WO2021077321A1 - Electronic shelf label identification system and method, and server - Google Patents

Electronic shelf label identification system and method, and server Download PDF

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Publication number
WO2021077321A1
WO2021077321A1 PCT/CN2019/112723 CN2019112723W WO2021077321A1 WO 2021077321 A1 WO2021077321 A1 WO 2021077321A1 CN 2019112723 W CN2019112723 W CN 2019112723W WO 2021077321 A1 WO2021077321 A1 WO 2021077321A1
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Prior art keywords
price tag
electronic price
character code
code page
identification
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PCT/CN2019/112723
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French (fr)
Chinese (zh)
Inventor
侯世国
梁敏
金小平
苏汛沅
张彩蝶
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汉朔科技股份有限公司
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Priority to PCT/CN2019/112723 priority Critical patent/WO2021077321A1/en
Publication of WO2021077321A1 publication Critical patent/WO2021077321A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition

Definitions

  • the present invention relates to the Internet field, in particular to an electronic price tag identification system and method, and a server.
  • the manual display method is mainly used to display the products in the supermarket.
  • the computer typesetting of the product labels is completed and printed and then handed over to the manual display.
  • the main disadvantage of the above manual display method is that it consumes a lot of manpower.
  • the electronic price tag is a product in the new retail field, which can locate the product by identifying the electronic price tag, but there is currently a lack of effective methods for electronic price tag identification.
  • An embodiment of the present invention provides an electronic price tag identification system for identifying electronic price tags with high efficiency.
  • the system includes:
  • the electronic price tag is used for: after receiving the multi-character code page switching instruction sent by the server, the current display page is switched to the multi-character code page, and the multi-character code page switching result is fed back to the server, and the multi-character code page is used for display The identification of the electronic price tag;
  • the camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server;
  • the server is used to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; according to the at least one picture , The identification of the electronic price tag.
  • the embodiment of the present invention provides a server for identifying electronic price tags with high efficiency.
  • the server includes:
  • the first instruction sending module is used to send a multi-word code page switching instruction to the electronic price tag
  • the second instruction sending module is used to send a photographing instruction to the camera after the received multi-character code page switching result is that the switching is successful;
  • the receiving module is used for receiving the multi-character code page switching result of the electronic price tag according to the multi-character code page switching instruction, the multi-character code page is used to display the identification of the electronic price tag; receiving the electronic price tag photographed by the camera according to the photographing instruction At least one picture of
  • the identification module is used to identify the identification of the electronic price tag according to the at least one picture.
  • the embodiment of the present invention provides an electronic price tag identification method for identifying electronic price tags with high efficiency.
  • the method includes:
  • the identification of the electronic price tag is recognized.
  • the embodiment of the present invention also provides a computer device, including a memory, a processor, and a computer program stored in the memory and capable of running on the processor.
  • the processor implements the above electronic price tag identification method when the computer program is executed. .
  • the embodiment of the present invention also provides a computer-readable storage medium that stores a computer program for executing the above-mentioned electronic price tag identification method.
  • the electronic price tag is used to: after receiving the multi-character code page switching instruction sent by the server, switch the current display page to the multi-character code page, and feed back the multi-character code page switching result to the server.
  • the multi-character code page is used to display the identification of the electronic price tag; the camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server; the server is used to: The electronic price tag sends a multi-character code page switching instruction; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; identify the electronic price tag according to the at least one picture Logo.
  • the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page Recognition, high efficiency.
  • Figure 1 is a schematic diagram of an electronic price tag identification system in an embodiment of the present invention
  • FIG. 2 is a schematic diagram of a specific application of the electronic price tag identification system in an embodiment of the present invention
  • Figure 3 is a schematic diagram of a server in an embodiment of the present invention.
  • Fig. 4 is a flowchart of an electronic price tag identification method in an embodiment of the present invention.
  • Fig. 1 is a schematic diagram of an electronic price tag identification system in an embodiment of the present invention. As shown in Fig. 1, the system includes:
  • the electronic price tag is used for: after receiving the multi-character code page switching instruction sent by the server, switch the current display page to the multi-character code page, and feed back the multi-character code page switching result to the server, and the multi-character code page is used for Display the identification of the electronic price tag;
  • the camera is configured to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server;
  • the server is configured to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; according to the at least one Picture to identify the logo of the electronic price tag.
  • the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page.
  • the identification of the signature is highly efficient.
  • the multi-character code page is a pre-configured identification corresponding to the electronic price tag, and it can uniquely identify the electronic price tag. When displayed, it fills the electronic price tag screen, allowing the pictures taken from the camera to be quickly identified
  • the identification of an electronic price tag generally does not have many characters in a multi-word code. For example, it can be composed of letters such as "ABED", coded according to the set rules, and can be stored in the server for easy reference.
  • the camera takes at least one picture of the electronic price tag, and the multiple pictures taken are all multi-character code pages. The multiple shooting is to improve the accuracy of the identification of the electronic price tag.
  • Figure 2 is a schematic diagram of the specific application of the electronic price tag identification system in the embodiment of the present invention.
  • the products Using supermarket commodity industry specifications, the products must be placed from the left to the left edge of the electronic price tag, and from the right to the left of the electronic price tag or on the shelf. Right edge.
  • Camera 1 is installed on the opposite side of the shelf. For example, it can be a 2-megapixel POE camera. Both camera 1 and electronic price tag 2 communicate with the server.
  • the server sends a multi-word code page switching instruction to the electronic price tag; After receiving the multi-character code page switching instruction sent by the server, the sign will switch the current display page to the multi-character code page, and feedback the multi-character code page switching result to the server.
