CN110728551A - Leasing method and device based on 5G communication and visual identification, terminal and storage - Google Patents
Leasing method and device based on 5G communication and visual identification, terminal and storage Download PDFInfo
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Abstract
Leasing method, device, terminal and storage based on 5G communication and visual identification are characterized in that the method comprises the following steps: the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification; the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification; and when the user rents or returns the commodity, the user account is associated with the commodity number. When a user rents commodities, the renting machine directly associates the user account and the commodity number to be lent; when the user returns the commodity, the leasing machine directly associates the user account and the returned commodity number, so that unmanned leasing is more convenient, the commodity does not need to wear an electronic tag, the cost is lower, and the user experience is better.
Description
Technical Field
The invention belongs to the technical field of intelligent leasing machines, and particularly relates to an unmanned leasing method based on face recognition and article recognition, an unmanned leasing device based on face recognition and article recognition, and a storage medium for realizing the unmanned leasing method based on face recognition and article recognition.
Background
In the prior art, unmanned vending machine is mainly used for vending commodities, the commodities are not recycled after being sold, but the commodities are required to be rented in special occasions such as a cinema, and after the commodities are lent on the unmanned rental machine, a user needs to return the commodities to the rental machine after using the commodities to refund deposit. The existing unmanned leasing machine for leasing mainly sets an electronic tag on a commodity through a radio frequency identification technology, and the electronic tag is sensed by a radio frequency reader to judge whether the commodity is lent or returned. However, the electronic tag needs a physical carrier and has a large volume, which may affect the beauty of the product if fixed on the product, and may not only increase the cost of the product but also affect the flexibility of the product configuration if integrated on the product. Meanwhile, the current binding of the commodity and the user is mainly realized by binding the commodity and the mobile terminal, and the user needs to interact with the leasing machine by using a mobile phone every time the user rents, so that the method is very inconvenient.
Disclosure of Invention
The invention aims to provide an unmanned leasing method based on face recognition and article recognition, an unmanned leasing device based on face recognition and article recognition and a storage medium for realizing the unmanned leasing method based on face recognition and article recognition, and aims to solve the problems that an existing unmanned leasing machine is difficult to bind commodities with users, and the interaction of the users accessing the unmanned leasing machine is inconvenient.
In order to solve the technical problem, the invention provides an unmanned leasing method based on 5G communication and visual identification, which is characterized by comprising the following steps:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
and when the user rents or returns the commodity, the user account is associated with the commodity number.
In any of the above technical solutions, when the user rents the commodity, the step of associating the user account with the commodity number further specifically includes:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the user enters a request to rent an item,
the display of the goods to be lent,
the goods to be lent are output,
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
the user account is associated with the commodity number of the commodity to be lent.
In any one of the above technical solutions, the acquiring of the visual characteristic information of the commodity and the uploading to the cloud for visual identification based on 5G communication further includes, after the step of associating the visual characteristic information of the commodity with the serial number of the commodity according to the visual identification:
and recording the real-time state of the commodity according to the visual characteristic information of the commodity which is visually identified, and associating the real-time state with the commodity number.
In any of the above technical solutions, when the user rents the commodity, the step of associating the user account with the commodity number further specifically includes:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the user inputs a request to return the goods,
the return of the commodity is input and the commodity is returned,
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
the user account is associated with the commodity number of the returned commodity.
In any one of the above technical solutions, the step of collecting the user visual characteristic information and uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating the user visual characteristic information with the user account according to the visual identification further includes:
and if the user account is associated with the unreturned commodity number, displaying the commodity information associated with the commodity number.
An unmanned rental device based on 5G communication and visual identification, the device comprising:
the user visual characteristic acquisition unit is used for acquiring user visual characteristic information;
the article visual characteristic acquisition unit is used for acquiring visual characteristic information of the commodities;
the 5G communication unit is used for uploading the user visual feature information acquired by the user visual feature acquisition unit and the commodity visual feature information acquired by the commodity visual feature acquisition unit to a cloud for visual identification;
and the visual identification unit is arranged on the cloud server and is used for associating a user account according to the visual characteristic information of the user through visual identification, or associating a commodity number according to the visual characteristic information of the commodity through visual identification.
In any of the above technical solutions, the apparatus further includes:
the control panel is used for inputting a commodity renting request by a user and displaying commodities to be lent;
and the commodity output mechanism is used for outputting the commodities to be lent.
In any of the above technical solutions, the apparatus further includes:
the control panel is used for inputting a commodity returning request by a user;
and the commodity recycling mechanism is used for inputting returned commodities.
A control terminal comprising a memory, a processor and a computer program stored in the memory and executable on the processor, wherein the processor implements the functions of the method according to any of the above claims when executing the computer program.
A computer-readable storage medium, in which a computer program is stored, which computer program, when being executed by a processor, is adapted to carry out the functions of the method according to any of the above-mentioned claims.
The invention solves the problems that the existing unmanned leasing machine is difficult to bind commodities with users and the interaction of the users accessing the unmanned leasing machine is inconvenient based on 5G communication and visual identification technology, uploads the collected visual characteristics of the users and the visual characteristics of the commodities to the cloud for visual identification through 5G communication, associates the user account number through the visual characteristic identification of the users and associates the commodity number through the visual characteristic identification of the commodities, so that when the users rent the commodities, the leasing machine directly associates the user account number and the commodity number to be lent; when the user returns the commodity, the leasing machine directly associates the user account and the returned commodity number, so that unmanned leasing is more convenient, the commodity does not need to wear an electronic tag, the cost is lower, and the user experience is better.
