CN113128403A - Intelligent exhibit display method and system based on data analysis - Google Patents

Intelligent exhibit display method and system based on data analysis Download PDF

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CN113128403A
CN113128403A CN202110420605.6A CN202110420605A CN113128403A CN 113128403 A CN113128403 A CN 113128403A CN 202110420605 A CN202110420605 A CN 202110420605A CN 113128403 A CN113128403 A CN 113128403A
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李永波
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Shenzhen Shangyuan Art Design Co ltd
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    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
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Abstract

The application relates to an intelligent exhibit display method and system based on data analysis, belonging to the field of data analysis technology, wherein the intelligent exhibit display method comprises the steps of carrying out face information detection on a visual area of an exhibit; after the face information is detected, starting to record time until the visible area of the exhibit loses the face information, and obtaining a visiting time period; judging a face angle according to the detected face information; storing the visiting time period, the corresponding visiting face information and the number of the exhibit; the visiting time period, the corresponding visiting face information and the corresponding exhibit number are used for being visually displayed in a report form, the visiting face information comprises a change sequence of face angles, and the face angles comprise an overlook face, a left side face, a right side face and a head-up face; and provides an intelligent exhibit display system based on data analysis. Compared with the related art, the method and the device have the effect of helping to improve the problem that the merchant is inconvenient to learn the popularity of each commodity.

Description

Intelligent exhibit display method and system based on data analysis
Technical Field
The application relates to the field of data analysis technology, in particular to an intelligent exhibit display method and system based on data analysis.
Background
With the development of modern economy, various commodities emerge, and in order to increase the sales volume of commodities and promote the increase of economy, more and more commodity display activities such as exhibition, trade, exhibition and the like appear. The appearance of these goods show activities provides a stage for introducing exhibits, and can make more direct butt joint between trade company and buyer.
When a commodity display activity is carried out, the flow of people is large generally, and the number of exhibition days generally varies from one day to ten days. After the multi-day exhibition event is over, the merchant can presumably learn the most popular and least popular goods themselves. If the number of the exhibited commodities is less, the merchant may know the general popularity of each commodity, but if the number of the commodities is more, the commodities are easy to be unclear, so that the merchant is inconvenient to know the popularity of each commodity.
Disclosure of Invention
In order to help solve the problem that merchants are inconvenient to learn the popularity of each commodity, the application provides an intelligent exhibit display method and system based on data analysis.
In a first aspect, the application provides an intelligent exhibit display method based on data analysis, which adopts the following technical scheme:
an intelligent exhibit display based on data analysis, the exhibit display method comprises,
detecting face information of a visual area of the exhibit;
after the face information is detected, starting to record time until the visible area of the exhibit loses the face information, and obtaining a visiting time period;
judging a face angle according to the detected face information; and the number of the first and second groups,
storing the visiting time period, the corresponding visiting face information and the number of the exhibit;
the visiting time period, the corresponding visiting face information and the corresponding exhibit number are used for visually displaying in a report form, the visiting face information comprises a change sequence of face angles, and the face angles comprise overlooking faces, left side faces, right side faces and head-up faces.
By adopting the technical scheme, after the face information is detected in the visible area of the exhibit, timing is started, the visiting time period that the face stays in the visible area is obtained, meanwhile, the angle of the face is judged through the detected face information, the change sequence of the face angle is obtained, namely, the face is overlooked, the face is leftwards seen, the face is rightwards seen and is looked at, the visiting time period, the change sequence of the face angle and the serial number of the exhibit are displayed in the form of a report, therefore, a merchant can know the time length that each exhibit is visited and the visiting state of a visitor according to the change sequence of the parameter time period and the face angle, and the problem that the merchant is not convenient to learn the popularity of each commodity is solved.
Optionally, the method for determining the angle of the human face includes,
after the face information is detected in the visible area of the exhibit, acquiring the image information of the visible area at intervals of time T;
processing and analyzing the image information to obtain an image area of the face;
obtaining the angle of the face according to the position of the five sense organs in the image area of the face; and the number of the first and second groups,
and obtaining the change sequence of the face angles according to the face angles and the shooting time corresponding to the image information.