  • the server receives the multi-character code page switching result as successful Then, send a photo instruction to the camera, and after the received multi-character code page switch result is that the switch fails, continue to send the multi-character code page switch instruction to the electronic price tag, and the number of times the multi-character code page switch instruction is sent to the electronic price tag When the set number of times is reached, but the received multi-character code page switching results are all switching failures, an early warning message is generated to remind the electronic price tag management personnel of the communication between the electronic price tag server and the electronic price tag or that there is a problem with the electronic price tag itself.
  • the camera After receiving the photographing instruction, the camera takes at least one picture of the electronic price tag, and sends the at least one picture to the server, and the server recognizes the identifier of the electronic price tag according to the at least one picture. Since electronic price tag identification during normal working hours may affect the customer's shopping experience, multi-character code identification should be carried out during off-hours or before get off work as far as possible.
  • the server is specifically used to:
  • the at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
  • the deep learning model is obtained by training using the following method:
  • the deep learning model is trained using the feature vector.
  • commonly used deep learning models include autoencoders, sparse encoders, convolutional neural networks, RNNs, and LSTMs.
  • the training methods for deep learning models are roughly similar, namely the three steps in the above-mentioned embodiment.
  • the feature vector to train the deep learning model it specifically includes: adjusting the parameters of the deep learning model during the training process until the loss function of the deep learning model meets the preset convergence condition, and the trained deep learning model is obtained.
  • the deep learning model is obtained by training using the following method:
  • the accuracy of the trained deep learning model When the accuracy of the trained deep learning model is less than the preset accuracy, increase the amount of training set data or adjust the ratio of training set data and test set data to retrain until the accuracy of the trained deep learning model is not less than the preset accuracy. Set the accuracy rate.
  • the server is also used to:
  • the corresponding relationship between the identifier on the electronic price tag and the shelf item is stored in the server, and the item corresponding to the electronic price tag can be quickly determined through query.
  • the electronic price tag is used to switch the current display page to the multi-character code page after receiving the multi-character code page switching instruction sent by the server,
  • the multi-character code page switching result is fed back to the server, the multi-character code page is used to display the identification of the electronic price tag;
  • the camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and the at least A picture is sent to the server;
  • the server is used to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; According to the at least one picture, the identification of the electronic price tag is recognized.
  • the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page Recognition, high efficiency.
  • the use of the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency.
  • FIG. 3 is a schematic diagram of the server in the embodiment of the present invention. As shown in FIG. 3, the server includes:
  • the first instruction sending module is used to send a multi-word code page switching instruction to the electronic price tag
  • the second instruction sending module is used to send a photographing instruction to the camera after the received multi-character code page switching result is that the switching is successful;
  • the receiving module is used for receiving the multi-character code page switching result of the electronic price tag according to the multi-character code page switching instruction, the multi-character code page is used to display the identification of the electronic price tag; receiving the electronic price tag photographed by the camera according to the photographing instruction At least one picture of
  • the identification module is used to identify the identification of the electronic price tag according to the at least one picture.
  • the identification module is specifically used for:
  • the at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
  • the deep learning model is obtained by training using the following method:
  • the deep learning model is trained using the feature vector.
  • the server further includes an item identification module for:
  • the first instruction sending module is used to send a multi-character code page switching instruction to the electronic price tag;
  • the second instruction sending module is used to send a multi-character code page switching instruction to the electronic price tag;
  • the page switching result is that after the switching is successful, the camera sends a photographing instruction;
  • the receiving module is used to receive the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, and the multi-character code page is used to display the electronic price
  • the identification of the electronic price tag receiving at least one picture of the electronic price tag taken by the camera according to the photographing instruction; the identification module, which is used to identify the identification of the electronic price tag according to the at least one picture.
  • the multi-character code page can directly display the identification of the electronic price tag
  • the electronic price tag can be quickly identified based on the at least one picture.
  • Recognition high efficiency.
  • Using the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency.
  • the camera used in this system performs multi-character price tag detection, it only needs to stay on the multi-character code page for a certain period of time for taking pictures. The power consumption is low, and the installation cost is extremely low. Only one camera is needed to display information. Real-time acquisition is strong.
  • embodiments of the present invention also provide an electronic price tag identification method, as described in the following embodiments. Since these problem-solving principles are similar to those of the server, the implementation of the electronic price tag identification method can refer to the implementation of the server, and the repetition will not be repeated.
  • Fig. 4 is a flowchart of an electronic price tag identification method in an embodiment of the present invention. As shown in Fig. 4, the method includes:
  • Step 401 Send a multi-character code page switching instruction to the electronic price tag
  • Step 402 Receive the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, where the multi-character code page is used to display the identification of the electronic price tag;
  • Step 403 after the received multi-character code page switching result is that the switching is successful, send a photographing instruction to the camera;
  • Step 404 Receive at least one picture of the electronic price tag taken by the camera according to the photographing instruction;
  • Step 405 Identify the identifier of the electronic price tag according to the at least one picture.
  • identifying the identifier of the electronic price tag according to the at least one picture includes:
  • the at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
  • the deep learning model is obtained by training using the following method:
  • the deep learning model is trained using the feature vector.
  • the method further includes:
  • the multi-character code page switching instruction is sent to the electronic price tag; the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction is received.
  • the code page is used to display the identification of the electronic price tag; after the received multi-character code page switching result is successful, send a photo instruction to the camera; receive at least one picture of the electronic price tag taken by the camera according to the photo instruction; The at least one picture identifies the identification of the electronic price tag.