Drawings
FIG. 1 is a flow chart of a method according to a first embodiment of the present invention;
FIG. 2 is a flowchart of a method according to a second embodiment of the present invention;
FIG. 3 is a flowchart of a method of a third embodiment of the present invention;
FIG. 4 is a flowchart of a method according to a fourth embodiment of the present invention;
FIG. 5 is a flow chart of a method according to a fifth embodiment of the present invention;
FIG. 6 is a block diagram of a sixth apparatus according to an embodiment of the present invention;
rental device-1, cloud server-2, visual identification unit-3, user visual characteristic acquisition unit-4, article visual characteristic acquisition unit-5, 5G communication unit-6, control panel-7, commodity output mechanism-8 and commodity recovery mechanism-9
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Example one
The embodiment provides an unmanned leasing method based on 5G communication and visual identification, which is mainly applied to public places such as shopping malls and cinemas for leasing recyclable commodities without people. However, the electronic tag needs a physical carrier and has a large volume, which may affect the beauty of the product if fixed on the product, and may not only increase the cost of the product but also affect the flexibility of the product configuration if integrated on the product. Meanwhile, the current binding of the commodity and the user is mainly realized by binding the commodity and the mobile terminal, and the user needs to interact with the leasing machine by using a mobile phone every time the user rents, so that the method is very inconvenient. The invention solves the problems that the existing unmanned leasing machine is difficult to bind commodities with users and the interaction of the users accessing the unmanned leasing machine is inconvenient based on 5G communication and visual identification technology, uploads the collected visual characteristics of the users and the visual characteristics of the commodities to the cloud for visual identification through 5G communication, associates the user account number through the visual characteristic identification of the users and associates the commodity number through the visual characteristic identification of the commodities, so that when the users rent the commodities, the leasing machine directly associates the user account number and the commodity number to be lent; when the user returns the commodity, the leasing machine directly associates the user account and the returned commodity number, so that unmanned leasing is more convenient, the commodity does not need to wear an electronic tag, the cost is lower, and the user experience is better.
Referring to fig. 1, the method includes:
step S10: the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
specifically, the user visual feature refers to a biometric technology for identification based on facial feature information of a person. A series of related technologies, also commonly called face recognition and face recognition, are used to collect images or video streams containing faces by using a camera or a video camera, automatically detect and track the faces in the images, and then perform face recognition on the detected faces. The image acquisition device is arranged on the terminal device or the leasing device 1 to acquire facial image characteristics of a user, and the unique user account is associated through a visual identification technology, wherein the visual identification technology refers to a face identification technology in the prior art, and can be one or more of an identification algorithm based on facial characteristic points, an identification algorithm based on a whole face image, an identification algorithm based on a template and an algorithm for identification by utilizing a neural network.
Specifically, in the prior art, by acquiring and identifying visual characteristic information, hardware with a visual identification function needs to be arranged at an information acquisition end, the visual identification usually needs strong hardware support, the manufacturing cost of the unmanned rental machine is undoubtedly greatly improved, the visual characteristic information is uploaded to a cloud end through existing 3G or 4G communication and then the visual identification result is transmitted back to the unmanned rental machine, a large amount of time is usually needed, a user can not wait for too long time for renting commodities in a shopping mall or a cinema, the data transmission rate of a 5G network is far higher than that of the current cellular network, and the maximum data transmission rate can reach 10Gbit/s, which is faster than that of the current wired internet and is 100 times faster than that of the current 4G LTE cellular network. The system has lower network delay (faster response time) which is less than 1 millisecond, and the 4G is 30-70 milliseconds, so that the 5G communication and visual identification technology can quickly upload the collected visual characteristic information of the user to the cloud for visual identification, and quickly transmit the identification result back to the unmanned rental computer, so that the user can obtain efficient feedback, and the visual characteristic identification-based medium as a human-computer interaction medium becomes a technology combination with commercial application value.
Specifically, the cloud is provided with a background server, and can carry a visual identification unit 3 with strong computing capability to visually identify the visual characteristic information of the user uploaded by the unmanned rental machine, wherein the visual identification can be one or more technologies of an identification algorithm based on the existing human face characteristic points, an identification algorithm based on the whole human face image, an identification algorithm based on a template, and an algorithm for identification by using a neural network, so that the identity of the current user can be efficiently and accurately judged, and the user is associated with the user account number registered in the cloud.
It can be understood that for a user who is not registered at the cloud, the unmanned rental computer can set a registration option when the unmanned rental computer is used for the first time, the currently acquired visual characteristic information of the user is visually identified at the cloud, and is associated with the user account number registered by the current user to serve as the unique account number of the user, so that when the user uses the unmanned rental computer next time, the associated user account number can be automatically identified and logged in only by entering the acquisition range of the visual characteristic information of the user, the user does not need to log in through mobile phone scanning or other modes as in the prior art, the user can log in the account number conveniently without excessive operation, and the embarrassing situation that the unmanned rental computer cannot be used due to no mobile phone is avoided.