By adopting the technical scheme, the image information of the visible area acquired at intervals of the time period T is subjected to image processing to obtain the image area of the face, so that the positions of the five sense organs in the image area of the face are acquired, the angles of the face corresponding to the image information are obtained according to the positions of the five sense organs, and finally the change sequence of the face angles is conveniently acquired by combining the shooting time.
Optionally, the method for obtaining the face angle includes,
identifying the image area of the face to obtain the five sense organs contained in the image area of the face;
judging the five sense organs contained in the image area of the face, if the five sense organs do not contain the complete right eye, the face is the right side face, if the five sense organs do not contain the complete left eye, the face is the left side face, and if the five sense organs do not contain the complete left eye, the face is the full face; and the number of the first and second groups,
if the face is a full face, the image information is recognized, if the face contains the top of the head, the face is a overlook face, and if the face is a head-up face, the face is not a head-up face.
Through adopting above-mentioned technical scheme, whether the image area according to the people's face contains sense organ, whether eyes are complete promptly, judge whether left side face, right side face or full face, if for full face, then contain the top of the head in the image information according to whether, judge whether overlook face or look up the face to be convenient for obtain the people's face angle.
Optionally, the method for detecting face information includes,
detecting whether a person approaches the display counter or not; and the number of the first and second groups,
and if a person approaches the display counter, the face information detection is carried out on the visual area of the exhibit.
By adopting the technical scheme, the human face information detection is started to be carried out on the visual area of the exhibit after a person is detected to be close to the display counter, so that the accuracy of the human face information detection is improved to a certain extent.
Optionally, the method for detecting whether a person approaches the display counter comprises,
acquiring distance information between a visitor and a display counter in real time;
based on the second distance threshold, if the distance information is smaller than the second distance threshold, the display counter is close to the person, and if the distance information is not smaller than the second distance threshold, the display counter is close to the person.
By adopting the technical scheme, the distance information of the visitor and the display counter and the second distance threshold value are combined to judge, and whether a person is close to the display counter or not is conveniently detected.
Optionally, the visual area of the exhibit includes an area directly above the exhibit and front, back, left and right areas away from the center of the front of the exhibit, where the front, back, and left and right areas are all first distance thresholds.
In a second aspect, the present application provides an intelligent exhibit display system based on data analysis, which adopts the following technical scheme:
an intelligent exhibit display system based on data analysis comprises a detection module, a timing module, a control module, a judgment module, a storage module and a display module; wherein the content of the first and second substances,
the face capturing module is used for detecting face information of a visual area of the exhibit by adopting a face capturing technology and sending capturing success information and face disappearance information to the control module;
the timing module is used for timing according to the timing command and the stop command sent by the control module to obtain a visit time period;
the judging module is used for judging the face angle according to the detected face information to obtain the change sequence of the face angle;
the storage module is used for storing the visiting time period, the corresponding visiting face information and the exhibit number;
the push display module is used for visually displaying the visiting time period, the corresponding visiting face information and the number of the exhibit in a report form;
and the control module is used for controlling the working states of the face capturing module, the timing module and the judging module according to the received capturing success information or the face disappearance information.
By adopting the technical scheme, after the face information is detected in the visible area of the exhibit by the face capturing module, the timing module is controlled by the control module to start timing, the visiting time period that the face stays in the visible area is obtained, meanwhile, the angle of the face is judged by the judging module through the detected face information, and the change sequence of the face angle is obtained, namely, the face is overlooked, the face is leftwards seen, the face is rightwards seen and the face is looked at, so that the visiting time period of each exhibit, the change sequence of the face angle and the serial number of the exhibit are obtained, the exhibit is displayed in a form of a report at the pushing display module, so that a merchant can know the time length of each exhibit being visited and the visiting state of a visitor according to the change sequence of the parameter time period and the face angle, and the problem that the merchant is not convenient to learn the welcome degree of each commodity.
Optionally, the judging module includes an image information collecting unit and an image processing unit; wherein the content of the first and second substances,
the image information acquisition unit is used for acquiring the image information of the visible area at intervals of time T after receiving the working command sent by the control module;
and the image processing unit is used for processing and analyzing the image information to obtain the change sequence of the face angle.
By adopting the technical scheme, the image information acquisition unit acquires the image information, the image processing unit processes the image information, and the change sequence of the face angle is conveniently obtained by combining the shooting time of each piece of image information.
