WO2019080674A1 - Self-service checkout device, method, apparatus, medium and electronic device - Google Patents

Self-service checkout device, method, apparatus, medium and electronic device

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Publication number
WO2019080674A1
WO2019080674A1 PCT/CN2018/106540 CN2018106540W WO2019080674A1 WO 2019080674 A1 WO2019080674 A1 WO 2019080674A1 CN 2018106540 W CN2018106540 W CN 2018106540W WO 2019080674 A1 WO2019080674 A1 WO 2019080674A1
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WO
WIPO (PCT)
Prior art keywords
item
settled
self
information
settlement
Prior art date
Application number
PCT/CN2018/106540
Other languages
French (fr)
Chinese (zh)
Inventor
周鸣
陈宇
王永杰
冯亦军
刘强
翁志
Original Assignee
北京京东尚科信息技术有限公司
北京京东世纪贸易有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 北京京东尚科信息技术有限公司, 北京京东世纪贸易有限公司 filed Critical 北京京东尚科信息技术有限公司
Publication of WO2019080674A1 publication Critical patent/WO2019080674A1/en

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Classifications

    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07GREGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
    • G07G1/00Cash registers
    • G07G1/0036Checkout procedures
    • G07G1/0045Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader
    • G07G1/0054Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader with control of supplementary check-parameters, e.g. weight or number of articles
    • G07G1/0072Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader with control of supplementary check-parameters, e.g. weight or number of articles with means for detecting the weight of the article of which the code is read, for the verification of the registration
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/22Matching criteria, e.g. proximity measures
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07GREGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
    • G07G1/00Cash registers
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07GREGISTERING THE RECEIPT OF CASH, VALUABLES, OR TOKENS
    • G07G1/00Cash registers
    • G07G1/0036Checkout procedures
    • G07G1/0045Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader
    • G07G1/009Checkout procedures with a code reader for reading of an identifying code of the article to be registered, e.g. barcode reader or radio-frequency identity [RFID] reader the reader being an RFID reader

Definitions

  • the present invention relates to the field of computer technologies, and in particular, to a self-service settlement device, method, device, medium, and electronic device.
  • a self-service settlement device comprising: a settlement station, wherein the settlement station is provided with a commodity placement area; and a weighing device is disposed on the settlement desk for settlement The product is weighed; the identification device is disposed on the settlement counter for identifying information of the item to be settled; the processor is electrically connected to the weighing device and the identification device for use according to the weighing device The obtained weight information and the recognition result of the identification device generate settlement information; and an output device electrically connected to the processor for outputting the settlement information.
  • the identification device includes: at least one image acquisition device, configured to collect image information of the commodity to be settled, and transmit the acquired image information to the processor.
  • the image collection area formed by the at least one image acquisition device covers the item placement area.
  • the output device is disposed on the settlement table by a bracket extending from the carrier corresponding to the commodity placement area, the at least one image acquisition The device is disposed on the carrier.
  • the identification device includes: a radio frequency identifier, configured to identify a radio frequency tag set on the commodity to be settled to obtain information of the commodity to be settled.
  • the identification device includes: a barcode identifier, configured to identify a barcode set on the commodity to be settled to obtain information of the commodity to be settled.
  • the output device includes: a display device disposed on the settlement station for displaying the settlement information; and/or an audio playback device, The settlement information is played by voice.
  • a self-service settlement method which is applied to the self-service settlement device according to the first aspect of the present invention, the self-service settlement method includes: when the goods to be settled are placed in the settlement area Identifying whether the item to be settled is a product of a target type; if the item to be settled is an item of the target type, identifying the quantity of the item to be settled and acquiring the unit price of the item to be settled, according to the The settlement information is generated by the quantity and the unit price of the goods to be settled; if the goods to be settled are not the goods of the target type, the type of the goods to be settled is identified and the weight of the goods to be settled is obtained, according to the goods to be settled The type and weight of the settlement information is generated.
  • identifying whether the item to be settled is a target type of item comprises: determining whether information of the item to be settled can be identified by a radio frequency identifier and/or a barcode identifier If the information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier, it is determined that the item to be settled is the item of the target type.
  • identifying whether the item to be settled is a target type of item comprises: collecting an image including the item to be settled by an image collection device; and identifying the to-be-according according to the image The type of the settled item; determining, based on the identified type, whether the item to be settled is the item of the target type.
  • identifying the category of the item to be settled according to the image according to the foregoing solution comprising: identifying item information in the image based on a target detection technology; performing feature encoding on the item information, Obtaining the feature of the commodity to be settled; comparing the feature of the commodity to be settled with the pre-stored feature to determine the type of the commodity to be settled.
  • the feature information is encoded according to the foregoing solution to obtain the feature of the commodity to be settled, including: separately encoding the commodity information by using a plurality of deep neural networks. Obtaining a plurality of coding results; splicing the plurality of coding results to obtain features of the commodity to be settled.
  • comparing the feature of the item to be settled with the pre-stored feature to determine the type of the item to be settled includes: calculating a feature of the item to be settled a distance from the pre-stored feature; a feature in which a distance between the pre-stored feature and the feature of the item to be settled is less than a predetermined threshold is used as a matching target feature; and a product type corresponding to the target feature is used as The type of the item to be settled.
  • the item information in the image is identified based on the Faster-RCNN algorithm.
  • the self-service settlement method further includes: outputting the settlement information.
  • a self-service settlement device which is applied to the self-service settlement device according to the first aspect of the above embodiment, the self-service settlement device comprising: an identification unit, configured to: When the settlement area is placed, the first processing unit is configured to identify the quantity of the goods to be settled when the goods to be settled are the goods of the target type, and Obtaining the unit price of the goods to be settled, generating settlement information according to the quantity and unit price of the goods to be settled; and the second processing unit, configured to identify the to-be-settled when the goods to be settled are not the goods of the target type The type of the product is obtained, and the weight of the item to be settled is acquired, and settlement information is generated according to the type and weight of the item to be settled.
  • a computer readable medium having stored thereon a computer program, the program being executed by a processor to implement the self-service settlement method as described in the first aspect of the above embodiments.
  • an electronic device comprising: one or more processors; storage means for storing one or more programs when the one or more programs are When executed by the plurality of processors, the one or more processors are caused to implement the self-service settlement method as described in the first aspect of the above embodiments.
  • the self-service settlement device since the self-service settlement device includes the weighing device and the identification device, when the item to be settled is placed in the item placement area on the settlement counter, if the identification device identifies the item to be settled For the standard product, the settlement can be directly performed. If the identification device recognizes that the goods to be settled are non-standard products, the weight information can be obtained by the weighing device to perform settlement according to the weight information. It can be seen that the self-checkout device in the embodiment of the present invention can not only settle the standard product, but also can settle the non-standard product, improve the applicable scope of the self-service settlement, and is beneficial to improving the self-service settlement experience of the user.
  • the item to be settled when the item to be settled is placed in the settlement area, it is identified whether the item to be settled is a target type of product (eg, whether it is a standard product), if the item to be settled is a target type
  • the item is generated based on the quantity and unit price of the item to be settled, and if the item to be settled is not the item of the target type, the settlement information is generated according to the weight and type of the item to be settled, so that different types of goods (such as standards) can be generated.
  • Both non-standard products can automatically generate billing information, which improves the scope of self-checkout and helps improve the user's self-checkout experience.
  • FIG. 1 is a block diagram showing the structure of a self-checkout device according to a first embodiment of the present invention
  • FIG. 2 is a schematic view showing a setting position of a camera according to an embodiment of the present invention.