Specifically, the cloud or the unmanned rental computer can be provided with a control terminal for associating the user account with the user visual characteristic information according to visual identification, in this embodiment, the control terminal is arranged on the cloud server 2, the cloud server 2 associates the identified visual characteristic information of the user with the user account of the current user, so as to relate all the operation behaviors of the user to the account number of the user later, wherein the operation behaviors refer to effective operations which are carried out on the unmanned leasing machine and are related to transactions, and it can be understood that, the operation behaviors comprise transaction or transaction preposition behaviors related to the user, such as commodity rent, commodity return, commodity information check, unreturned article check and the like, the behavior can be recorded in the operation record related to the user account, so that the transaction habits of the user can be collected by the cloud end conveniently, and more targeted service can be provided.
Step S20: the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
specifically, the visual characteristics of the commodity refer to an article identification technology for performing characteristic identification based on article characteristic information. The method can be a biometric identification technology similar to human face identification, or an article identification technology based on article appearance characteristics, such as two-dimensional codes and shooting shopping, and can also be a series of related technologies for collecting images or video streams containing articles by using a camera or a camera, automatically detecting and tracking the articles in the images and further identifying the article characteristics of the detected articles. The image acquisition device is arranged on the terminal device or the leasing device 1 to acquire the appearance image characteristics of the article, and the unique commodity number is associated through the visual identification technology, wherein the visual identification technology can refer to the article appearance identification technology in the prior art, and can be the application of one or more technologies of an identification algorithm based on article characteristic points, an identification algorithm based on the whole article appearance image and an identification algorithm based on a template.
Specifically, in the prior art, by acquiring and identifying visual characteristic information, hardware with a visual identification function needs to be arranged at an information acquisition end, the visual identification usually needs strong hardware support, the manufacturing cost of the unmanned rental machine is undoubtedly greatly improved, the visual characteristic information is uploaded to a cloud end through existing 3G or 4G communication and then the visual identification result is transmitted back to the unmanned rental machine, a large amount of time is usually needed, a user can not wait for too long time for renting commodities in a shopping mall or a cinema, the data transmission rate of a 5G network is far higher than that of the current cellular network, and the maximum data transmission rate can reach 10Gbit/s, which is faster than that of the current wired internet and is 100 times faster than that of the current 4G LTE cellular network. The system has lower network delay (faster response time) which is less than 1 millisecond, and the 4G is 30-70 milliseconds, so that the 5G communication and visual identification technology can quickly upload the collected visual characteristic information of the user to the cloud for visual identification, and quickly transmit the identification result back to the unmanned rental computer, so that the user can obtain efficient feedback, and the visual characteristic identification-based medium as a human-computer interaction medium becomes a technology combination with commercial application value.
Specifically, the cloud is provided with a background server, and can carry a visual identification unit 3 with strong computing capability to visually identify the user visual characteristic information uploaded by the unmanned rental machine, wherein the visual identification technology can refer to an article appearance identification technology in the prior art, and can be an application of one or more technologies of an identification algorithm based on article characteristic points, an identification algorithm based on an entire article appearance image and an identification algorithm based on a template.
It can be understood that before the commodity is leased by no person, the visual characteristic information acquisition and the visual identification are required to be carried out on the commodity in advance, and the unique commodity number is registered on the current visually identified article at the cloud end. And when the visual characteristic information of the article has the uniquely associated commodity number, the article is put into the unmanned leasing machine for use, namely when the user leases the commodity or returns the commodity on the unmanned leasing machine, the unique commodity number is associated by acquiring the visual characteristic of the article and uploading the article to the cloud for identification, and the commodity number is associated with the operation behavior of the current user, so that whether the lease and return behavior of the user on the commodity is established or not can be monitored.
Specifically, the cloud or the unmanned rental computer can be provided with a control terminal for realizing the association of the commodity serial number according to the visual characteristic information of the commodity identified by vision, the control terminal is arranged on the cloud server 2, the cloud server 2 associates the identified visual characteristic information of the user with the user account of the current user, so as to relate all the operation behaviors of the user to the account number of the user later, wherein the operation behaviors refer to effective operations which are carried out on the unmanned leasing machine and are related to transactions, and it can be understood that, the operation behaviors comprise transaction or transaction preposition behaviors related to the user, such as commodity rent, commodity return, commodity information check, unreturned article check and the like, the behavior can be recorded in the operation record related to the user account, so that the transaction habits of the user can be collected by the cloud end conveniently, and more targeted service can be provided.
Step S30: and when the user rents or returns the commodity, the user account is associated with the commodity number.
Specifically, the collected visual characteristic information of the user is associated with a user account after being subjected to cloud visual identification, the collected visual characteristic information of the commodity is associated with a commodity code after being subjected to cloud visual identification, and when the user rents or returns the commodity on an unmanned leasing machine, the user account is associated with the commodity code, so that the current operation of the user on the commodity is judged as the operation on the commodity corresponding to the commodity code, and the cloud can record whether the current transaction behavior of the user is normally carried out. It can be understood that the operation behaviors include transaction or transaction preposition behaviors related to the user, such as commodity renting, commodity returning, commodity information checking, unreturned article checking and the like, the behaviors can be recorded in operation records related to the user account number, so that the transaction habit of the user can be collected by the cloud, and meanwhile, the commodity coded by the commodity is monitored to be in contact with the user in the transaction, so that a background worker can trace back the user possibly damaging the product when recovering the commodity or judging whether the commodity is seriously damaged through visual identification, and the management of a manufacturer on the commodity is enhanced.