Optionally, the face capturing module includes a distance measuring unit, a judging unit and a face information detecting unit; wherein the content of the first and second substances,
the distance measuring unit is used for acquiring distance information between the visitor and the display counter in real time and sending the distance information to the judging unit;
the judging unit is used for judging whether a person approaches the display counter or not based on the second distance threshold value and by combining the distance information, and if yes, sending out detection starting information;
and the face information detection unit is used for detecting the face information of the visual area of the exhibit according to the received start detection information.
Through adopting above-mentioned technical scheme, the range finding unit obtains distance information, and the judgement unit combines apart from the second to be apart from threshold value and distance information, judges whether someone is close to the show sales counter, and face information detection unit carries out face information detection to the visual area of showpiece after someone is close to the show sales counter to be convenient for detect the face information of showpiece visual area.
In a third aspect, the present application provides a computer-readable storage medium, which adopts the following technical solutions:
a computer readable storage medium storing a computer program capable of being loaded by a processor and performing a method as in any one of the first aspects.
In summary, the present application includes at least one of the following beneficial technical effects:
1. the application provides an intelligent exhibit display method based on data analysis, a merchant can know the visiting time length of each exhibit and the visiting state of a visitor according to a parameter time period and a change sequence of face angles, and therefore the problem that the merchant is not convenient to know the popularity of each commodity is solved;
2. the application provides an intelligence showpiece display system based on data analysis obtains the visiting time quantum of every showpiece, the change order and the showpiece serial number of people's face angle to show with the form of report form at propelling movement display module, thereby the trade company can learn the time length that each showpiece was visited, and visitor's visiting state according to the change order of parameter time quantum and people's face angle.
Drawings
Fig. 1 is a first flowchart of an intelligent exhibit displaying method based on data analysis according to an embodiment of the present application.
Fig. 2 is a second flowchart of an intelligent exhibit displaying method based on data analysis according to an embodiment of the present application.
Fig. 3 is a third flowchart of an intelligent exhibit displaying method based on data analysis according to an embodiment of the present application.
Fig. 4 is a schematic structural diagram of an intelligent exhibit display system based on data analysis according to an embodiment of the present application.
Fig. 5 is a schematic structural diagram of a face capture module according to an embodiment of the present application.
Fig. 6 is a schematic structural diagram of a determining module according to an embodiment of the present application.
Detailed Description
The present application is described in further detail below with reference to figures 1-6.
The embodiment of the application discloses an intelligent exhibit display method based on data analysis. Referring to fig. 1, the intelligent exhibit display method includes the following steps:
101. and detecting the face information of the visual area of the exhibit.
The face information detection adopts a face capturing technology, which is a mature technical means and is not further described in this embodiment.
The visual area of the exhibit comprises an area right above the exhibit and front, back, left and right areas which are a first distance threshold value away from the center of the front of the exhibit, and specifically, the center of the front of the exhibit is the center of the front of the exhibit placed on the display counter. One exhibit corresponds to one visual area, and the front, back, left and right areas of the exhibit are circular areas relative to the front of the exhibit directly above the exhibit. After the visitors enter the visible area, the visitors can start to see the exhibits.
The first distance threshold is a preset value, and is determined by the actual occupied space of the display counter, the exhibit, the exhibition hall or the exhibition area, and the like, namely, the size of the first distance threshold changes along with the change of the actual situation.
It should be noted that different exhibits have their own independent numbers.
102. And after the face information is detected, starting to record time until the visible area of the exhibit loses the face information, and obtaining a visiting time period.
The visiting time period is a time period from the detection of the face information to the disappearance of the face information, the face information disappears, that is, the face cannot be captured, and at this time, the observer may be still in the visible area of the exhibit, but the face of the observer deviates from the visible area.
103. And judging the face angle according to the detected face information.
The face angles include an overlook face, a left side face, a right side face, and a head-up face. The visitor's line of sight has begun to deviate from the exhibit when the face angle is left or right, and remains on the exhibit when the face angle is top or head-up.
104. And storing the visiting time period, the corresponding visiting face information and the exhibit number.
The visiting time periods, the corresponding visiting face information and the corresponding exhibit numbers are used for being visually displayed in a report form, one visiting time period corresponds to one piece of visiting face information and one exhibit number, and the visiting face information comprises the change sequence of face angles.