  • FIG. 3 is a block diagram showing the structure of a self-checkout device according to a second embodiment of the present invention.
  • FIG. 4 is a flow chart schematically showing a self-checkout method according to an embodiment of the present invention.
  • FIG. 5 is a view schematically showing a flowchart for identifying a kind of an item to be settled based on an image according to an embodiment of the present invention
  • Figure 6 is a schematic block diagram of a self-service settlement device in accordance with an embodiment of the present invention.
  • Figure 7 shows a block diagram of a computer system suitable for use in implementing an electronic device in accordance with an embodiment of the present invention.
  • Fig. 1 is a block diagram showing the structure of a self-checkout apparatus according to a first embodiment of the present invention.
  • the self-checkout device includes a settlement station 11 on which a commodity placement area 111 is provided, and a settlement device 11 is provided with a weighing device and an identification device.
  • the weighing device is preferably disposed in the product placement area 111, so that the goods to be settled are easily weighed.
  • the identification device is used to identify information of the item to be settled.
  • the self-checkout device further includes: a processor and an output device.
  • the processor is electrically connected to the weighing device and the identification device, and configured to generate settlement information according to the weight information obtained by the weighing device and the recognition result of the identification device; the output device is electrically connected to the processor, Used to output the settlement information.
  • the above output device may be a display device 16, which is used to display settlement information, and the display device 16 is disposed on the settlement table 11 via the cradle 14.
  • the output device may also include an audio playback device that can be used to play settlement information.
  • the identification device may include a radio frequency identifier for identifying a radio frequency tag set on the item to be settled to obtain information of the item to be settled.
  • the radio frequency identifier may be disposed at the area 13 below the display device 16, such that when the item to be settled is placed on the item placement area 111, the radio frequency identifier can conveniently identify the item to be settled. Information.
  • the identification device may further comprise at least one image acquisition device for collecting image information of the item to be settled.
  • the image acquisition device can be a camera.
  • the image collection area formed by the at least one image acquisition device may cover the commodity placement area 111 to facilitate collecting the product image placed in the commodity placement area 111.
  • the carrier 14 corresponding to the product placement area 111 is extended on the bracket 14, and the at least one image capturing device is disposed on the carrying portion 15.
  • the at least one image capturing device is disposed on the carrying portion 15.
  • four cameras 12 may be disposed on the carrying portion 15 for collecting image information of the goods to be settled.
  • the number of cameras may be adjusted according to actual needs, and a camera may be disposed on the settlement table 11 to perform all-round shooting of the goods to be settled.
  • a separate stand for placing the image capture device can be provided.
  • the identification device may further include: a barcode identifier, configured to identify a barcode set on the commodity to be settled to obtain information of the commodity to be settled.
  • the self-checkout device can also be set to be portable, as shown in FIG. 3, which can improve the flexibility of the self-checkout device.
  • FIG. 4 is a flow chart schematically showing a self-checkout method according to an embodiment of the present invention, which can be applied to the self-checkout device described in the above embodiment.
  • a self-checkout method includes:
  • Step S402 when the item to be settled is placed in the settlement area, it is identified whether the item to be settled is an item of the target type.
  • the target type of goods is an item that can be settled without weighing, such as a packaged standard having a bar code or a radio frequency tag.
  • the present invention proposes the following identification schemes for identifying whether the goods to be settled are of a target type:
  • Determining whether the information of the commodity to be settled can be recognized by the radio frequency identifier; if the information of the commodity to be settled can be identified by the radio frequency identifier, determining that the commodity to be settled is the commodity of the target type.
  • the identification scheme 1 it is necessary to set a radio frequency tag on the commodity, so that the RFID reader can be used to identify whether the commodity to be settled is a target type of commodity.
  • Determining whether the information of the item to be settled can be recognized by the barcode identifier if the information of the item to be settled can be identified by the barcode identifier, determining that the item to be settled is the item of the target type.
  • identifying the type of the commodity to be settled according to the image includes the following steps:
  • Step S501 identifying the commodity information in the image based on the target detection technology.
  • the target detection technique requires the construction of a corresponding distance function to capture the corresponding features for detection. For example, if the goal is to recognize a human face, then you need to construct a distance function to enhance the appropriate features (such as hair color, face, etc.); and if the target is to recognize the gesture, then you need to construct a distance function that captures the similarity of the pose.
  • the distance function can be manually constructed by selecting the appropriate features for a particular task.
  • this method requires a lot of manual input, and there is also a problem that the adaptability to the data change is not strong.
  • embodiments of the present invention employ a metric learning alternative as an alternative to learning the metric distance function for a particular task from the master based on different tasks.
  • Metric Learning is the similarity learning that is often said. If it is necessary to calculate the similarity between two pictures, how to measure the similarity between the pictures is such that the similarity of the pictures of different categories is small and the pictures of the same category are similar (maximize the inter-class variations and minimize the intra-class variations ) is to measure the goal of learning.
  • the Faster-RCNN may be used for commodity detection, and the Faster-RCNN is composed of an RPN (Region Proposal Network) and an RCNN (Region CNN), and the RPN output may be the position and size of the object of interest.
  • the RCNN classifies each candidate location.
  • RPN and RCNN are essentially Convolutional Neural Network (CNN), but they share the feature extraction layer, so Faster-RCNN is highly efficient, with the help of GPU (Graphics Processing Unit). Can do it in real time.
  • Step S502 feature encoding the product information to obtain the feature of the commodity to be settled.
  • step S502 includes: separately encoding the commodity information by using a plurality of depth neural networks to obtain a plurality of encoding results; and splicing the plurality of encoding results to obtain a Describe the characteristics of the settled item.
  • the detection result of step S501 is a rectangular frame including the item to be settled, so the purpose of step S502 is to feature-encode the image information in the rectangular frame.
  • the two neural network models, softmax loss and triplet loss can be trained, and then the commodity information is feature-coded based on the training result.
  • embodiments of the invention are not limited thereto, and other neural network models may also be employed.
  • Step S503 comparing the feature of the commodity to be settled with the pre-stored feature to determine the type of the commodity to be settled.
  • step S503 includes: calculating a distance between a feature of the item to be settled and a pre-stored feature; and a distance between a feature of the pre-stored feature and a feature of the item to be settled A feature that is less than a predetermined threshold is used as the matched target feature; the product category corresponding to the target feature is used as the type of the commodity to be settled.
  • the type of goods to be settled may be identified by a SKU (Stock Keeping Unit, which has been extended to the abbreviation of the product uniform number, and each product has a unique SKU number). If there is no match to the target feature, the algorithm returns null.
  • SKU Stock Keeping Unit
  • the self-service settlement method shown further includes:
  • Step S404 If the item to be settled is the item of the target type, identify the quantity of the item to be settled and obtain the unit price of the item to be settled, and generate settlement information according to the quantity and unit price of the item to be settled.
  • the number of items to be settled may be identified by an image capture device, such as a camera.
  • the unit price of the goods to be settled can be determined based on the identified product information.
  • Step S406 If the item to be settled is not the item of the target type, identify the type of the item to be settled and obtain the weight of the item to be settled, and generate settlement information according to the type and weight of the item to be settled.
  • the settlement information may be output.
  • the settlement information is displayed, for example, by the display device, and/or played by the audio playback device.
  • the settlement information can also be sent to a designated device, such as a user's mobile phone.
  • the weighing platform obtains the weight information and triggers the image collecting device to collect the image information of the commodity.
  • the image collection device set at different positions uploads the collected image information to the background for algorithm processing, and returns the identified product SKU.