Example two
Referring to fig. 2, the second embodiment is based on the first embodiment, and the difference is that in the second embodiment, when a user rents a commodity, the step of associating the user account with the commodity number specifically includes:
step S10: the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
step S11 a: the user enters a request to rent an item,
step S12 a: the display of the goods to be lent,
step S13 a: the goods to be lent are output,
step S20: the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
step S30: the user account is associated with the commodity number of the commodity to be lent.
Specifically, when the user uses the unmanned rental machine, the unmanned rental machine collects user visual characteristic information and uploads the information to the cloud for visual identification based on 5G communication, and the user visual characteristic information is associated with a user account according to the visual identification, so that the cloud server 2 associates the identified user visual characteristic information with the user account of the current user, and all subsequent operation behaviors of the user are related to the user account, wherein the operation behaviors refer to effective operations performed on the unmanned rental machine and related to transactions, and it can be understood that the operation behaviors include transaction or pre-transaction behaviors related to the user, such as commodity renting, commodity returning, commodity information viewing, unreturned article viewing and the like.
Specifically, a user actively initiates a request for renting commodities, a control terminal on the unmanned rental machine calls out commodities to be rented for selection of the user, the interactive setting of the unmanned vending machine facing the user in the prior art can be referred, the commodity selection of the user is facilitated, a display screen can be arranged on the unmanned rental machine to select the commodities in a touch selection mode, the commodities can be displayed in a commodity object mode, and a selection key is correspondingly arranged for the user to select the commodities to be rented. At this time, the operation behavior of the user is associated with the user account determined by the cloud, and it can be understood that the user account can be displayed on the display screen for the user to confirm, thereby avoiding the situation of visual recognition error.
Specifically, the unmanned rental machine outputs any one of the commodities of the type according to the commodity selected by the user, the output commodity is subjected to visual feature recognition in advance and is associated with a specific commodity code at the cloud, and at the moment, the unmanned rental machine outputs the commodity and performs visual recognition on the commodity again to determine the commodity code corresponding to the commodity.
Specifically, the output commodity code of the commodity is associated with the user account of the user, and it is determined that the user rents the commodity for which the commodity code is established. The cloud end marks that the commodity coded in the user account is in an unreturned state.
EXAMPLE III
Referring to fig. 3, the third embodiment is based on the second embodiment, and the difference is that, in step 20: the commodity visual characteristic information is collected and uploaded to a cloud for visual identification based on 5G communication, and the step of associating the commodity visual characteristic information with the commodity number according to the visual identification further comprises the following steps:
s21, recording the real-time state of the commodity according to the visual characteristic information of the commodity which is visually identified, and associating the real-time state with the commodity number.
Specifically, the unmanned leasing machine outputs any one of the commodities of the type according to the commodity selected by the user, the output commodity is subjected to visual feature recognition in advance and is associated with a specific commodity code at the cloud, at this time, the unmanned leasing machine outputs the commodity and performs visual recognition on the commodity again to determine the commodity code corresponding to the commodity, the commodity code of the output commodity is associated with the user account of the user, and the commodity code of the commodity which is set up is determined to be rented by the user. The cloud end marks that the commodity coded in the user account is in an unreturned state.
Further, the goods in the unreturned state do not necessarily keep the original goods state, the user may damage the goods during the use process, the goods may also damage the goods during the process that the staff loads the goods to the unmanned rental machine, the goods may also damage the goods during the returning process due to the self-reason of the unmanned rental machine, because no manual intervention is needed, the specific situation is difficult to judge, but the commodity has the need of being managed, the invention collects the appearance characteristics of the commodity in the stage of collecting the visual characteristic information of the commodity, further, when the key characteristics of the commodity are identified in the cloud, whether the key characteristics of the commodity are consistent with those of the commodity which is visually identified last time is judged, if so, and if the judgment result is inconsistent, the commodity is considered to be damaged, the cloud end can record the behavior, and a manufacturer sets a reasonable compensation mechanism to communicate with the user or communicate with an internal manager.
Specifically, the real-time state of the commodity refers to a current appearance state of the commodity reflected by visual characteristic information of the commodity acquired only when the commodity is output, whether the commodity is in a good state or damaged can be judged to a certain extent, whether the current commodity is suitable for being rented to a user can be judged by monitoring the state of a key component of the commodity, and if the current commodity is seriously damaged, the user can be actively prompted to return the commodity and output the good commodity again for renting to the user.
Example four
Referring to fig. 4, the fourth implementation is based on the first implementation, and is characterized in that when a user rents a commodity, the step of associating the user account with the commodity number further includes:
step S10: the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
step S11b is that the user inputs a return merchandise request,
step S12b is inputting return merchandise,
step S20, acquiring visual characteristic information of the commodity, uploading the visual characteristic information to a cloud for visual identification based on 5G communication, and associating commodity numbers according to the visual characteristic information of the commodity subjected to visual identification;
and step S30, the user account is associated with the commodity number of the returned commodity.