  • the multi-character code page can directly display the identification of the electronic price tag, by controlling the camera to take at least one picture of the multi-character code page, the electronic price tag can be quickly identified based on the at least one picture.
  • the embodiments of the present invention can be provided as a method, a system, or a computer program product. Therefore, the present invention may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware. Moreover, the present invention may adopt the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) containing computer-usable program codes.
  • computer-usable storage media including but not limited to disk storage, CD-ROM, optical storage, etc.
  • These computer program instructions can also be stored in a computer-readable memory that can guide a computer or other programmable data processing equipment to work in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture including the instruction device.
  • the device implements the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
  • These computer program instructions can also be loaded on a computer or other programmable data processing equipment, so that a series of operation steps are executed on the computer or other programmable equipment to produce computer-implemented processing, so as to execute on the computer or other programmable equipment.
  • the instructions provide steps for implementing the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.

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Abstract

An electronic shelf label identification system and method, and a server. Said system comprises: an electronic shelf label, configured to switch the current display page to a multi-character code page upon receipt of a multi-character code page switching instruction sent by a server, and to feed back a multi-character code page switching result to the server, the multi-character code page being used for displaying the identifier of the electronic shelf label; a camera, configured to take at least one picture of the electronic shelf label upon receipt of a photographing instruction, and to send the at least one picture to the server; and the server, configured to send the multi-character code page switching instruction to the electronic shelf label, send a photographing instruction to the camera when the received multi-character code page switching result is successful switching, receive at least one picture, and identify the identifier of the electronic shelf label according to the at least one picture. Said system can identify an electronic shelf label, and is efficient.

Description

电子价签识别系统及方法、服务器Electronic price tag identification system, method and server 技术领域Technical field
本发明涉及互联网领域,尤其涉及一种电子价签识别系统及方法、服务器。The present invention relates to the Internet field, in particular to an electronic price tag identification system and method, and a server.
背景技术Background technique
现有技术中,主要采用人工陈列方法来进行商超内商品陈列,一般是商品标签的电脑排版完成后打印交给人工手动陈列。上述人工陈列方法主要缺点是会花费大量的人力。电子价签是新零售领域的一款产品,可通过识别电子价签来定位商品,但目前缺乏电子价签识别的有效方法。In the prior art, the manual display method is mainly used to display the products in the supermarket. Generally, the computer typesetting of the product labels is completed and printed and then handed over to the manual display. The main disadvantage of the above manual display method is that it consumes a lot of manpower. The electronic price tag is a product in the new retail field, which can locate the product by identifying the electronic price tag, but there is currently a lack of effective methods for electronic price tag identification.
发明内容Summary of the invention
本发明实施例提出一种电子价签识别系统,用以识别电子价签,效率高,该系统包括:An embodiment of the present invention provides an electronic price tag identification system for identifying electronic price tags with high efficiency. The system includes:
电子价签用于:在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,所述多字码页用于显示电子价签的标识;The electronic price tag is used for: after receiving the multi-character code page switching instruction sent by the server, the current display page is switched to the multi-character code page, and the multi-character code page switching result is fed back to the server, and the multi-character code page is used for display The identification of the electronic price tag;
相机用于:在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器;The camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server;
服务器用于:向电子价签发送多字码页切换指令;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收至少一张图片;根据所述至少一张图片,识别电子价签的标识。The server is used to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; according to the at least one picture , The identification of the electronic price tag.
本发明实施例提出一种服务器,用以识别电子价签,效率高,该服务器包括:The embodiment of the present invention provides a server for identifying electronic price tags with high efficiency. The server includes:
第一指令发送模块,用于向电子价签发送多字码页切换指令;The first instruction sending module is used to send a multi-word code page switching instruction to the electronic price tag;
第二指令发送模块,用于在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;The second instruction sending module is used to send a photographing instruction to the camera after the received multi-character code page switching result is that the switching is successful;
接收模块,用于接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;接收相机根据拍照指令拍摄的电子价签的至少一张图片;The receiving module is used for receiving the multi-character code page switching result of the electronic price tag according to the multi-character code page switching instruction, the multi-character code page is used to display the identification of the electronic price tag; receiving the electronic price tag photographed by the camera according to the photographing instruction At least one picture of
识别模块,用于根据所述至少一张图片,识别电子价签的标识。The identification module is used to identify the identification of the electronic price tag according to the at least one picture.
本发明实施例提出一种电子价签识别方法,用以识别电子价签,效率高,该方法包括:The embodiment of the present invention provides an electronic price tag identification method for identifying electronic price tags with high efficiency. The method includes:
向电子价签发送多字码页切换指令;Send a multi-character code page switching instruction to the electronic price tag;
接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;Receiving the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, where the multi-character code page is used to display the identification of the electronic price tag;
在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;After the received multi-character code page switching result is that the switching is successful, send a photographing instruction to the camera;
接收相机根据拍照指令拍摄的电子价签的至少一张图片;Receive at least one picture of the electronic price tag taken by the camera according to the camera instruction;
根据所述至少一张图片,识别电子价签的标识。According to the at least one picture, the identification of the electronic price tag is recognized.
本发明实施例还提出了一种计算机设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现上述电子价签识别方法。The embodiment of the present invention also provides a computer device, including a memory, a processor, and a computer program stored in the memory and capable of running on the processor. The processor implements the above electronic price tag identification method when the computer program is executed. .
本发明实施例还提出了一种计算机可读存储介质,所述计算机可读存储介质存储有执行上述电子价签识别方法的计算机程序。The embodiment of the present invention also provides a computer-readable storage medium that stores a computer program for executing the above-mentioned electronic price tag identification method.
