library
Storage content is compared.
Further, interest-degree of the consumer to each commodity region can also be stored in the database.To again
After the secondary face information for getting the consumer namely when the consumer returns shop, the history of the available consumer is interested
Commodity.
Referring to figure 4., consumption portrait determining device 40 may include that consumer image obtains module 401 and relating module
402。
Wherein, consumer image obtains module 401, disappears suitable for what acquisition obtained captured by each commodity region in shops
The person's of expense image；Relating module 402 is suitable for carrying out recognition of face to the consumer image, determines the consumption in each commodity region
The attribute information of person, the attribute information of the consumer and each commodity region have incidence relation.
In the embodiment of the present invention, by the consumer image in commodity each in shops region, can obtain rest on it is each
The attribute information of the consumer in commodity region；By the way that the attribute information of consumer and commodity region to be associated, can determine
To the relevant information of the consumer of each commodity area interest, to help to propose the marketing in commodity each in shops region
For advantageous information；It additionally aids and the consumer in each commodity region is targetedly guided and recommended, promote consumer
Shopping experience.
In a specific embodiment of the invention, referring to figure 5., consumption portrait determining device 40 can also include comparison module
403 and identity type determining module 404.Comparison module 403 is suitable for the historical data base of the face information and the shops
Interior history face is compared；Identity type determining module 404, suitable for determining that the face information is corresponding according to comparison result
Consumer identity type, the history face, which refers to, accesses the face information of the consumer of the shops in historical time.
Specifically, the identity type includes new customer and patron.
The embodiment of the present invention utilizes the historical data base of shops, and the face information in consumer image is compared, with
Consumer is determined whether in the historical time access shops, to help to provide more accurately shopping guide for consumer, into one
Step promotes user experience.
With continued reference to Fig. 5, consumption portrait determining device 40 can also include transferring display module 405, suitable for disappearing described
When the identity type of the person of expense is patron, the consumer is transferred in the historical data base in the historical time and accesses institute
Consumption information and/or commodity interested when stating shops, and show.
Consumption portrait determining device 40 can also include residence time determining module 406, be suitable for the consumer image
Image recognition is carried out, obtains each consumer in the residence time in same commodity region.
Further, consumption portrait determining device 40 can also include interest-degree determining module 407, be suitable for according to described funny
The time is stayed to determine each consumer to the interest-degree in each commodity region.
Specifically, interest-degree determining module 407 may include high interest-degree determination unit (not shown), be suitable for described funny
When the time being stayed to reach the corresponding time threshold in the commodity region, determine that the consumer is to the interest-degree in the commodity region
High interest-degree；Low interest-degree determination unit (not shown), it is corresponding suitable for being not up to the commodity region in the residence time
When time threshold, determine that the consumer is low interest-degree to the interest-degree in the commodity region.
With continued reference to Fig. 5, consumption portrait determining device 40 can also include memory module 408, be suitable for the consumer
Attribute information and the consumer residence time storage in the database.
About working principle, the more contents of working method of the consumption portrait determining device 40, it is referred to Fig. 1 extremely
Associated description in Fig. 3, which is not described herein again.
The embodiment of the invention also discloses a kind of storage mediums, are stored thereon with computer instruction, the computer instruction
The step of consumption portrait shown in Fig. 1, Fig. 2 or Fig. 3 determines method can be executed when operation.The storage medium may include
ROM, RAM, disk or CD etc..The storage medium can also include non-volatility memorizer (non-volatile) or non-
Transient state (non-transitory) memory etc..
The embodiment of the invention also discloses a kind of terminal, the terminal may include memory and processor, the storage
The computer instruction that can be run on the processor is stored on device.The processor can be with when running the computer instruction
Execute the step of consumption portrait shown in Fig. 1, Fig. 2 or Fig. 3 determines method.The terminal includes but is not limited to mobile phone, calculates
The terminal devices such as machine, tablet computer.
Although present disclosure is as above, present invention is not limited to this.Anyone skilled in the art are not departing from this
It in the spirit and scope of invention, can make various changes or modifications, therefore protection scope of the present invention should be with claim institute
Subject to the range of restriction.
Claims (20)
- A kind of method of determination 1. consumption is drawn a portrait, which is characterized in that including：Obtain the consumer image obtained captured by each commodity region in shops；Recognition of face is carried out to the consumer image, determines the attribute information of the consumer in each commodity region, the consumption The attribute information of person and each commodity region have incidence relation.
- The method of determination 2. consumption according to claim 1 is drawn a portrait, which is characterized in that the attribute information of the consumer includes Face information, the method also includes：The face information is compared with the history face in the historical data base of the shops；The identity type of the corresponding consumer of the face information is determined according to comparison result, the history face refers in history Time accesses the face information of the consumer of the shops.
- The method of determination 3. consumption according to claim 2 is drawn a portrait, which is characterized in that the identity type include new customer and Patron.