Specifically, when the user uses the unmanned rental machine, the unmanned rental machine collects user visual characteristic information and uploads the information to the cloud for visual identification based on 5G communication, and the user visual characteristic information is associated with a user account according to the visual identification, so that the cloud server 2 associates the identified user visual characteristic information with the user account of the current user, and all subsequent operation behaviors of the user are related to the user account, wherein the operation behaviors refer to effective operations performed on the unmanned rental machine and related to transactions, and it can be understood that the operation behaviors include transaction or pre-transaction behaviors related to the user, such as commodity renting, commodity returning, commodity information viewing, unreturned article viewing and the like.
Specifically, the user actively initiates a request for returning the commodities, and the control terminal on the unmanned leasing machine can call out unreturned commodity information for the user to confirm. At this moment, the operation behavior of the user is associated with the commodity code judged by the cloud, and it can be understood that the commodity code can be displayed on the display screen for the user to confirm, so that the condition of visual identification errors is avoided.
Specifically, the unmanned rental machine performs visual feature recognition according to the commodities returned by the user, matches a specific commodity code at the cloud, and matches the commodity code with the user account of the user to judge whether the user returns the rented commodity.
Specifically, the output commodity code of the commodity is associated with the user account of the user, and it is determined that the user returns the commodity for which the commodity code is formulated. The cloud end marks that the commodity coded in the user account is in a return state.
EXAMPLE five
Referring to fig. 5, the fifth embodiment is based on the fourth embodiment, and the difference is that, in step S10: the method comprises the following steps of collecting user visual characteristic information, uploading the collected user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification, and further comprises the following steps:
s11c displays the commodity information associated with the commodity number if the user account is associated with a commodity number that is not returned.
Specifically, when the user uses the unmanned rental machine, the unmanned rental machine collects user visual characteristic information and uploads the information to the cloud for visual identification based on 5G communication, and the user visual characteristic information is associated with a user account according to the visual identification, so that the cloud server 2 associates the identified user visual characteristic information with the user account of the current user, and all subsequent operation behaviors of the user are related to the user account, wherein the operation behaviors refer to effective operations performed on the unmanned rental machine and related to transactions, and it can be understood that the operation behaviors include transaction or pre-transaction behaviors related to the user, such as commodity renting, commodity returning, commodity information viewing, unreturned article viewing and the like.
Specifically, when a user enters a visual information acquisition range of the unmanned rental machine and the unmanned rental machine judges that the user has unreturned commodities through the cloud end, the unreturned commodity information is actively displayed on the display screen and the user is referred to return the commodities, so that a return process is simplified, the user does not need to log in an account number first and then provide a return request according to steps as in the prior art, and the use experience of the user is improved.
EXAMPLE six
Referring to fig. 6, the present embodiment provides a rental apparatus 1 based on 5G communication and visual recognition, the apparatus including:
the user visual characteristic acquisition unit 4 is used for acquiring user visual characteristic information;
the article visual characteristic acquisition unit 5 is used for acquiring visual characteristic information of commodities;
the 5G communication unit 6 is used for uploading the user visual characteristic information acquired by the user visual characteristic acquisition unit 4 and the commodity visual characteristic information acquired by the commodity visual characteristic acquisition unit 5 to a cloud for visual identification;
the visual identification unit 3 is arranged on the cloud server 2, and the visual identification unit 3 is associated with a user account according to the visual characteristic information of the user through visual identification or is associated with a commodity number according to the visual characteristic information of the commodity through visual identification.
A control panel 7 for a user to input a request for renting commodities, a request for returning the commodities, and display the commodities to be lent;
and a commodity output mechanism 8 for outputting the commodity to be lent.
And a commodity recycling mechanism 9 for inputting returned commodities.
Specifically, the user visual feature acquisition unit 4 is configured to acquire user visual feature information; the user visual feature refers to a biometric technology for identification based on facial feature information of a person. A series of related technologies, also commonly called face recognition and face recognition, are used to collect images or video streams containing faces by using a camera or a video camera, automatically detect and track the faces in the images, and then perform face recognition on the detected faces. The image acquisition device is arranged on the terminal device or the leasing device 1 to acquire facial image characteristics of a user, and the unique user account is associated through a visual identification technology, wherein the visual identification technology refers to a face identification technology in the prior art, and can be one or more of an identification algorithm based on facial characteristic points, an identification algorithm based on a whole face image, an identification algorithm based on a template and an algorithm for identification by utilizing a neural network.
Specifically, the 5G communication unit 6 is configured to upload the user visual feature information acquired by the user visual feature acquisition unit 4 and the commodity visual feature information acquired by the article visual feature acquisition unit 5 to a cloud for visual identification; in the prior art, visual characteristic information is collected and identified, hardware with a visual identification function needs to be arranged at an information collection end, the visual identification often needs strong hardware support, the manufacturing cost of the unmanned rental machine is undoubtedly greatly improved, the visual characteristic information is uploaded to a cloud end through existing 3G or 4G communication and is subjected to visual identification, and then the result is transmitted back to the unmanned rental machine, a large amount of time is often needed, the user can not wait for too long time for renting commodities in a shopping mall or a cinema, the data transmission rate of a 5G network is far higher than that of the current cellular network, the maximum data transmission rate can reach 10Gbit/s, the speed is faster than that of the current wired internet and is 100 times faster than that of the current 4G LTE cellular network. The system has lower network delay (faster response time) which is less than 1 millisecond, and the 4G is 30-70 milliseconds, so that the 5G communication and visual identification technology can quickly upload the collected visual characteristic information of the user to the cloud for visual identification, and quickly transmit the identification result back to the unmanned rental computer, so that the user can obtain efficient feedback, and the visual characteristic identification-based medium as a human-computer interaction medium becomes a technology combination with commercial application value.