  • the background also accepts the recognition result of RFID (Radio Frequency Identification) reader.
  • RFID Radio Frequency Identification
  • the RFID has a result
  • the purchased item can be displayed directly on the display.
  • the algorithm for image processing returns a result (ie, returns the SKU of the item)
  • distinguish whether the SKU is a standard product or a non-standard product if it is a standard product, the number of SKUs is returned according to the algorithm result, and is settled by quantity and unit price; Standard products are settled based on weight information.
  • the scan code identification settlement is directly performed.
  • the image processing scheme proposed in the self-checkout method of the above embodiment of the present invention has a fast recognition speed for goods and a high recognition rate.
  • the self-settlement method in the embodiment of the present invention supports the identification and settlement of standard products and non-standard products, and supports RFID, barcode, image recognition and settlement, and has wide application range, which is beneficial to improving the settlement experience of users.
  • Fig. 6 schematically shows a block diagram of a self-checkout device that can be applied to a self-checkout device as described in the above embodiments, in accordance with an embodiment of the present invention.
  • a self-checkout apparatus 600 includes an identification unit 602, a first processing unit 604, and a second processing unit 606.
  • the identifying unit 602 is configured to identify, when the item to be settled is placed in the settlement area, whether the item to be settled is an item of a target type;
  • the first processing unit 604 is configured to: when the item to be settled is the target type When the product is in use, the quantity of the goods to be settled is identified and the unit price of the item to be settled is obtained, and the settlement information is generated according to the quantity and unit price of the item to be settled;
  • the second processing unit 606 is configured to: When the target type of product is described, the type of the item to be settled is identified and the weight of the item to be settled is acquired, and settlement information is generated according to the type and weight of the item to be settled.
  • the identification unit 602 is configured to: determine whether information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier; if by radio frequency identifier and/or The barcode identifier can identify the information of the item to be settled, and then determine that the item to be settled is the item of the target type.
  • the identification unit 602 is configured to: collect an image including the item to be settled by an image collection device; identify a category of the item to be settled according to the image; Kind, determining whether the item to be settled is an item of the target type.
  • the identifying unit 602 includes: an executing unit, configured to identify item information in the image based on a target detection technology; and a feature encoding unit configured to perform feature encoding on the item information And obtaining a feature of the item to be settled; a determining unit, configured to compare the feature of the item to be settled with the pre-stored feature to determine the type of the item to be settled.
  • the feature coding unit is configured to separately perform feature coding on the commodity information through a plurality of deep neural networks to obtain a plurality of coding results; The result is spliced to obtain the characteristics of the item to be settled.
  • the determining unit is configured to: calculate a distance between a feature of the item to be settled and a pre-stored feature; and store the pre-stored feature with the item to be settled The feature that the distance between the features is less than the predetermined threshold is used as the matched target feature; the product category corresponding to the target feature is used as the category of the commodity to be settled.
  • the recognition unit 602 identifies the item information in the image based on the Faster-RCNN algorithm.
  • the self-service settlement device 600 further includes: an output unit, configured to output the settlement information.
  • FIG. 7 a block diagram of a computer system 700 suitable for use in implementing an electronic device in accordance with an embodiment of the present invention is shown.
  • the computer system 700 of the electronic device shown in FIG. 7 is merely an example and should not impose any limitation on the function and scope of use of the embodiments of the present invention.
  • computer system 700 includes a central processing unit (CPU) 701 that can be loaded into a program in random access memory (RAM) 703 according to a program stored in read only memory (ROM) 702 or from storage portion 708. And perform various appropriate actions and processes.
  • RAM random access memory
  • ROM read only memory
  • RAM 703 various programs and data required for system operation are also stored.
  • the CPU 701, the ROM 702, and the RAM 703 are connected to each other through a bus 704.
  • An input/output (I/O) interface 705 is also coupled to bus 704.
  • the following components are connected to the I/O interface 705: an input portion 706 including a keyboard, a mouse, etc.; an output portion 707 including a cathode ray tube (CRT), a liquid crystal display (LCD), and the like, and a speaker; a storage portion 708 including a hard disk or the like And a communication portion 709 including a network interface card such as a LAN card, a modem, or the like.
  • the communication section 709 performs communication processing via a network such as the Internet.
  • Driver 710 is also connected to I/O interface 705 as needed.
  • a removable medium 711 such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory or the like, is mounted on the drive 710 as needed so that a computer program read therefrom is installed into the storage portion 708 as needed.
  • an embodiment of the invention includes a computer program product comprising a computer program carried on a computer readable medium, the computer program comprising program code for executing the method illustrated in the flowchart.
  • the computer program can be downloaded and installed from the network via communication portion 709, and/or installed from removable media 711.
  • the central processing unit (CPU) 701 the above-described functions defined in the system of the present application are executed.
  • the computer readable medium shown in the present invention may be a computer readable signal medium or a computer readable storage medium or any combination of the two.
  • the computer readable storage medium can be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the above. More specific examples of computer readable storage media may include, but are not limited to, electrical connections having one or more wires, portable computer disks, hard disks, random access memory (RAM), read only memory (ROM), erasable Programmable read only memory (EPROM or flash memory), optical fiber, portable compact disk read only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the foregoing.
  • a computer readable storage medium may be any tangible medium that can contain or store a program, which can be used by or in connection with an instruction execution system, apparatus or device.
  • a computer readable signal medium may include a data signal that is propagated in the baseband or as part of a carrier, in which computer readable program code is carried. Such propagated data signals can take a variety of forms including, but not limited to, electromagnetic signals, optical signals, or any suitable combination of the foregoing.
  • the computer readable signal medium can also be any computer readable medium other than a computer readable storage medium, which can transmit, propagate, or transport a program for use by or in connection with the instruction execution system, apparatus, or device.
  • Program code embodied on a computer readable medium can be transmitted by any suitable medium, including but not limited to wireless, wire, fiber optic cable, RF, etc., or any suitable combination of the foregoing.
  • each block of the flowchart or block diagrams can represent a module, a program segment, or a portion of code that includes one or more Executable instructions.
  • the functions noted in the blocks may also occur in a different order than that illustrated in the drawings. For example, two successively represented blocks may in fact be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending upon the functionality involved.
  • each block of the block diagrams or flowcharts, and combinations of blocks in the block diagrams or flowcharts can be implemented by a dedicated hardware-based system that performs the specified function or operation, or can be used A combination of dedicated hardware and computer instructions is implemented.
  • the units involved in the embodiments of the present invention may be implemented by software or by hardware, and the described units may also be disposed in the processor.
  • the names of these units do not in any way constitute a limitation on the unit itself.
  • the present application further provides a computer readable medium, which may be included in an electronic device described in the above embodiments, or may be separately present without being assembled into the electronic device.
  • the computer readable medium carries one or more programs that, when executed by one of the electronic devices, cause the electronic device to implement the self-service settlement method as described in the above embodiments.
  • the electronic device may implement, as shown in FIG. 4, step S402, when the item to be settled is placed in the settlement area, identify whether the item to be settled is a product of a target type; and step S404, if the item to be settled If the product is the product of the target type, the quantity of the item to be settled is identified, and the unit price of the item to be settled is obtained, and settlement information is generated according to the quantity and unit price of the item to be settled; and step S406, if the item is to be settled If the product is not the target type of product, the type of the item to be settled is identified and the weight of the item to be settled is obtained, and settlement information is generated according to the type and weight of the item to be settled.
  • the electronic device can implement various steps as shown in FIG.