在本发明实施例中,电子价签用于:在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,所述多字码页用于显示电子价签的标识;相机用于:在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器;服务器用于:向电子价签发送多字码页切换指令;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收至少一张图片;根据所述至少一张图片,识别电子价签的标识。在上述过程中,由于多字码页可直接显示电子价签的标识,服务器通过控制相机拍摄多字码页的至少一张图片,可根据所述至少一张图片,快速的识别出电子价签的识别,效率高。In the embodiment of the present invention, the electronic price tag is used to: after receiving the multi-character code page switching instruction sent by the server, switch the current display page to the multi-character code page, and feed back the multi-character code page switching result to the server. The multi-character code page is used to display the identification of the electronic price tag; the camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server; the server is used to: The electronic price tag sends a multi-character code page switching instruction; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; identify the electronic price tag according to the at least one picture Logo. In the above process, since the multi-character code page can directly display the identification of the electronic price tag, the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page Recognition, high efficiency.
附图说明Description of the drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本 发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。在附图中:In order to explain the embodiments of the present invention or the technical solutions in the prior art more clearly, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the drawings in the following description are only These are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can be obtained based on these drawings without creative work. In the attached picture:
图1为本发明实施例中电子价签识别系统的示意图;Figure 1 is a schematic diagram of an electronic price tag identification system in an embodiment of the present invention;
图2为本发明实施例中电子价签识别系统的具体应用的示意图;2 is a schematic diagram of a specific application of the electronic price tag identification system in an embodiment of the present invention;
图3为本发明实施例中服务器的示意图;Figure 3 is a schematic diagram of a server in an embodiment of the present invention;
图4为本发明实施例中电子价签识别方法的流程图。Fig. 4 is a flowchart of an electronic price tag identification method in an embodiment of the present invention.
具体实施方式Detailed ways
为使本发明实施例的目的、技术方案和优点更加清楚明白,下面结合附图对本发明实施例做进一步详细说明。在此,本发明的示意性实施例及其说明用于解释本发明,但并不作为对本发明的限定。In order to make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, the following describes the embodiments of the present invention in further detail with reference to the accompanying drawings. Here, the exemplary embodiments of the present invention and the description thereof are used to explain the present invention, but not as a limitation to the present invention.
在本说明书的描述中,所使用的“包含”、“包括”、“具有”、“含有”等,均为开放性的用语,即意指包含但不限于。参考术语“一个实施例”、“一个具体实施例”、“一些实施例”、“例如”等的描述意指结合该实施例或示例描述的具体特征、结构或者特点包含于本申请的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。各实施例中涉及的步骤顺序用于示意性说明本申请的实施,其中的步骤顺序不作限定,可根据需要作适当调整。In the description of this specification, the use of "including", "including", "having", "containing", etc., are all open terms, which means including but not limited to. Descriptions with reference to the terms "one embodiment", "a specific embodiment", "some embodiments", "for example," etc. mean that the specific feature, structure or feature described in conjunction with the embodiment or example is included in at least one of the present application In an embodiment or example. In this specification, the schematic representation of the above-mentioned terms does not necessarily refer to the same embodiment or example. Moreover, the described specific features, structures or characteristics can be combined in any one or more embodiments or examples in a suitable manner. The order of the steps involved in each embodiment is used to schematically illustrate the implementation of the present application, and the order of the steps is not limited and can be appropriately adjusted as needed.
图1为本发明实施例中电子价签识别系统的示意图,如图1所示,所述系统包括:Fig. 1 is a schematic diagram of an electronic price tag identification system in an embodiment of the present invention. As shown in Fig. 1, the system includes:
电子价签,用于:在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,所述多字码页用于显示电子价签的标识;The electronic price tag is used for: after receiving the multi-character code page switching instruction sent by the server, switch the current display page to the multi-character code page, and feed back the multi-character code page switching result to the server, and the multi-character code page is used for Display the identification of the electronic price tag;
相机,用于:在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器;The camera is configured to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server;
服务器,用于:向电子价签发送多字码页切换指令;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收至少一张图片;根据所述至少一张图片,识别电子价签的标识。The server is configured to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; according to the at least one Picture to identify the logo of the electronic price tag.
在上述实施例中,由于多字码页可直接显示电子价签的标识,服务器通过控制相机拍摄多字码页的至少一张图片,可根据所述至少一张图片,快速的识别出电子价签的识别,效率高。In the above embodiment, since the multi-character code page can directly display the identification of the electronic price tag, the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page. The identification of the signature is highly efficient.
具体实施时,多字码页是一种预先配置的电子价签对应的标识,且可以唯一标识电子价签,在显示时占满了电子价签屏幕,使得从相机拍出的图片快速的识别出电子价签的标识,多字码的字符一般不会很多,例如可以是“ABED”等字母组成的,根据设定规则编码,可存储在服务器中,方便查阅。相机拍摄电子价签的至少一张图片,拍摄的多张图片均是多字码页,多次拍摄是为了提高电子价签的标识识别的准确率。In specific implementation, the multi-character code page is a pre-configured identification corresponding to the electronic price tag, and it can uniquely identify the electronic price tag. When displayed, it fills the electronic price tag screen, allowing the pictures taken from the camera to be quickly identified The identification of an electronic price tag generally does not have many characters in a multi-word code. For example, it can be composed of letters such as "ABED", coded according to the set rules, and can be stored in the server for easy reference. The camera takes at least one picture of the electronic price tag, and the multiple pictures taken are all multi-character code pages. The multiple shooting is to improve the accuracy of the identification of the electronic price tag.