Specifically, the visual recognition unit 3 is disposed in the cloud server 2, and the visual recognition unit 3 associates a user account number according to the user visual characteristic information of visual recognition, or associates a commodity number according to the commodity visual characteristic information of visual recognition. The cloud is provided with a background server, can carry a visual identification unit 3 with strong computing capability, and can perform visual identification on the visual characteristic information of the user uploaded by the unmanned leasing machine, wherein the visual identification can be based on the application of one or more technologies of an identification algorithm of the existing human face characteristic points, an identification algorithm of the whole human face image, an identification algorithm based on a template and an algorithm for identification by using a neural network, so that the identity of the current user can be judged efficiently and accurately, and the user is associated with a user account number registered in the cloud.
It can be understood that for a user who is not registered at the cloud, the unmanned rental computer can set a registration option when the unmanned rental computer is used for the first time, the currently acquired visual characteristic information of the user is visually identified at the cloud, and is associated with the user account number registered by the current user to serve as the unique account number of the user, so that when the user uses the unmanned rental computer next time, the associated user account number can be automatically identified and logged in only by entering the acquisition range of the visual characteristic information of the user, the user does not need to log in through mobile phone scanning or other modes as in the prior art, the user can log in the account number conveniently without excessive operation, and the embarrassing situation that the unmanned rental computer cannot be used due to no mobile phone is avoided.
Specifically, the control panel 7 is used for the user to input a request for renting commodities, a request for returning the commodities, and display the commodities to be lent; the cloud or the unmanned rental machine can be provided with a control terminal or a control panel 7 for realizing the association of the user account according to the visual characteristic information of the user through visual identification, in the embodiment, the control terminal is arranged on the cloud server 2, the cloud server 2 associates the identified visual characteristic information of the user with the user account of the current user, so as to relate all the operation behaviors of the user to the account number of the user later, wherein the operation behaviors refer to effective operations which are carried out on the unmanned leasing machine and are related to transactions, and it can be understood that, the operation behaviors comprise transaction or transaction preposition behaviors related to the user, such as commodity rent, commodity return, commodity information check, unreturned article check and the like, the behavior can be recorded in the operation record related to the user account, so that the transaction habits of the user can be collected by the cloud end conveniently, and more targeted service can be provided.
Specifically, the article visual characteristic acquisition unit 5 is used for acquiring visual characteristic information of the commodity; the visual characteristic of the commodity refers to an article identification technology for carrying out characteristic identification based on article characteristic information. The method can be a biometric identification technology similar to human face identification, or an article identification technology based on article appearance characteristics, such as two-dimensional codes and shooting shopping, and can also be a series of related technologies for collecting images or video streams containing articles by using a camera or a camera, automatically detecting and tracking the articles in the images and further identifying the article characteristics of the detected articles. The image acquisition device is arranged on the terminal device or the leasing device 1 to acquire the appearance image characteristics of the article, and the unique commodity number is associated through the visual identification technology, wherein the visual identification technology can refer to the article appearance identification technology in the prior art, and can be the application of one or more technologies of an identification algorithm based on article characteristic points, an identification algorithm based on the whole article appearance image and an identification algorithm based on a template.
Specifically, in the prior art, by acquiring and identifying visual characteristic information, hardware with a visual identification function needs to be arranged at an information acquisition end, the visual identification usually needs strong hardware support, the manufacturing cost of the unmanned rental machine is undoubtedly greatly improved, the visual characteristic information is uploaded to a cloud end through existing 3G or 4G communication and then the visual identification result is transmitted back to the unmanned rental machine, a large amount of time is usually needed, a user can not wait for too long time for renting commodities in a shopping mall or a cinema, the data transmission rate of a 5G network is far higher than that of the current cellular network, and the maximum data transmission rate can reach 10Gbit/s, which is faster than that of the current wired internet and is 100 times faster than that of the current 4G LTE cellular network. The system has lower network delay (faster response time) which is less than 1 millisecond, and the 4G is 30-70 milliseconds, so that the 5G communication and visual identification technology can quickly upload the collected visual characteristic information of the user to the cloud for visual identification, and quickly transmit the identification result back to the unmanned rental computer, so that the user can obtain efficient feedback, and the visual characteristic identification-based medium as a human-computer interaction medium becomes a technology combination with commercial application value.
Specifically, the cloud is provided with a background server, and can carry a visual identification unit 3 with strong computing capability to visually identify the user visual characteristic information uploaded by the unmanned rental machine, wherein the visual identification technology can refer to an article appearance identification technology in the prior art, and can be an application of one or more technologies of an identification algorithm based on article characteristic points, an identification algorithm based on an entire article appearance image and an identification algorithm based on a template.
It can be understood that before the commodity is leased by no person, the visual characteristic information acquisition and the visual identification are required to be carried out on the commodity in advance, and the unique commodity number is registered on the current visually identified article at the cloud end. And when the visual characteristic information of the article has the uniquely associated commodity number, the article is put into the unmanned leasing machine for use, namely when the user leases the commodity or returns the commodity on the unmanned leasing machine, the unique commodity number is associated by acquiring the visual characteristic of the article and uploading the article to the cloud for identification, and the commodity number is associated with the operation behavior of the current user, so that whether the lease and return behavior of the user on the commodity is established or not can be monitored.