If the number of the exhibited exhibits is multiple, the human face information detection is carried out on the visual areas of the exhibits at the same time, then the human face information of each exhibit is processed respectively, and the visiting time period, the visiting human face information and the exhibit number of each exhibit are obtained.
It should be noted that, after the step 101 is executed, the step 102 may be executed first, then the step 103 may be executed, and finally the step 104 may be executed; or step 101, step 103, step 104 and step 104 may be executed first; step 101 may be performed first, then step 102 and step 103 may be performed simultaneously, and finally step 104 may be performed. Even if the steps 102 and 103 are performed in the order of front and rear, the interval time between front and rear does not exceed 1 second.
Referring to fig. 2, in more detail, step 101 includes steps 1011 to 1013:
1011. and acquiring the distance information between the visitor and the display counter in real time.
The distance information is converted into binary codes through operations of complement, mask, coding and the like.
1012. Based on the second distance threshold, if the distance information is smaller than the second distance threshold, the display counter is close to the person, and if the distance information is not smaller than the second distance threshold, the display counter is close to the person.
The second distance threshold is a preset value, and when the distance between the visitor and the display counter is smaller than the second distance threshold, the visitor enters the visual area of the exhibit.
1013. And if a person approaches the display counter, the face information detection is carried out on the visual area of the exhibit.
If only visitors are close to the display counter, the human face information detection is started to be carried out on the visual area of the exhibit, and if no person is close to the display counter, the step 1013 is not executed.
Referring to fig. 3, in more detail, step 103 includes:
1031. and after the face information is detected in the visual area of the exhibit, acquiring the image information of the visual area at intervals of time T.
And only when the face information is detected in the visible area of the exhibit, the image information of the visible area is acquired, namely the face information of the visible area disappears, and the image information of the visible area is not acquired. The time period T is a preset value and varies with actual needs.
1032. And processing and analyzing the image information to obtain an image area of the human face.
The processing and analyzing of the image information are common technical means in the image processing technology, and will not be further described in this embodiment.
1033. And identifying the image area of the face to obtain the five sense organs contained in the image area of the face.
The identification of the image area of the human face is a common technical means in the image processing technology, and the embodiment is not further described.
1034. And judging the five sense organs contained in the image area of the human face, wherein if the five sense organs do not contain the complete right eye, the five sense organs are the right side face, if the five sense organs do not contain the complete left eye, the five sense organs are the left side face, and otherwise, the five sense organs are the full face.
When the image area of the face does not contain the complete right eye or left eye, the visitor is in a head-off state in the visible area, and the sight line of the visitor is not concentrated on the exhibit or is not completely concentrated on the product.
1035. If the face is a full face, the image information is recognized, if the face contains the top of the head, the face is a overlook face, and if the face is a head-up face, the face is not a head-up face.
The embodiment of the application also discloses an intelligent exhibit display system based on data analysis, and the system is shown in figure 4 and comprises a detection module, a timing module, a control module, a judgment module, a storage module and a display module; wherein the content of the first and second substances,
the face capturing module is used for detecting face information of a visual area of the exhibit by adopting a face capturing technology and sending capturing success information and face disappearance information to the control module;
the timing module is used for timing according to the timing command and the stop command sent by the control module to obtain a visit time period;
the judging module is used for judging the face angle according to the detected face information to obtain the change sequence of the face angle;
the storage module is used for storing the visiting time period, the corresponding visiting face information and the exhibit number;
the push display module is used for visually displaying the visiting time period, the corresponding visiting face information and the number of the exhibit in a report form;
and the control module is used for controlling the working states of the face capturing module, the timing module and the judging module according to the received capturing success information or the face disappearance information.
The face capturing module, the timing module and the judging module are all arranged in a plurality of modes, one face capturing module, one timing module and one judging module form an exhibit processing group, one exhibit processing group corresponds to one exhibit, and the number of the exhibit processing group changes along with the change of the number of the exhibits. The storage module, the push display module and the control module correspond to one or more exhibits to be processed.
After the face capturing module detects face information in a visible area of an exhibit, the control module controls the timing module to start timing, a visiting time period when a face stays in the visible area is obtained, meanwhile, the judging module judges the angle of the face through the detected face information and obtains the change sequence of the face angle, namely, the face is overlooked, the face is on the left side, the face is on the right side and the face is looked at, the visiting time period of each exhibit, the change sequence of the face angle and the serial number of the exhibit are obtained, the exhibit is displayed in a form of a report form on the push display module, and a merchant can know the time length of each exhibit being visited and the visiting state of a visitor according to the change sequence of the parameter time period and the face angle, so that the problem that the merchant is not convenient to learn the popularity of each commodity is solved.