  • the technical solution according to the embodiment of the present invention may be embodied in the form of a software product, which may be stored in a non-volatile storage medium (which may be a CD-ROM, a USB flash drive, a mobile hard disk, etc.) or on a network.
  • a non-volatile storage medium which may be a CD-ROM, a USB flash drive, a mobile hard disk, etc.
  • a number of instructions are included to cause a computing device (which may be a personal computer, server, touch terminal, or network device, etc.) to perform a method in accordance with an embodiment of the present invention.

Abstract

A self-service checkout device, method, apparatus, medium and electronic device, the self-service checkout method comprising: identifying whether an item to be checked out is an item of a target type when the item to be checked out is placed in a checkout area (S402); if the item to be checked out is an item of the target type, then identifying the quantity of the item to be checked out, acquiring the unit price of the item to be checked out, and generating checkout information according to the quantity and the unit price of the item to be checked out (S404); if the item to be checked out is not an item of the target type, then identifying the category of the item to be checked out, acquiring the weight of the item to be checked out, and generating checkout information according to the category and the weight of the item to be checked out (S406). The present technical solution improves the range of application of self-service checkout and is beneficial in improving the self-service checkout experience of users.

Description

自助结算设备、方法、装置、介质及电子设备Self-service settlement equipment, methods, devices, media and electronic devices
本公开要求申请日为2017年10月23日、申请号为CN201710994598.4、发明创造名称为《自助结算设备、方法、装置、介质及电子设备》的发明专利申请的优先权。The present disclosure claims the priority of the invention patent application whose application date is October 23, 2017, the application number is CN201710994598.4, and the invention creation name is "self-checkout device, method, device, medium and electronic device".
技术领域Technical field
本发明涉及计算机技术领域,具体而言,涉及一种自助结算设备、方法、装置、介质及电子设备。The present invention relates to the field of computer technologies, and in particular, to a self-service settlement device, method, device, medium, and electronic device.
背景技术Background technique
传统的线下零售通常采用有人收银台的模式进行结算,主要包括收银员扫码、出票、付款等流程。在这种方案中,一个收银台需要一个收银员,人力成本较高。随着新零售概念的提出,市面上目前出现了自助结算机,这种自助结算机需要顾客自己操作扫码枪扫描商品背面的条形码,虽然解放了收银员,降低了人力成本,但扫码对顾客操作熟练程度要求偏高,影响了自助结算的效率。同时,顾客自助扫码只适用于标准品的结算,而对于非标准品,如水果、蔬菜等需要称重结算的商品并不支持。Traditional offline retailing is usually settled by a cashier model, which mainly includes cashier scanning, ticketing, payment and other processes. In this scenario, a cashier needs a cashier and the labor costs are higher. With the introduction of the new retail concept, there is a self-service settlement machine on the market. This self-service settlement machine requires the customer to operate the scan code gun to scan the barcode on the back of the product. Although the cashier is liberated and the labor cost is reduced, the scan code pair The customer's operational proficiency requirements are high, which affects the efficiency of self-checkout. At the same time, the customer self-scanning code is only applicable to the settlement of standard products, but it is not supported for non-standard products such as fruits and vegetables that need to be weighed and settled.
因此,如何能够提高自助结算的适用范围,进而提升用户的自助结算体验成为亟待解决的技术问题。Therefore, how to improve the scope of self-checkout and improve the self-service settlement experience of users has become a technical problem to be solved.
需要说明的是,在上述背景技术部分公开的信息仅用于加强对本发明的背景的理解,因此可以包括不构成对本领域普通技术人员已知的现有技术的信息。It should be noted that the information disclosed in the Background section above is only for enhancement of understanding of the background of the invention, and thus may include information that does not constitute the prior art known to those of ordinary skill in the art.
发明内容Summary of the invention
本发明的目的在于提供一种自助结算设备、方法、装置、介质及电子设备,进而至少在一定程度上克服由于相关技术的限制和缺陷而导致的一个或者多个问题。It is an object of the present invention to provide a self-checkout device, method, apparatus, medium, and electronic device that overcomes at least some of the problems due to limitations and disadvantages of the related art.
本发明的其他特性和优点将通过下面的详细描述变得显然,或部分地通过本发明的实践而习得。Other features and advantages of the present invention will be apparent from the description and appended claims.
根据本发明实施例的第一方面,提供了一种自助结算设备,包括:结算台,所述结算台上设置有商品放置区域;称重设备,设置在所述结算台上,用于对待结算商品进行称重;识别设备,设置在所述结算台上,用于识别待结算商品的信息;处理器,与所述称重设备和所述识别设备电连接,用于根据所述称重设备获得的重量信息和所述识别设备的识别结果,生成结算信息;输出设备,电连接至所述处理器,用于输出所述结算信息。According to a first aspect of the present invention, a self-service settlement device is provided, comprising: a settlement station, wherein the settlement station is provided with a commodity placement area; and a weighing device is disposed on the settlement desk for settlement The product is weighed; the identification device is disposed on the settlement counter for identifying information of the item to be settled; the processor is electrically connected to the weighing device and the identification device for use according to the weighing device The obtained weight information and the recognition result of the identification device generate settlement information; and an output device electrically connected to the processor for outputting the settlement information.
在本发明的一些实施例中,基于前述方案,所述识别设备包括:至少一个图像采集设备,用于采集所述待结算商品的图像信息,并将采集的图像信息传输至所述处理器。In some embodiments of the present invention, based on the foregoing aspect, the identification device includes: at least one image acquisition device, configured to collect image information of the commodity to be settled, and transmit the acquired image information to the processor.
在本发明的一些实施例中,基于前述方案,所述至少一个图像采集设备形成的图像采集区域覆盖所述商品放置区域。In some embodiments of the present invention, based on the foregoing aspect, the image collection area formed by the at least one image acquisition device covers the item placement area.
在本发明的一些实施例中,基于前述方案,所述输出设备通过支架设置在所述结算台上,所述支架上延伸出对应于所述商品放置区域的承载部,所述至少一个图像采集设备设置在所述承载部上。In some embodiments of the present invention, based on the foregoing aspect, the output device is disposed on the settlement table by a bracket extending from the carrier corresponding to the commodity placement area, the at least one image acquisition The device is disposed on the carrier.
在本发明的一些实施例中,基于前述方案,所述识别设备包括:射频识别器,用于识别所述待结算商品上设置的射频标签,以得到所述待结算商品的信息。In some embodiments of the present invention, based on the foregoing solution, the identification device includes: a radio frequency identifier, configured to identify a radio frequency tag set on the commodity to be settled to obtain information of the commodity to be settled.
在本发明的一些实施例中,基于前述方案,所述识别设备包括:条码识别器,用于识别所述待结算商品上设置的条码,以得到所述待结算商品的信息。In some embodiments of the present invention, based on the foregoing solution, the identification device includes: a barcode identifier, configured to identify a barcode set on the commodity to be settled to obtain information of the commodity to be settled.
在本发明的一些实施例中,基于前述方案,所述输出设备包括:显示设备,所述显示设备设置在所述结算台上,用于显示所述结算信息;和/或音频播放设备,用于通过语音的方式播放所述结算信息。In some embodiments of the present invention, based on the foregoing aspect, the output device includes: a display device disposed on the settlement station for displaying the settlement information; and/or an audio playback device, The settlement information is played by voice.