Specifically, the cloud or the unmanned rental computer can be provided with a control terminal for realizing the association of the commodity serial number according to the visual characteristic information of the commodity identified by vision, the control terminal is arranged on the cloud server 2, the cloud server 2 associates the identified visual characteristic information of the user with the user account of the current user, so as to relate all the operation behaviors of the user to the account number of the user later, wherein the operation behaviors refer to effective operations which are carried out on the unmanned leasing machine and are related to transactions, and it can be understood that, the operation behaviors comprise transaction or transaction preposition behaviors related to the user, such as commodity rent, commodity return, commodity information check, unreturned article check and the like, the behavior can be recorded in the operation record related to the user account, so that the transaction habits of the user can be collected by the cloud end conveniently, and more targeted service can be provided.
Specifically, when the user uses the unmanned rental machine, the unmanned rental machine collects user visual characteristic information and uploads the information to the cloud for visual identification based on 5G communication, and the user visual characteristic information is associated with a user account according to the visual identification, so that the cloud server 2 associates the identified user visual characteristic information with the user account of the current user, and all subsequent operation behaviors of the user are related to the user account, wherein the operation behaviors refer to effective operations performed on the unmanned rental machine and related to transactions, and it can be understood that the operation behaviors include transaction or pre-transaction behaviors related to the user, such as commodity renting, commodity returning, commodity information viewing, unreturned article viewing and the like.
Specifically, a user actively initiates a request for renting commodities, a control terminal on the unmanned rental machine calls out commodities to be rented for selection of the user, the interactive setting of the unmanned vending machine facing the user in the prior art can be referred, the commodity selection of the user is facilitated, a display screen can be arranged on the unmanned rental machine to select the commodities in a touch selection mode, the commodities can be displayed in a commodity object mode, and a selection key is correspondingly arranged for the user to select the commodities to be rented. At this time, the operation behavior of the user is associated with the user account determined by the cloud, and it can be understood that the user account can be displayed on the display screen for the user to confirm, thereby avoiding the situation of visual recognition error.
Specifically, the unmanned rental machine outputs any one of the commodities of the type according to the commodity selected by the user, the output commodity is subjected to visual feature recognition in advance and is associated with a specific commodity code at the cloud, and at the moment, the unmanned rental machine outputs the commodity and performs visual recognition on the commodity again to determine the commodity code corresponding to the commodity.
Specifically, the output commodity code of the commodity is associated with the user account of the user, and it is determined that the user rents the commodity for which the commodity code is established. The cloud end marks that the commodity coded in the user account is in an unreturned state.
Specifically, when the user uses the unmanned rental machine, the unmanned rental machine collects user visual characteristic information and uploads the information to the cloud for visual identification based on 5G communication, and the user visual characteristic information is associated with a user account according to the visual identification, so that the cloud server 2 associates the identified user visual characteristic information with the user account of the current user, and all subsequent operation behaviors of the user are related to the user account, wherein the operation behaviors refer to effective operations performed on the unmanned rental machine and related to transactions, and it can be understood that the operation behaviors include transaction or pre-transaction behaviors related to the user, such as commodity renting, commodity returning, commodity information viewing, unreturned article viewing and the like.
Specifically, the user actively initiates a request for returning the commodities, and the control terminal on the unmanned leasing machine can call out unreturned commodity information for the user to confirm. At this moment, the operation behavior of the user is associated with the commodity code judged by the cloud, and it can be understood that the commodity code can be displayed on the display screen for the user to confirm, so that the condition of visual identification errors is avoided.
Specifically, the unmanned rental machine performs visual feature recognition according to the commodities returned by the user, matches a specific commodity code at the cloud, and matches the commodity code with the user account of the user to judge whether the user returns the rented commodity.
Specifically, the output commodity code of the commodity is associated with the user account of the user, and it is determined that the user returns the commodity for which the commodity code is formulated. The cloud end marks that the commodity coded in the user account is in a return state.
EXAMPLE seven
The seventh embodiment provides a control terminal and a storage medium, which are integrated in a rental apparatus, and are used for implementing any of the rental methods of the first to fifth embodiments.
Specifically, the control terminal includes: a processor, a memory, and a computer program stored in the memory and executable on the processor,
illustratively, a computer program can be partitioned into one or more modules, which are stored in memory and executed by a processor to implement the present invention. One or more of the modules may be a series of computer program instruction segments capable of performing certain functions, the instruction segments being used to describe the execution of the computer program in the user terminal.
It will be appreciated by those skilled in the art that the above description of the control terminal is merely exemplary and not limiting, and that more or fewer components than those described above may be included, or certain components may be combined, or different components may be included, such as input output devices, network access devices, buses, etc.
Specifically, the Processor may be a Central Processing Unit (CPU), other general-purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), an off-the-shelf programmable Gate Array (FPGA), or other programmable logic device, discrete Gate or transistor logic device, discrete hardware component, or the like.
Further, the general-purpose processor may be a microprocessor or the processor may be any conventional processor or the like, the processor is a control center of the control terminal, and various interfaces and lines are used to connect various parts of the entire control terminal.