图2为本发明实施例中电子价签识别系统的具体应用的示意图,利用超市商品行业规范,必须将商品摆放左起至电子价签左缘,右至右边电子价签的左边或者货架的右缘。相机1安装在货架的正对面,例如,可以是200万像素的POE相机,相机1与电子价签2均与服务器进行通信,首先,服务器向电子价签发送多字码页切换指令;电子价签在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,服务器在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令,在接收到的多字码页切换结果为切换失败后,继续向电子价签发送多字码页切换指令,在向电子价签发送多字码页切换指令的次数达到设定次数,但接收到的多字码页切换结果均为切换失败时,生成预警信息,提示电子价签管理人员服务器与电子价签的通信或电子价签本身存在问题。相机在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器,服务器根据所述至少一张图片,识别电子价签的标识。因电子价签标识识别放在正常上班时间可能会影响客户购物体验,因此对于多字码识别应尽量放在下班时间或上班之前进行。Figure 2 is a schematic diagram of the specific application of the electronic price tag identification system in the embodiment of the present invention. Using supermarket commodity industry specifications, the products must be placed from the left to the left edge of the electronic price tag, and from the right to the left of the electronic price tag or on the shelf. Right edge. Camera 1 is installed on the opposite side of the shelf. For example, it can be a 2-megapixel POE camera. Both camera 1 and electronic price tag 2 communicate with the server. First, the server sends a multi-word code page switching instruction to the electronic price tag; After receiving the multi-character code page switching instruction sent by the server, the sign will switch the current display page to the multi-character code page, and feedback the multi-character code page switching result to the server. The server receives the multi-character code page switching result as successful Then, send a photo instruction to the camera, and after the received multi-character code page switch result is that the switch fails, continue to send the multi-character code page switch instruction to the electronic price tag, and the number of times the multi-character code page switch instruction is sent to the electronic price tag When the set number of times is reached, but the received multi-character code page switching results are all switching failures, an early warning message is generated to remind the electronic price tag management personnel of the communication between the electronic price tag server and the electronic price tag or that there is a problem with the electronic price tag itself. After receiving the photographing instruction, the camera takes at least one picture of the electronic price tag, and sends the at least one picture to the server, and the server recognizes the identifier of the electronic price tag according to the at least one picture. Since electronic price tag identification during normal working hours may affect the customer's shopping experience, multi-character code identification should be carried out during off-hours or before get off work as far as possible.
在一实施例中,服务器具体用于:In an embodiment, the server is specifically used to:
将所述至少一张图片输入至深度学习模型,识别电子价签的标识。The at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
在一实施例中,深度学习模型采用如下方法训练获得:In one embodiment, the deep learning model is obtained by training using the following method:
获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
提取出历史图片的特征向量;Extract feature vectors of historical pictures;
利用所述特征向量训练深度学习模型。The deep learning model is trained using the feature vector.
具体实施时,常用的深度学习模型包括自动编码器、稀疏编码器、卷积神经网络、RNN和LSTM等等,深度学习模型训练方法大致相似,即上述实施例中的三个步骤,另外,在利用所述特征向量训练深度学习模型时,具体包括:在训练的过程中调整深度学习模型的参数,直至深度学习模型的损失函数满足预设收敛条件,获得训练后的深度学习模型。In specific implementation, commonly used deep learning models include autoencoders, sparse encoders, convolutional neural networks, RNNs, and LSTMs. The training methods for deep learning models are roughly similar, namely the three steps in the above-mentioned embodiment. In addition, When using the feature vector to train the deep learning model, it specifically includes: adjusting the parameters of the deep learning model during the training process until the loss function of the deep learning model meets the preset convergence condition, and the trained deep learning model is obtained.
在一实施例中,深度学习模型采用如下方法训练获得:In one embodiment, the deep learning model is obtained by training using the following method:
获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
将所述历史图片分为训练集数据和测试集数据;Dividing the historical pictures into training set data and test set data;
提取出训练集数据的特征向量;Extract the feature vector of the training set data;
利用训练集数据的特征向量训练深度学习模型,Use the feature vector of the training set data to train the deep learning model,
在训练的过程中调整深度学习模型的参数,直至深度学习模型的损失函数满足预设收敛条件,获得训练后的深度学习模型;Adjust the parameters of the deep learning model during the training process until the loss function of the deep learning model meets the preset convergence conditions to obtain the trained deep learning model;
利用测试集数据对训练后的深度学习模型进行测试;Use the test set data to test the trained deep learning model;
在训练后的深度学习模型的准确率小于预设准确率时,增加训练集数据的数量或者调整训练集数据和测试集数据的比例重新训练,直至训练后的深度学习模型的准确率不小于预设准确率。When the accuracy of the trained deep learning model is less than the preset accuracy, increase the amount of training set data or adjust the ratio of training set data and test set data to retrain until the accuracy of the trained deep learning model is not less than the preset accuracy. Set the accuracy rate.
采用深度学习模块识别电子价签的标识准确率高,效率高。当然,可以理解的是,还可以有其他训练深度学习模型的方式,相关变化例均应落入本发明的保护范围。Using the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency. Of course, it is understandable that there may be other ways of training the deep learning model, and relevant variations should fall within the protection scope of the present invention.
在一实施例中,服务器还用于:In one embodiment, the server is also used to:
查询电子价签上的标识与货架物品的对应关系,确定电子价签对应的物品。Query the corresponding relationship between the identification on the electronic price tag and the items on the shelf, and determine the item corresponding to the electronic price tag.