根据本发明实施例的第二方面,提供了一种自助结算方法,应用于如上述实施例中第一方面所述的自助结算设备,该自助结算方法包括:在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;若所述待结算商品是所述目标类型的商品,则识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;若所述待结算商品不是所述目标类型的商品,则识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。According to a second aspect of the embodiments of the present invention, a self-service settlement method is provided, which is applied to the self-service settlement device according to the first aspect of the present invention, the self-service settlement method includes: when the goods to be settled are placed in the settlement area Identifying whether the item to be settled is a product of a target type; if the item to be settled is an item of the target type, identifying the quantity of the item to be settled and acquiring the unit price of the item to be settled, according to the The settlement information is generated by the quantity and the unit price of the goods to be settled; if the goods to be settled are not the goods of the target type, the type of the goods to be settled is identified and the weight of the goods to be settled is obtained, according to the goods to be settled The type and weight of the settlement information is generated.
在本发明的一些实施例中,基于前述方案,识别所述待结算商品是否为目标类型的商品,包括:判断通过射频识别器和/或条码识别器是否能够识别到所述待结算商品的信息;若通过射频识别器和/或条码识别器能够识别到所述待结算商品的信息,则确定所述待结算商品为所述目标类型的商品。In some embodiments of the present invention, based on the foregoing solution, identifying whether the item to be settled is a target type of item comprises: determining whether information of the item to be settled can be identified by a radio frequency identifier and/or a barcode identifier If the information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier, it is determined that the item to be settled is the item of the target type.
在本发明的一些实施例中,基于前述方案,识别所述待结算商品是否为目标类型的商品,包括:通过图像采集设备采集包含所述待结算商品的图像;根据所述图像识别所述待结算商品的种类;根据识别到的种类,确定所述待结算商品是否为所述目标类型的商品。In some embodiments of the present invention, based on the foregoing solution, identifying whether the item to be settled is a target type of item comprises: collecting an image including the item to be settled by an image collection device; and identifying the to-be-according according to the image The type of the settled item; determining, based on the identified type, whether the item to be settled is the item of the target type.
在本发明的一些实施例中,基于前述方案,根据所述图像识别所述待结算商品的种类,包括:基于目标检测技术识别所述图像中的商品信息;对所述商品信息进行特征编码,以得到所述待结算商品的特征;将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类。In some embodiments of the present invention, identifying the category of the item to be settled according to the image according to the foregoing solution, comprising: identifying item information in the image based on a target detection technology; performing feature encoding on the item information, Obtaining the feature of the commodity to be settled; comparing the feature of the commodity to be settled with the pre-stored feature to determine the type of the commodity to be settled.
在本发明的一些实施例中,基于前述方案,对所述商品信息进行特征编码,以得到所述待结算商品的特征,包括:通过多个深度神经网络分别对所述商品信息进行特征编码,以得到多个编码结果;将所述多个编码结果进行拼接,以得到所述待结算商品的特征。In some embodiments of the present invention, the feature information is encoded according to the foregoing solution to obtain the feature of the commodity to be settled, including: separately encoding the commodity information by using a plurality of deep neural networks. Obtaining a plurality of coding results; splicing the plurality of coding results to obtain features of the commodity to be settled.
在本发明的一些实施例中,基于前述方案,将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类,包括:计算所述待结算商品的特征与预存储的特征之间的距离;将预存储的特征中与所述待结算商品的特征之间的距离小于预定阈值的特征作为匹配到的目标特征;将所述目标特征对应的商品种类作为所述待结算商品的种类。In some embodiments of the present invention, based on the foregoing solution, comparing the feature of the item to be settled with the pre-stored feature to determine the type of the item to be settled includes: calculating a feature of the item to be settled a distance from the pre-stored feature; a feature in which a distance between the pre-stored feature and the feature of the item to be settled is less than a predetermined threshold is used as a matching target feature; and a product type corresponding to the target feature is used as The type of the item to be settled.
在本发明的一些实施例中,基于前述方案,基于Faster-RCNN算法识别所述图像中的商品信息。In some embodiments of the invention, based on the aforementioned scheme, the item information in the image is identified based on the Faster-RCNN algorithm.
在本发明的一些实施例中,基于前述方案,所述的自助结算方法还包括:输出所述结算信息。In some embodiments of the present invention, based on the foregoing solution, the self-service settlement method further includes: outputting the settlement information.
根据本发明实施例的第三方面,提供了一种自助结算装置,应用于如上述实施例中第一方面所述的自助结算设备,该自助结算装置包括:识别单元,用于在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;第一处理单元,用于在所述待结算商品是所述目标类型的商品时,识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;第二处理单元,用于在所述待结算商品不是所述目标类型的商品时,识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。According to a third aspect of the present invention, there is provided a self-service settlement device, which is applied to the self-service settlement device according to the first aspect of the above embodiment, the self-service settlement device comprising: an identification unit, configured to: When the settlement area is placed, the first processing unit is configured to identify the quantity of the goods to be settled when the goods to be settled are the goods of the target type, and Obtaining the unit price of the goods to be settled, generating settlement information according to the quantity and unit price of the goods to be settled; and the second processing unit, configured to identify the to-be-settled when the goods to be settled are not the goods of the target type The type of the product is obtained, and the weight of the item to be settled is acquired, and settlement information is generated according to the type and weight of the item to be settled.
根据本发明实施例的第四方面,提供了一种计算机可读介质,其上存储有计算机程序,所述程序被处理器执行时实现如上述实施例中第一方面所述的自助结算方法。According to a fourth aspect of the embodiments of the present invention, there is provided a computer readable medium having stored thereon a computer program, the program being executed by a processor to implement the self-service settlement method as described in the first aspect of the above embodiments.
根据本发明实施例的第五方面,提供了一种电子设备,包括:一个或多个处理器;存储装置,用于存储一个或多个程序,当所述一个或多个程序被所述一个或多个处理器执行时,使得所述一个或多个处理器实现如上述实施例中第一方面所述的自助结算方法。According to a fifth aspect of the embodiments of the present invention, there is provided an electronic device comprising: one or more processors; storage means for storing one or more programs when the one or more programs are When executed by the plurality of processors, the one or more processors are caused to implement the self-service settlement method as described in the first aspect of the above embodiments.
在本发明的一些实施例所提供的技术方案中,由于自助结算设备包括称重设备和识别设备,因此当待结算商品放置在结算台上的商品放置区域时,若识别设备识别到待结算商品为标准品,则可以直接进行结算,若识别设备识别到待结算商品为非标准品,则可以通过称重设备来获取重量信息,以根据重量信息来进行结算。可见,本发明实施例中的自助结算设备不仅能够对标准品进行结算,而且能够对非标准品进行结算,提高了自助结算的适用范围,有利于提升用户的自助结算体验。In the technical solution provided by some embodiments of the present invention, since the self-service settlement device includes the weighing device and the identification device, when the item to be settled is placed in the item placement area on the settlement counter, if the identification device identifies the item to be settled For the standard product, the settlement can be directly performed. If the identification device recognizes that the goods to be settled are non-standard products, the weight information can be obtained by the weighing device to perform settlement according to the weight information. It can be seen that the self-checkout device in the embodiment of the present invention can not only settle the standard product, but also can settle the non-standard product, improve the applicable scope of the self-service settlement, and is beneficial to improving the self-service settlement experience of the user.