- The method of determination 4. consumption according to claim 3 is drawn a portrait, which is characterized in that further include：If the identity type of the consumer is patron, the consumer is transferred in the historical data base described Consumption information and/or commodity interested when historical time accesses the shops, and show.
- The method of determination 5. consumption according to claim 1 is drawn a portrait, which is characterized in that further include：Image recognition is carried out to the consumer image, obtains each consumer in the residence time in same commodity region.
- The method of determination 6. consumption according to claim 5 is drawn a portrait, which is characterized in that further include：Determine each consumer to the interest-degree in each commodity region according to the residence time.
- The method of determination 7. consumption according to claim 6 is drawn a portrait, which is characterized in that described to be determined according to the residence time Each consumer includes to the interest-degree in each commodity region：If the residence time reaches the corresponding time threshold in the commodity region, it is determined that the consumer is to the commodity The interest-degree in region is high interest-degree；If the residence time is not up to the corresponding time threshold in the commodity region, it is determined that the consumer is to the quotient The interest-degree in product region is low interest-degree.
- The method of determination 8. consumption according to claim 5 is drawn a portrait, which is characterized in that further include：In the database by the storage of the residence time of the attribute information of the consumer and the consumer.
- The method of determination 9. consumption according to any one of claims 1 to 8 is drawn a portrait, which is characterized in that the category of the consumer Property information further includes age, gender.
- The determining device 10. a kind of consumption is drawn a portrait, which is characterized in that including：Consumer image obtains module, suitable for obtaining the consumer image obtained captured by each commodity region in shops；Relating module is suitable for carrying out recognition of face to the consumer image, determines the attribute of the consumer in each commodity region Information, the attribute information of the consumer and each commodity region have incidence relation.
- The determining device 11. consumption according to claim 10 is drawn a portrait, which is characterized in that the attribute information packet of the consumer Face information is included, described device further includes：Comparison module, suitable for the face information to be compared with the history face in the historical data base of the shops；Identity type determining module, suitable for determining the identity type of the corresponding consumer of the face information according to comparison result, The history face, which refers to, accesses the face information of the consumer of the shops in historical time.
- The determining device 12. consumption according to claim 11 is drawn a portrait, which is characterized in that the identity type includes new customer And patron.
- The determining device 13. consumption according to claim 12 is drawn a portrait, which is characterized in that further include：Transfer display module, suitable for the identity type in the consumer be patron when, transferred in the historical data base Consumption information and/or interested commodity of the consumer when the historical time accesses the shops, and show.
- The determining device 14. consumption according to claim 10 is drawn a portrait, which is characterized in that further include：Residence time determining module is suitable for carrying out image recognition to the consumer image, obtains each consumer in same quotient The residence time in product region.
- The determining device 15. consumption according to claim 14 is drawn a portrait, which is characterized in that further include：Interest-degree determining module, suitable for determining each consumer to the interest-degree in each commodity region according to the residence time.
- The determining device 16. consumption according to claim 15 is drawn a portrait, which is characterized in that the interest-degree determining module packet It includes：High interest-degree determination unit, suitable for determining when the residence time reaching the corresponding time threshold in the commodity region The consumer is high interest-degree to the interest-degree in the commodity region；Low interest-degree determination unit, suitable for when the residence time being not up to the corresponding time threshold in the commodity region, really The fixed consumer is low interest-degree to the interest-degree in the commodity region.
- The determining device 17. consumption according to claim 14 is drawn a portrait, which is characterized in that further include：Memory module, suitable for storing in the database the residence time of the attribute information of the consumer and the consumer.
- The determining device 18. consumption according to any one of claims 10 to 17 is drawn a portrait, which is characterized in that the consumer's Attribute information further includes age, gender.
- 19. a kind of storage medium, is stored thereon with computer instruction, which is characterized in that the computer instruction executes when running The step of consumption portrait described in any one of claims 1 to 9 determines method.
- 20. a kind of terminal, including memory and processor, the meter that can be run on the processor is stored on the memory Calculation machine instruction, which is characterized in that perform claim requires any one of 1 to 9 institute when the processor runs the computer instruction State the step of consumption portrait determines method.
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| CN111415217A (en) * | 2020-02-18 | 2020-07-14 | 重庆特斯联智慧科技股份有限公司 | Face recognition user portrait based consumer recommendation method and system and goods shelf |
| CN111723242A (en) * | 2020-05-21 | 2020-09-29 | 深圳信息职业技术学院 | Customer portrait drawing method, customer portrait drawing device, terminal equipment and medium |
| CN111784372A (en) * | 2019-04-03 | 2020-10-16 | Tcl集团股份有限公司 | Store commodity recommendation method and device |
| CN112348607A (en) * | 2019-08-09 | 2021-02-09 | 上海红星美凯龙悦家互联网科技有限公司 | Image-based shopping guide method, terminal, device, medium and system in commercial place |
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| CN112348543A (en) * | 2019-08-09 | 2021-02-09 | 上海红星美凯龙悦家互联网科技有限公司 | Intelligent shopping guide method, device, terminal, medium and system in commercial place |
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