在上述实施例中,电子价签上的标识与货架物品的对应关系存储在服务器,可通过查询,快速确定电子价签对应的物品。In the above embodiment, the corresponding relationship between the identifier on the electronic price tag and the shelf item is stored in the server, and the item corresponding to the electronic price tag can be quickly determined through query.
综上所述,在本发明实施例提出的电子价签识别系统中,电子价签用于:在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,所述多字码页用于显示电子价签的标识;相机用于:在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器;服务器用于:向电子价签发送多字码页切换指令;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收至少一张图片;根据所述至少一张图片,识别电子价签的标识。在上述过程中,由于多字码页可直接显示电子价签的标识,服务器通过控制相机拍摄多字码页的至少一张图片,可根据所述至少一张图片,快速的识别出电子价签的识别,效率高。另外,采用深度学习模块识别电子价签的标识准确率高,效率高。本系统中采用相机在进行价签多字码检测的时候,只需要在多字码页停留一定时间供拍照即可,耗电量低,安装成本极低,只需要一个相机即可,陈列信息获取实时性强。In summary, in the electronic price tag identification system proposed in the embodiment of the present invention, the electronic price tag is used to switch the current display page to the multi-character code page after receiving the multi-character code page switching instruction sent by the server, The multi-character code page switching result is fed back to the server, the multi-character code page is used to display the identification of the electronic price tag; the camera is used to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and the at least A picture is sent to the server; the server is used to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; According to the at least one picture, the identification of the electronic price tag is recognized. In the above process, since the multi-character code page can directly display the identification of the electronic price tag, the server can quickly identify the electronic price tag based on the at least one picture by controlling the camera to take at least one picture of the multi-character code page Recognition, high efficiency. In addition, the use of the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency. When the camera used in this system performs multi-character price tag detection, it only needs to stay on the multi-character code page for a certain period of time for taking pictures. The power consumption is low, and the installation cost is extremely low. Only one camera is needed to display information. Real-time acquisition is strong.
本发明实施例还提出一种服务器,图3为本发明实施例中服务器的示意图,如图3所示,该服务器包括:The embodiment of the present invention also provides a server. FIG. 3 is a schematic diagram of the server in the embodiment of the present invention. As shown in FIG. 3, the server includes:
第一指令发送模块,用于向电子价签发送多字码页切换指令;The first instruction sending module is used to send a multi-word code page switching instruction to the electronic price tag;
第二指令发送模块,用于在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;The second instruction sending module is used to send a photographing instruction to the camera after the received multi-character code page switching result is that the switching is successful;
接收模块,用于接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;接收相机根据拍照指令拍摄的电子价签的至少一张图片;The receiving module is used for receiving the multi-character code page switching result of the electronic price tag according to the multi-character code page switching instruction, the multi-character code page is used to display the identification of the electronic price tag; receiving the electronic price tag photographed by the camera according to the photographing instruction At least one picture of
识别模块,用于根据所述至少一张图片,识别电子价签的标识。The identification module is used to identify the identification of the electronic price tag according to the at least one picture.
在一实施例中,识别模块具体用于:In an embodiment, the identification module is specifically used for:
将所述至少一张图片输入至深度学习模型,识别电子价签的标识。The at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
在一实施例中,深度学习模型采用如下方法训练获得:In one embodiment, the deep learning model is obtained by training using the following method:
获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
提取出历史图片的特征向量;Extract feature vectors of historical pictures;
利用所述特征向量训练深度学习模型。The deep learning model is trained using the feature vector.
在一实施例中,服务器还包括物品识别模块,用于:In an embodiment, the server further includes an item identification module for:
查询电子价签上的标识与货架物品的对应关系,确定电子价签对应的物品。Query the corresponding relationship between the identification on the electronic price tag and the items on the shelf, and determine the item corresponding to the electronic price tag.
综上所述,在本发明实施例提出的服务器中,第一指令发送模块,用于向电子价签发送多字码页切换指令;第二指令发送模块,用于在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收模块,用于接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;接收相机根据拍照指令拍摄的电子价签的至少一张图片;识别模块,用于根据所述至少一张图片,识别电子价签的标识。在上述过程中,由于多字码页可直接显示电子价签的标识,通过控制相机拍摄多字码页的至少一张图片,可根据所述至少一张图片,快速的识别出电子价签的识别,效率高。采用深度学习模块识别电子价签的标识准确率高,效率高。本系统中采用相机在进行价签多字码检测的时候,只需要在多字码页停留一定时间供拍照即可,耗电量低,安装成本极低,只需要一个相机即可,陈列信息获取实时性强。To sum up, in the server proposed by the embodiment of the present invention, the first instruction sending module is used to send a multi-character code page switching instruction to the electronic price tag; the second instruction sending module is used to send a multi-character code page switching instruction to the electronic price tag; The page switching result is that after the switching is successful, the camera sends a photographing instruction; the receiving module is used to receive the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, and the multi-character code page is used to display the electronic price The identification of the electronic price tag; receiving at least one picture of the electronic price tag taken by the camera according to the photographing instruction; the identification module, which is used to identify the identification of the electronic price tag according to the at least one picture. In the above process, since the multi-character code page can directly display the identification of the electronic price tag, by controlling the camera to take at least one picture of the multi-character code page, the electronic price tag can be quickly identified based on the at least one picture. Recognition, high efficiency. Using the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency. When the camera used in this system performs multi-character price tag detection, it only needs to stay on the multi-character code page for a certain period of time for taking pictures. The power consumption is low, and the installation cost is extremely low. Only one camera is needed to display information. Real-time acquisition is strong.