在本发明的一些实施例所提供的技术方案中,通过在待结算商品放置在结算区域时,识别待结算商品是否为目标类型的商品(如是否为标准品),若待结算商品是目标类型的商品,则根据待结算商品的数量和单价生成结算信息,若待结算商品不是目标类型的商品,则根据待结算商品的重量和种类生成结算信息,使得能够对不同类型的商品(如标准品和非标准品)都能够自动生成结算信息,提高了自助结算的适用范围,有利于提升用户的自助结算体验。In a technical solution provided by some embodiments of the present invention, when the item to be settled is placed in the settlement area, it is identified whether the item to be settled is a target type of product (eg, whether it is a standard product), if the item to be settled is a target type The item is generated based on the quantity and unit price of the item to be settled, and if the item to be settled is not the item of the target type, the settlement information is generated according to the weight and type of the item to be settled, so that different types of goods (such as standards) can be generated. Both non-standard products can automatically generate billing information, which improves the scope of self-checkout and helps improve the user's self-checkout experience.
应当理解的是,以上的一般描述和后文的细节描述仅是示例性和解释性的,并不能限制本发明。The above general description and the following detailed description are intended to be illustrative and not restrictive.
附图说明DRAWINGS
此处的附图被并入说明书中并构成本说明书的一部分,示出了符合本公开的实施例,并与说明书一起用于解释本公开的原理。显而易见地,下面描述中的附图仅仅是本公开的一些实施例,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。The accompanying drawings, which are incorporated in the specification It is apparent that the drawings in the following description are only some of the embodiments of the present disclosure, and other drawings may be obtained from those skilled in the art without departing from the drawings.
图1示出了根据本发明的第一个实施例的自助结算设备的结构示意图;1 is a block diagram showing the structure of a self-checkout device according to a first embodiment of the present invention;
图2示出了根据本发明的实施例的摄像头的设置位置示意图;2 is a schematic view showing a setting position of a camera according to an embodiment of the present invention;
图3示出了根据本发明的第二个实施例的自助结算设备的结构示意图;FIG. 3 is a block diagram showing the structure of a self-checkout device according to a second embodiment of the present invention; FIG.
图4示意性示出了根据本发明的实施例的自助结算方法的流程图;4 is a flow chart schematically showing a self-checkout method according to an embodiment of the present invention;
图5示意性示出了根据本发明的实施例的根据图像识别待结算商品的种类的流程图;FIG. 5 is a view schematically showing a flowchart for identifying a kind of an item to be settled based on an image according to an embodiment of the present invention; FIG.
图6示意性示出了根据本发明的实施例的自助结算装置的框图;Figure 6 is a schematic block diagram of a self-service settlement device in accordance with an embodiment of the present invention;
图7示出了适于用来实现本发明实施例的电子设备的计算机系统的结构示意图。Figure 7 shows a block diagram of a computer system suitable for use in implementing an electronic device in accordance with an embodiment of the present invention.
具体实施方式Detailed ways
现在将参考附图更全面地描述示例实施方式。然而,示例实施方式能够以多种形式实施,且不应被理解为限于在此阐述的范例;相反,提供这些实施方式使得本公开将更加全面和完整,并将示例实施方式的构思全面地传达给本领域的技术人员。所描述的特征、结构或特性可以以任何合适的方式结合在一个或更多实施方式中。在下面的描述中,提供许多具体细节从而给出对本公开的实施方式的充分理解。然而,本领域技术人员将意识到,可以实践本公开的技术方案而省略所述特定细节中的一个或更多,或者可以采用其它的方法、组元、装置、步骤等。在其它情况下,不详细示出或描述公知技术方案以避免喧宾夺主而使得本公开的各方面变得模糊。Example embodiments will now be described more fully with reference to the accompanying drawings. However, the example embodiments can be embodied in a variety of forms and should not be construed as being limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be more complete and complete, To those skilled in the art. The described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments. In the following description, numerous specific details are set forth However, one skilled in the art will appreciate that one or more of the specific details may be omitted or other methods, components, devices, steps, etc. may be employed. In other instances, various aspects of the present disclosure are not obscured by the details of the invention.
此外,附图仅为本公开的示意性图解,并非一定是按比例绘制。图中相同的附图标记表示相同或类似的部分,因而将省略对它们的重复描述。附图中所示的一些方框图是功能实体,不一定必须与物理或逻辑上独立的实体相对应。可以采用软件形式来实现这些功能实体,或在一个或多个硬件模块或集成电路中实现这些功能实体,或在不同网络和/或处理器装置和/或微控制器装置中实现这些功能实体。In addition, the drawings are merely schematic representations of the present disclosure and are not necessarily to scale. The same reference numerals in the drawings denote the same or similar parts, and the repeated description thereof will be omitted. Some of the block diagrams shown in the figures are functional entities and do not necessarily have to correspond to physically or logically separate entities. These functional entities may be implemented in software, or implemented in one or more hardware modules or integrated circuits, or implemented in different network and/or processor devices and/or microcontroller devices.
图1示出了根据本发明的第一个实施例的自助结算设备的结构示意图。Fig. 1 is a block diagram showing the structure of a self-checkout apparatus according to a first embodiment of the present invention.
参照图1所示,该自助结算设备包括结算台11,结算台11上设置有商品放置区域111,结算台11上设置有称重设备和识别设备。其中,称重设备优选设置在商品放置区域111中,这样便于对待结算商品进行称重。识别设备用于识别待结算商品的信息。Referring to Fig. 1, the self-checkout device includes a settlement station 11 on which a commodity placement area 111 is provided, and a settlement device 11 is provided with a weighing device and an identification device. Among them, the weighing device is preferably disposed in the product placement area 111, so that the goods to be settled are easily weighed. The identification device is used to identify information of the item to be settled.
该自助结算设备还包括:处理器与输出设备。其中,该处理器与称重设备和识别设备电连接,用于根据所述称重设备获得的重量信息和所述识别设备的识别结果,生成结算信息;输出设备电连接至所述处理器,用于输出所述结算信息。The self-checkout device further includes: a processor and an output device. The processor is electrically connected to the weighing device and the identification device, and configured to generate settlement information according to the weight information obtained by the weighing device and the recognition result of the identification device; the output device is electrically connected to the processor, Used to output the settlement information.
在本发明的实施例中,如图1所示,上述的输出设备可以是显示设备16,该显示设备16用于显示结算信息,显示设备16通过支架14设置在结算台11上。当然,输出设备还可以包括音频播放设备,该音频播放设备可以用于播放结算信息。In an embodiment of the present invention, as shown in FIG. 1, the above output device may be a display device 16, which is used to display settlement information, and the display device 16 is disposed on the settlement table 11 via the cradle 14. Of course, the output device may also include an audio playback device that can be used to play settlement information.
在本发明的实施例中,识别设备可以包括射频识别器,该射频识别器用于识别待结算商品上设置的射频标签,以得到待结算商品的信息。可选地,如图1所示,射频识别器可 以设置在显示设备16下方的区域13处,这样当待结算商品放置在商品放置区域111上时,射频识别器可以方便地识别到待结算商品的信息。In an embodiment of the present invention, the identification device may include a radio frequency identifier for identifying a radio frequency tag set on the item to be settled to obtain information of the item to be settled. Alternatively, as shown in FIG. 1, the radio frequency identifier may be disposed at the area 13 below the display device 16, such that when the item to be settled is placed on the item placement area 111, the radio frequency identifier can conveniently identify the item to be settled. Information.
在本发明的实施例中,识别设备还可以包括用于采集待结算商品的图像信息的至少一个图像采集设备。可选地,该图像采集设备可以是摄像头。其中,至少一个图像采集设备形成的图像采集区域可以覆盖商品放置区域111,以便于采集放置在商品放置区域111内的商品图像。In an embodiment of the invention, the identification device may further comprise at least one image acquisition device for collecting image information of the item to be settled. Optionally, the image acquisition device can be a camera. The image collection area formed by the at least one image acquisition device may cover the commodity placement area 111 to facilitate collecting the product image placed in the commodity placement area 111.