In particular, the memory may be used to store the computer programs and/or modules, and the processor may implement various functions of the control terminal by operating or executing the computer programs and/or modules stored in the memory and calling data stored in the memory.
Further, the memory may mainly include a program storage area and a data storage area.
Wherein, the storage program area can store an operating system, application programs (such as a sound playing function, an image playing function, etc.) required by at least one function, and the like; the storage data area may store data (such as audio data, a phonebook, etc.) created according to the use of the terminal, etc. In addition, the memory may include high speed random access memory, and may also include non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), at least one magnetic disk storage device, a Flash memory device, or other volatile solid state storage device.
Specifically, the control terminal integrated module/unit, if implemented in the form of a software functional unit and sold or used as a separate product, may be stored in a computer-readable storage medium.
Based on such understanding, all or part of the flow in the method according to the above embodiments may be implemented by a computer program, which may be stored in a computer-readable storage medium and used by a processor to implement the steps of the above method embodiments.
Therefore, the problems that the existing unmanned leasing machine is difficult to bind commodities with users and interaction of the users accessing the unmanned leasing machine is inconvenient are solved based on 5G communication and visual identification technologies, collected visual characteristics of the users and visual characteristics of the commodities are uploaded to a cloud end through the 5G communication for visual identification, the user accounts are associated through the visual characteristics of the users, and the commodity numbers are associated through the visual characteristics of the commodities, so that when the users rent the commodities, the leasing machine directly associates the user accounts and the commodity numbers to be lent; when the user returns the commodity, the leasing machine directly associates the user account and the returned commodity number, so that unmanned leasing is more convenient, the commodity does not need to wear an electronic tag, the cost is lower, and the user experience is better.
The above description is only for the purpose of illustrating the preferred embodiments of the present invention and is not to be construed as limiting the invention, and any modifications, equivalents and improvements made within the spirit and principle of the present invention are intended to be included within the scope of the present invention.
Claims (10)
1. An unmanned leasing method based on 5G communication and visual identification is characterized by comprising the following steps:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
and when the user rents or returns the commodity, the user account is associated with the commodity number.
2. The unmanned leasing method based on 5G communication and visual identification as claimed in claim 1, wherein when a user leases a commodity, the step of associating the user account with the commodity number further comprises:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the user enters a request to rent an item,
the display of the goods to be lent,
the goods to be lent are output,
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
the user account is associated with the commodity number of the commodity to be lent.
3. The unmanned leasing method based on 5G communication and visual identification according to claim 2, wherein the step of collecting visual characteristic information of the commodity and uploading the visual characteristic information to a cloud for visual identification based on 5G communication further comprises the following steps of associating a commodity number according to the visual characteristic information of the commodity for visual identification:
and recording the real-time state of the commodity according to the visual characteristic information of the commodity which is visually identified, and associating the real-time state with the commodity number.
4. The unmanned leasing method based on 5G communication and visual identification as claimed in claim 1, wherein when a user leases a commodity, the step of associating the user account with the commodity number further comprises:
the method comprises the steps of collecting user visual characteristic information, uploading the user visual characteristic information to a cloud for visual identification based on 5G communication, and associating a user account according to the user visual characteristic information of the visual identification;
the user inputs a request to return the goods,
the return of the commodity is input and the commodity is returned,
the commodity visual feature information is collected and uploaded to the cloud for visual identification based on 5G communication, and commodity numbers are associated according to the commodity visual feature information of the visual identification;
the user account is associated with the commodity number of the returned commodity.
5. The unmanned leasing method based on 5G communication and visual identification according to claim 3, wherein the step of collecting visual characteristic information of the user and uploading the visual characteristic information to a cloud for visual identification based on 5G communication further comprises the following steps of associating the visual characteristic information of the user with the user account according to visual identification:
and if the user account is associated with the unreturned commodity number, displaying the commodity information associated with the commodity number.
6. An unmanned rental apparatus based on 5G communication and visual identification, the apparatus comprising:
the user visual characteristic acquisition unit is used for acquiring user visual characteristic information;
the article visual characteristic acquisition unit is used for acquiring visual characteristic information of the commodities;
the 5G communication unit is used for uploading the user visual feature information acquired by the user visual feature acquisition unit and the commodity visual feature information acquired by the commodity visual feature acquisition unit to a cloud for visual identification;
and the visual identification unit is arranged on the cloud server and is used for associating a user account according to the visual characteristic information of the user through visual identification, or associating a commodity number according to the visual characteristic information of the commodity through visual identification.
7. The unmanned rental apparatus based on 5G communication and visual identification, according to claim 6, further comprising:
the control panel is used for inputting a commodity renting request by a user and displaying commodities to be lent;
and the commodity output mechanism is used for outputting the commodities to be lent.
8. The unmanned rental apparatus based on 5G communication and visual identification, according to claim 6, further comprising:
the control panel is used for inputting a commodity returning request by a user;
and the commodity recycling mechanism is used for inputting returned commodities.
9. A control terminal, comprising a memory, a processor and a computer program stored in the memory and executable on the processor, the processor implementing the functions of the method according to any of claims 1 to 5 when executing the computer program.
10. A computer-readable storage medium, characterized in that the computer-readable storage medium stores a computer program which, when executed by a processor, implements the functionality of the method according to any one of claims 1 to 5.
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