基于同样的发明构思,本发明实施例还提供了一种电子价签识别方法,如下面的实施例所述。由于这些解决问题的原理与服务器相似,因此电子价签识别方法的实施可以参见服务器的实施,重复之处不在赘述。Based on the same inventive concept, embodiments of the present invention also provide an electronic price tag identification method, as described in the following embodiments. Since these problem-solving principles are similar to those of the server, the implementation of the electronic price tag identification method can refer to the implementation of the server, and the repetition will not be repeated.
图4为本发明实施例中电子价签识别方法的流程图,如图4所示,该方法包括:Fig. 4 is a flowchart of an electronic price tag identification method in an embodiment of the present invention. As shown in Fig. 4, the method includes:
步骤401,向电子价签发送多字码页切换指令;Step 401: Send a multi-character code page switching instruction to the electronic price tag;
步骤402,接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;Step 402: Receive the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, where the multi-character code page is used to display the identification of the electronic price tag;
步骤403,在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令; Step 403, after the received multi-character code page switching result is that the switching is successful, send a photographing instruction to the camera;
步骤404,接收相机根据拍照指令拍摄的电子价签的至少一张图片;Step 404: Receive at least one picture of the electronic price tag taken by the camera according to the photographing instruction;
步骤405,根据所述至少一张图片,识别电子价签的标识。Step 405: Identify the identifier of the electronic price tag according to the at least one picture.
在一实施例中,根据所述至少一张图片,识别电子价签的标识,包括:In one embodiment, identifying the identifier of the electronic price tag according to the at least one picture includes:
将所述至少一张图片输入至深度学习模型,识别电子价签的标识。The at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
在一实施例中,深度学习模型采用如下方法训练获得:In one embodiment, the deep learning model is obtained by training using the following method:
获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
提取出历史图片的特征向量;Extract feature vectors of historical pictures;
利用所述特征向量训练深度学习模型。The deep learning model is trained using the feature vector.
在一实施例中,所述方法还包括:In an embodiment, the method further includes:
查询电子价签上的标识与货架物品的对应关系,确定电子价签对应的物品。Query the corresponding relationship between the identification on the electronic price tag and the items on the shelf, and determine the item corresponding to the electronic price tag.
综上所述,在本发明实施例提出的方法中,向电子价签发送多字码页切换指令;接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收相机根据拍照指令拍摄的电子价签的至少一张图片;根据所述至少一张图片,识别电子价签的标识。在上述过程中,由于多字码页可直接显示电子价签的标识,通过控制相机拍摄多字码页的至少一张图片,可根据所述至少一张图片,快速的识别出电子价签的识别,效率高。采用深度学习模块识别电子价签的标识准确率高,效率高。本系统中采用相机在进行价签多字码检测的时候,只需要在多字码页停留一定时间供拍照即可,耗电量低,安装成本极低,只需要一个相机即可,陈列信息获取实时性强。To sum up, in the method proposed in the embodiment of the present invention, the multi-character code page switching instruction is sent to the electronic price tag; the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction is received. The code page is used to display the identification of the electronic price tag; after the received multi-character code page switching result is successful, send a photo instruction to the camera; receive at least one picture of the electronic price tag taken by the camera according to the photo instruction; The at least one picture identifies the identification of the electronic price tag. In the above process, since the multi-character code page can directly display the identification of the electronic price tag, by controlling the camera to take at least one picture of the multi-character code page, the electronic price tag can be quickly identified based on the at least one picture. Recognition, high efficiency. Using the deep learning module to identify the identification of the electronic price tag has high accuracy and high efficiency. When the camera used in this system performs multi-character price tag detection, it only needs to stay on the multi-character code page for a certain period of time for taking pictures. The power consumption is low, and the installation cost is extremely low. Only one camera is needed to display information. Real-time acquisition is strong.
本领域内的技术人员应明白,本发明的实施例可提供为方法、系统、或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art should understand that the embodiments of the present invention can be provided as a method, a system, or a computer program product. Therefore, the present invention may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware. Moreover, the present invention may adopt the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) containing computer-usable program codes.
本发明是参照根据本发明实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机 程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present invention is described with reference to flowcharts and/or block diagrams of methods, devices (systems), and computer program products according to embodiments of the present invention. It should be understood that each process and/or block in the flowchart and/or block diagram, and the combination of processes and/or blocks in the flowchart and/or block diagram can be implemented by computer program instructions. These computer program instructions can be provided to the processor of a general-purpose computer, a special-purpose computer, an embedded processor, or other programmable data processing equipment to produce a machine, so that the instructions executed by the processor of the computer or other programmable data processing equipment can be used to generate It is a device that realizes the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions can also be stored in a computer-readable memory that can guide a computer or other programmable data processing equipment to work in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture including the instruction device. The device implements the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded on a computer or other programmable data processing equipment, so that a series of operation steps are executed on the computer or other programmable equipment to produce computer-implemented processing, so as to execute on the computer or other programmable equipment. The instructions provide steps for implementing the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
以上所述的具体实施例,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上所述仅为本发明的具体实施例而已,并不用于限定本发明的保护范围,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The specific embodiments described above further describe the purpose, technical solutions and beneficial effects of the present invention in further detail. It should be understood that the above descriptions are only specific embodiments of the present invention and are not intended to limit the scope of the present invention. The scope of protection, any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included in the scope of protection of the present invention.