可选地,在本发明的实施例中,如图1所示,支架14上延伸出对应于商品放置区域111的承载部15,上述的至少一个图像采集设备设置在承载部15上。在本发明的实施例中,如图2所示,可以在承载部15上设置4个摄像头12,以用于采集待结算商品的图像信息。Optionally, in the embodiment of the present invention, as shown in FIG. 1, the carrier 14 corresponding to the product placement area 111 is extended on the bracket 14, and the at least one image capturing device is disposed on the carrying portion 15. In the embodiment of the present invention, as shown in FIG. 2, four cameras 12 may be disposed on the carrying portion 15 for collecting image information of the goods to be settled.
需要说明的是,在本发明的其它实施例中,可以根据实际需要调整摄像头的数量,并且还可以在结算台11上设置摄像头,以对待结算商品进行全方位拍摄。此外,还可以设置单独的用于放置图像采集设备的支架。It should be noted that, in other embodiments of the present invention, the number of cameras may be adjusted according to actual needs, and a camera may be disposed on the settlement table 11 to perform all-round shooting of the goods to be settled. In addition, a separate stand for placing the image capture device can be provided.
在本发明的实施例中,所述识别设备还可以包括:条码识别器,用于识别所述待结算商品上设置的条码,以得到所述待结算商品的信息。In an embodiment of the present invention, the identification device may further include: a barcode identifier, configured to identify a barcode set on the commodity to be settled to obtain information of the commodity to be settled.
在本发明的实施例中,自助结算设备还可以设置为可移动式的,具体如图3所示,这样能够提高自助结算设备的灵活性。In the embodiment of the present invention, the self-checkout device can also be set to be portable, as shown in FIG. 3, which can improve the flexibility of the self-checkout device.
在介绍了本发明实施例的自助结算设备的结构之后,以下对本发明实施例的自助结算方法进行阐述。After the structure of the self-checkout device of the embodiment of the present invention is introduced, the self-checkout method of the embodiment of the present invention will be described below.
图4示意性示出了根据本发明的实施例的自助结算方法的流程图,该自助结算方法可以应用于上述实施例中所述的自助结算设备。4 is a flow chart schematically showing a self-checkout method according to an embodiment of the present invention, which can be applied to the self-checkout device described in the above embodiment.
参照图4所示,根据本发明的实施例的自助结算方法,包括:Referring to FIG. 4, a self-checkout method according to an embodiment of the present invention includes:
步骤S402,在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品。Step S402, when the item to be settled is placed in the settlement area, it is identified whether the item to be settled is an item of the target type.
在本发明的实施例中,目标类型的商品是不需要进行称重即可进行结算的商品,比如已经包装好的具有条码或射频标签的标准品等。In the embodiment of the present invention, the target type of goods is an item that can be settled without weighing, such as a packaged standard having a bar code or a radio frequency tag.
对于识别待结算商品是否为目标类型的商品,本发明提出了如下几种识别方案:The present invention proposes the following identification schemes for identifying whether the goods to be settled are of a target type:
识别方案一:Identification scheme one:
判断通过射频识别器是否能够识别到所述待结算商品的信息;若通过射频识别器能够识别到所述待结算商品的信息,则确定所述待结算商品为所述目标类型的商品。Determining whether the information of the commodity to be settled can be recognized by the radio frequency identifier; if the information of the commodity to be settled can be identified by the radio frequency identifier, determining that the commodity to be settled is the commodity of the target type.
在识别方案一中需要在商品上设置射频标签,这样能够通过射频识别器识别待结算商品是否为目标类型的商品。In the identification scheme 1, it is necessary to set a radio frequency tag on the commodity, so that the RFID reader can be used to identify whether the commodity to be settled is a target type of commodity.
识别方案二:Identification scheme two:
判断通过条码识别器是否能够识别到所述待结算商品的信息;若通过条码识别器能够识别到所述待结算商品的信息,则确定所述待结算商品为所述目标类型的商品。Determining whether the information of the item to be settled can be recognized by the barcode identifier; if the information of the item to be settled can be identified by the barcode identifier, determining that the item to be settled is the item of the target type.
识别方案三:Identification scheme three:
通过图像采集设备采集包含所述待结算商品的图像;根据所述图像识别所述待结算商品的种类;根据识别到的种类,确定所述待结算商品是否为所述目标类型的商品。Collecting, by the image collecting device, an image including the item to be settled; identifying the type of the item to be settled according to the image; and determining, according to the identified type, whether the item to be settled is the item of the target type.
对于识别方案三,参照图5所示,根据所述图像识别所述待结算商品的种类,包括以下步骤:For the identification scheme 3, referring to FIG. 5, identifying the type of the commodity to be settled according to the image includes the following steps:
步骤S501,基于目标检测技术识别所述图像中的商品信息。Step S501, identifying the commodity information in the image based on the target detection technology.
在本发明的实施例中,目标检测技术需要构建相应的距离函数来捕获相应的特征来进行检测。例如如果目标是识别人脸,那么就需要构建一个距离函数去强化合适的特征(如发色,脸型等);而如果目标是识别姿势,那么就需要构建一个捕获姿势相似度的距离函数。为了处理各种各样的特征相似度,可以针对特定的任务通过选择合适的特征并手动构建距离函数。然而这种方法需要很大的人工投入,并且也会出现对数据的改变适应性不强的问题。因此本发明的实施例采用了度量学习的方案作为替代,以根据不同的任务来自主学习出针对某个特定任务的度量距离函数。In an embodiment of the invention, the target detection technique requires the construction of a corresponding distance function to capture the corresponding features for detection. For example, if the goal is to recognize a human face, then you need to construct a distance function to enhance the appropriate features (such as hair color, face, etc.); and if the target is to recognize the gesture, then you need to construct a distance function that captures the similarity of the pose. To handle a wide variety of feature similarities, the distance function can be manually constructed by selecting the appropriate features for a particular task. However, this method requires a lot of manual input, and there is also a problem that the adaptability to the data change is not strong. Thus, embodiments of the present invention employ a metric learning alternative as an alternative to learning the metric distance function for a particular task from the master based on different tasks.
需要说明的是:度量学习(Metric Learning)就是常说的相似度学习。如果需要计算两张图片之间的相似度,如何度量图片之间的相似度使得不同类别的图片相似度小而相同类别的图片相似度大(maximize the inter-class variations and minimize the intra-class variations)就是度量学习的目标。It should be noted that Metric Learning is the similarity learning that is often said. If it is necessary to calculate the similarity between two pictures, how to measure the similarity between the pictures is such that the similarity of the pictures of different categories is small and the pictures of the same category are similar (maximize the inter-class variations and minimize the intra-class variations ) is to measure the goal of learning.
在本发明的实施例中,可以采用Faster-RCNN进行商品检测,Faster-RCNN是一种由RPN(Region Proposal Network)和RCNN(Region CNN)组成,RPN输出可能是感兴趣物体的位置和大小,RCNN对每一个候选位置进行分类。RPN和RCNN本质上均是卷积神经网络(Convolutional Neural Network,CNN),但两者共享了特征抽取层,因此Faster-RCNN执行效率高,在GPU(Graphics Processing Unit,图形处理器)的帮助下,可以做到实时。In the embodiment of the present invention, the Faster-RCNN may be used for commodity detection, and the Faster-RCNN is composed of an RPN (Region Proposal Network) and an RCNN (Region CNN), and the RPN output may be the position and size of the object of interest. The RCNN classifies each candidate location. RPN and RCNN are essentially Convolutional Neural Network (CNN), but they share the feature extraction layer, so Faster-RCNN is highly efficient, with the help of GPU (Graphics Processing Unit). Can do it in real time.