Referring to fig. 5, in more detail, the face capturing module includes a ranging unit, a judging unit, and a face information detecting unit; wherein the content of the first and second substances,
the distance measuring unit is used for acquiring distance information between the visitor and the display counter in real time and sending the distance information to the judging unit;
the judging unit is used for judging whether a person approaches the display counter or not based on the distance threshold value and in combination with the distance information, and if yes, sending out detection starting information;
and the face information detection unit is used for detecting the face information of the visual area of the exhibit according to the received start detection information.
As long as the intelligent exhibit display system is started, the distance measuring unit starts to acquire distance information in real time.
As an embodiment of the distance measuring unit, the distance measuring unit includes a distance measuring device such as a distance measuring instrument and a distance measuring Camera, and an interface of the distance measuring device is any one of GigE, USB, Camera Link, and the like. In practical use, the distance measuring equipment is fixed on each outer side wall of the exhibit counter in a bonding or bolt connection mode and the like.
As an embodiment of the determining unit, the determining unit includes an input/output signal control board, a microcomputer, an embedded computer or a single board computer, a programmable logic controller, and a wired or wireless data transmission device.
As an embodiment of the face information detection unit, the face information detection apparatus includes a camera, an input/output signal control board, a processor, and a wired or wireless data transmission device, and the processor is loaded with a face capture system. The processor comprises a microcomputer, an embedded computer or a single-board computer, a programmable logic controller and the like, and the interface of the Camera is any one of interfaces of GigE, USB, Camera Link and the like.
As an embodiment of the time counting module, the time counting module includes a time counting tool such as a timer and an online time counting software, and the time counting tool has a function of a clock or a watch, that is, it records a time when the time counting is started and a time when the time counting is finished.
Referring to fig. 6, in more detail, the judging module includes an image information acquiring unit and an image processing unit; wherein the content of the first and second substances,
the image information acquisition unit is used for acquiring the image information of the visible area at intervals of time T after receiving the working command sent by the control module;
and the image processing unit is used for processing and analyzing the image information to obtain the change sequence of the face angle.
As an embodiment of the image capturing unit, the image capturing unit includes a Camera, the Camera includes any one of a color Camera, a black and white Camera, and the like, and an interface of the Camera is any one of GigE, USB, Camera Link, and the like.
As an embodiment of the image processing unit, the image processing unit includes an input/output signal control board, a microcomputer, an embedded computer or a single board computer, a programmable logic controller, and a wired or wireless data transmission device.
As an embodiment of the storage module, the storage module includes a storage device such as a memory.
As an embodiment of the push display module, the push display module includes an input/output signal control board, a display, a microcomputer, an embedded computer or a single board computer, a programmable logic controller, and a wired or wireless data transmission device.
As an embodiment of the control module, the control module includes an input/output signal control board, a microcomputer, an embedded computer or a single board computer, a programmable logic controller, and a wired or wireless data transmission device.
It should be noted that the control module and the push display module can share the input/output signal control board, the microcomputer, the embedded computer or the single board computer, the programmable logic controller, the wired or wireless data transmission device, and the like, and can also be used independently.
The embodiment of the application also discloses a computer readable storage medium which stores a computer program capable of being loaded by a processor and executing any one of the intelligent exhibit display methods based on data analysis.
The computer-readable storage medium includes, for example: various media capable of storing program codes, such as a usb disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk, or an optical disk.
The above embodiments are preferred embodiments of the present application, and the protection scope of the present application is not limited by the above embodiments, so: all equivalent changes made according to the structure, shape and principle of the present application shall be covered by the protection scope of the present application.

Claims (10)

1. An intelligent exhibit display method based on data analysis is characterized in that: the exhibit display method comprises the following steps of,
detecting face information of a visual area of the exhibit;
after the face information is detected, starting to record time until the visible area of the exhibit loses the face information, and obtaining a visiting time period;
judging a face angle according to the detected face information; and the number of the first and second groups,
storing the visiting time period, the corresponding visiting face information and the number of the exhibit;
the visiting time period, the corresponding visiting face information and the corresponding exhibit number are used for visually displaying in a report form, the visiting face information comprises a change sequence of face angles, and the face angles comprise overlooking faces, left side faces, right side faces and head-up faces.