Claims (11)

  1. 一种电子价签识别系统,其特征在于,包括:An electronic price tag identification system, which is characterized in that it comprises:
    电子价签,用于:在接收到服务器发送的多字码页切换指令后,将当前显示页面切换到多字码页,向服务器反馈多字码页切换结果,所述多字码页用于显示电子价签的标识;The electronic price tag is used for: after receiving the multi-character code page switching instruction sent by the server, switch the current display page to the multi-character code page, and feed back the multi-character code page switching result to the server, and the multi-character code page is used for Display the identification of the electronic price tag;
    相机,用于:在接收到拍照指令后,拍摄电子价签的至少一张图片,将所述至少一张图片发送至服务器;The camera is configured to: after receiving the photographing instruction, take at least one picture of the electronic price tag, and send the at least one picture to the server;
    服务器,用于:向电子价签发送多字码页切换指令;在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;接收至少一张图片;根据所述至少一张图片,识别电子价签的标识。The server is configured to: send a multi-character code page switching instruction to the electronic price tag; after the received multi-character code page switching result is successful, send a photographing instruction to the camera; receive at least one picture; according to the at least one Picture to identify the logo of the electronic price tag.
  2. 如权利要求1所述的电子价签识别系统,其特征在于,服务器具体用于:The electronic price tag identification system according to claim 1, wherein the server is specifically configured to:
    将所述至少一张图片输入至深度学习模型,识别电子价签的标识。The at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
  3. 如权利要求2所述的电子价签识别系统,其特征在于,深度学习模型采用如下方法训练获得:The electronic price tag recognition system according to claim 2, wherein the deep learning model is obtained by training using the following method:
    获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
    提取出历史图片的特征向量;Extract feature vectors of historical pictures;
    利用所述特征向量训练深度学习模型。The deep learning model is trained using the feature vector.
  4. 如权利要求1所述的电子价签识别系统,其特征在于,服务器还用于:The electronic price tag identification system according to claim 1, wherein the server is further used for:
    查询电子价签上的标识与货架物品的对应关系,确定电子价签对应的物品。Query the corresponding relationship between the identification on the electronic price tag and the items on the shelf, and determine the item corresponding to the electronic price tag.
  5. 一种服务器,其特征在于,包括:A server, characterized in that it comprises:
    第一指令发送模块,用于向电子价签发送多字码页切换指令;The first instruction sending module is used to send a multi-word code page switching instruction to the electronic price tag;
    第二指令发送模块,用于在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;The second instruction sending module is used to send a photographing instruction to the camera after the received multi-character code page switching result is that the switching is successful;
    接收模块,用于接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;接收相机根据拍照指令拍摄的电子价签的至少一张图片;The receiving module is used for receiving the multi-character code page switching result of the electronic price tag according to the multi-character code page switching instruction, the multi-character code page is used to display the identification of the electronic price tag; receiving the electronic price tag photographed by the camera according to the photographing instruction At least one picture of
    识别模块,用于根据所述至少一张图片,识别电子价签的标识。The identification module is used to identify the identification of the electronic price tag according to the at least one picture.
  6. 如权利要求5所述的服务器,其特征在于,识别模块具体用于:The server according to claim 5, wherein the identification module is specifically used for:
    将所述至少一张图片输入至深度学习模型,识别电子价签的标识。The at least one picture is input into the deep learning model to identify the identification of the electronic price tag.
  7. 如权利要求6所述的服务器,其特征在于,深度学习模型采用如下方法训练获得:The server according to claim 6, wherein the deep learning model is obtained by training using the following method:
    获得电子价签的多字码页的历史图片;Obtain historical pictures of the multi-character code page of the electronic price tag;
    提取出历史图片的特征向量;Extract feature vectors of historical pictures;
    利用所述特征向量训练深度学习模型。The deep learning model is trained using the feature vector.
  8. 如权利要求6所述的服务器,其特征在于,还包括物品识别模块,用于:8. The server of claim 6, further comprising an item identification module, configured to:
    查询电子价签上的标识与货架物品的对应关系,确定电子价签对应的物品。Query the corresponding relationship between the identification on the electronic price tag and the items on the shelf, and determine the item corresponding to the electronic price tag.
  9. 一种电子价签识别方法,其特征在于,包括:An electronic price tag identification method, which is characterized in that it comprises:
    向电子价签发送多字码页切换指令;Send a multi-character code page switching instruction to the electronic price tag;
    接收电子价签根据多字码页切换指令反馈的多字码页切换结果,所述多字码页用于显示电子价签的标识;Receiving the multi-character code page switching result fed back by the electronic price tag according to the multi-character code page switching instruction, where the multi-character code page is used to display the identification of the electronic price tag;
    在接收到的多字码页切换结果为切换成功后,向相机发送拍照指令;After the received multi-character code page switching result is that the switching is successful, send a photographing instruction to the camera;
    接收相机根据拍照指令拍摄的电子价签的至少一张图片;Receive at least one picture of the electronic price tag taken by the camera according to the camera instruction;
    根据所述至少一张图片,识别电子价签的标识。According to the at least one picture, the identification of the electronic price tag is recognized.
  10. 一种计算机设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时实现权利要求9所述方法。A computer device, comprising a memory, a processor, and a computer program stored on the memory and running on the processor, wherein the processor implements the method of claim 9 when the computer program is executed.
  11. 一种计算机可读存储介质,其特征在于,所述计算机可读存储介质存储有执行权利要求9所述方法的计算机程序。A computer-readable storage medium, wherein the computer-readable storage medium stores a computer program for executing the method of claim 9.
PCT/CN2019/112723 2019-10-23 2019-10-23 Electronic shelf label identification system and method, and server WO2021077321A1 (en)

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