2. The intelligent exhibit display method based on data analysis according to claim 1, characterized in that: the method for judging the angle of the human face comprises the following steps,
after the face information is detected in the visible area of the exhibit, acquiring the image information of the visible area at intervals of time T;
processing and analyzing the image information to obtain an image area of the face;
obtaining the angle of the face according to the position of the five sense organs in the image area of the face; and the number of the first and second groups,
and obtaining the change sequence of the face angles according to the face angles and the shooting time corresponding to the image information.
3. The intelligent exhibit display method based on data analysis according to claim 2, characterized in that: the method for obtaining the face angle comprises the following steps,
identifying the image area of the face to obtain the five sense organs contained in the image area of the face;
judging the five sense organs contained in the image area of the face, if the five sense organs do not contain the complete right eye, the face is the right side face, if the five sense organs do not contain the complete left eye, the face is the left side face, and if the five sense organs do not contain the complete left eye, the face is the full face; and the number of the first and second groups,
if the face is a full face, the image information is recognized, if the face contains the top of the head, the face is a overlook face, and if the face is a head-up face, the face is not a head-up face.
4. The intelligent exhibit display method based on data analysis according to claim 1, characterized in that: the method for detecting the face information comprises the following steps,
detecting whether a person approaches the display counter or not; and the number of the first and second groups,
and if a person approaches the display counter, the face information detection is carried out on the visual area of the exhibit.
5. The intelligent exhibit display method based on data analysis according to claim 1 or 4, characterized in that: the method of detecting whether a person is near a display counter comprises,
acquiring distance information between a visitor and a display counter in real time;
based on the second distance threshold, if the distance information is smaller than the second distance threshold, the display counter is close to the person, and if the distance information is not smaller than the second distance threshold, the display counter is close to the person.
6. The intelligent exhibit display method based on data analysis as claimed in claims 1 to 4, wherein: the visual area of the exhibit comprises an area right above the exhibit and front, back, left and right areas which are all a first distance threshold value away from the center of the front face of the exhibit.
7. The utility model provides an intelligence showpiece display system based on data analysis which characterized in that: the device comprises a detection module, a timing module, a control module, a judgment module, a storage module and a display module; wherein the content of the first and second substances,
the face capturing module is used for detecting face information of a visual area of the exhibit by adopting a face capturing technology and sending capturing success information and face disappearance information to the control module;
the timing module is used for timing according to the timing command and the stop command sent by the control module to obtain a visit time period;
the judging module is used for judging the face angle according to the detected face information to obtain the change sequence of the face angle;
the storage module is used for storing the visiting time period, the corresponding visiting face information and the exhibit number;
the push display module is used for visually displaying the visiting time period, the corresponding visiting face information and the number of the exhibit in a report form;
and the control module is used for controlling the working states of the face capturing module, the timing module and the judging module according to the received capturing success information or the face disappearance information.
8. The intelligent exhibit display system based on data analysis of claim 7, wherein: the judging module comprises an image information acquisition unit and an image processing unit; wherein the content of the first and second substances,
the image information acquisition unit is used for acquiring the image information of the visible area at intervals of time T after receiving the working command sent by the control module;
and the image processing unit is used for processing and analyzing the image information to obtain the change sequence of the face angle.
9. The intelligent exhibit display system based on data analysis of claim 7, wherein: the face capturing module comprises a distance measuring unit, a judging unit and a face information detecting unit; wherein the content of the first and second substances,
the distance measuring unit is used for acquiring distance information between the visitor and the display counter in real time and sending the distance information to the judging unit;
the judging unit is used for judging whether a person approaches the display counter or not based on the second distance threshold value and by combining the distance information, and if yes, sending out detection starting information;
and the face information detection unit is used for detecting the face information of the visual area of the exhibit according to the received start detection information.
10. A computer-readable storage medium characterized by: a computer program which can be loaded by a processor and which executes the method according to any of claims 1 to 6.
CN202110420605.6A 2021-04-19 2021-04-19 Intelligent exhibit display method and system based on data analysis Pending CN113128403A (en)

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Application publication date: 20210716