步骤S502,对所述商品信息进行特征编码,以得到所述待结算商品的特征。Step S502, feature encoding the product information to obtain the feature of the commodity to be settled.
在本发明的示例性实施例中,步骤S502包括:通过多个深度神经网络分别对所述商品信息进行特征编码,以得到多个编码结果;将所述多个编码结果进行拼接,以得到所述待结算商品的特征。In an exemplary embodiment of the present invention, step S502 includes: separately encoding the commodity information by using a plurality of depth neural networks to obtain a plurality of encoding results; and splicing the plurality of encoding results to obtain a Describe the characteristics of the settled item.
具体地,步骤S501的检测结果为包含待结算商品的矩形框,因此步骤S502的目的是对处于该矩形框内的图像信息进行特征编码。可选地,可以对softmax loss和triplet loss这两种神经网络模型进行训练,然后基于训练结果来对商品信息进行特征编码。当然,本发明的实施例并不限于此,还可以采用其他的神经网络模型。Specifically, the detection result of step S501 is a rectangular frame including the item to be settled, so the purpose of step S502 is to feature-encode the image information in the rectangular frame. Alternatively, the two neural network models, softmax loss and triplet loss, can be trained, and then the commodity information is feature-coded based on the training result. Of course, embodiments of the invention are not limited thereto, and other neural network models may also be employed.
步骤S503,将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类。Step S503, comparing the feature of the commodity to be settled with the pre-stored feature to determine the type of the commodity to be settled.
在本发明的示例性实施例中,步骤S503包括:计算所述待结算商品的特征与预存储的特征之间的距离;将预存储的特征中与所述待结算商品的特征之间的距离小于预定阈值 的特征作为匹配到的目标特征;将所述目标特征对应的商品种类作为所述待结算商品的种类。In an exemplary embodiment of the present invention, step S503 includes: calculating a distance between a feature of the item to be settled and a pre-stored feature; and a distance between a feature of the pre-stored feature and a feature of the item to be settled A feature that is less than a predetermined threshold is used as the matched target feature; the product category corresponding to the target feature is used as the type of the commodity to be settled.
需要说明的是,待结算商品的种类可以通过SKU(Stock Keeping Unit,库存量单位,现在已经被引申为产品统一编号的简称,每种产品均对应有唯一的SKU号)来进行标识。如果没有匹配到目标特征,则算法返回空。It should be noted that the type of goods to be settled may be identified by a SKU (Stock Keeping Unit, which has been extended to the abbreviation of the product uniform number, and each product has a unique SKU number). If there is no match to the target feature, the algorithm returns null.
继续参照图4所示,所示的自助结算方法还包括:Continuing to refer to FIG. 4, the self-service settlement method shown further includes:
步骤S404,若所述待结算商品是所述目标类型的商品,则识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息。Step S404: If the item to be settled is the item of the target type, identify the quantity of the item to be settled and obtain the unit price of the item to be settled, and generate settlement information according to the quantity and unit price of the item to be settled.
在本发明的实施例中,可以通过图像采集设备,如摄像头来识别待结算商品的数量。而待结算商品的单价可以根据识别到的商品信息来确定。In an embodiment of the invention, the number of items to be settled may be identified by an image capture device, such as a camera. The unit price of the goods to be settled can be determined based on the identified product information.
步骤S406,若所述待结算商品不是所述目标类型的商品,则识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。Step S406: If the item to be settled is not the item of the target type, identify the type of the item to be settled and obtain the weight of the item to be settled, and generate settlement information according to the type and weight of the item to be settled.
在本发明的实施例中,当生成结算信息之后,可以输出结算信息。如通过显示设备显示该结算信息,和/或通过音频播放设备播放该结算信息。当然,还可以将该结算信息发送至指定的设备,比如用户的手机中。In an embodiment of the present invention, after the settlement information is generated, the settlement information may be output. The settlement information is displayed, for example, by the display device, and/or played by the audio playback device. Of course, the settlement information can also be sent to a designated device, such as a user's mobile phone.
基于上述实施例中的自助结算设备与自助结算方法,以下介绍本发明的一个具体应用场景:Based on the self-checkout device and the self-service settlement method in the above embodiments, a specific application scenario of the present invention is described below:
a、顾客将商品放置于结算台上的识别区域。a. The customer places the item in the identification area on the settlement counter.
b、称重台在重量稳定后,获得重量信息,并触发图像采集设备采集商品的图像信息。b. After the weight is stabilized, the weighing platform obtains the weight information and triggers the image collecting device to collect the image information of the commodity.
c、设置在不同位置处的图像采集设备将采集到的图像信息上传到后台进行算法处理,并返回识别出的商品SKU。c. The image collection device set at different positions uploads the collected image information to the background for algorithm processing, and returns the identified product SKU.
d、后台同时接受RFID(Radio Frequency Identification,射频识别)阅读器的识别结果。d. The background also accepts the recognition result of RFID (Radio Frequency Identification) reader.
e、如果RFID有结果,则可以直接在显示器上显示出所购买商品。如果对图像处理的算法返回结果(即返回商品的SKU),则区分该SKU是标准品还是非标准品:若是标准品,则根据算法结果返回SKU数量,以通过数量和单价进行结算;若是非标准品,则根据重量信息进行结算。e. If the RFID has a result, the purchased item can be displayed directly on the display. If the algorithm for image processing returns a result (ie, returns the SKU of the item), then distinguish whether the SKU is a standard product or a non-standard product: if it is a standard product, the number of SKUs is returned according to the algorithm result, and is settled by quantity and unit price; Standard products are settled based on weight information.
f、如果顾客不放置商品,而是直接用扫码枪进行扫码识别,则直接进行扫码识别结算。f. If the customer does not place the product, but directly scans the code with the scan code gun, the scan code identification settlement is directly performed.
本发明上述实施例的自助结算方法中提出的图像处理方案对商品的识别速度快,识别率高。同时,本发明实施例中的自助结算方法支持标准品和非标准品的识别结算,并且支持RFID、条形码、图像识别结算,适用范围广,有利于提升用户的结算体验。The image processing scheme proposed in the self-checkout method of the above embodiment of the present invention has a fast recognition speed for goods and a high recognition rate. At the same time, the self-settlement method in the embodiment of the present invention supports the identification and settlement of standard products and non-standard products, and supports RFID, barcode, image recognition and settlement, and has wide application range, which is beneficial to improving the settlement experience of users.
图6示意性示出了根据本发明的实施例的自助结算装置的框图,该自助结算装置可以应用于如上述实施例中所述的自助结算设备。Fig. 6 schematically shows a block diagram of a self-checkout device that can be applied to a self-checkout device as described in the above embodiments, in accordance with an embodiment of the present invention.
参照图6所示,根据本发明的实施例的自助结算装置600,包括:识别单元602、第 一处理单元604和第二处理单元606。Referring to FIG. 6, a self-checkout apparatus 600 according to an embodiment of the present invention includes an identification unit 602, a first processing unit 604, and a second processing unit 606.
具体地,识别单元602用于在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;第一处理单元604用于在所述待结算商品是所述目标类型的商品时,识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;第二处理单元606用于在所述待结算商品不是所述目标类型的商品时,识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。Specifically, the identifying unit 602 is configured to identify, when the item to be settled is placed in the settlement area, whether the item to be settled is an item of a target type; the first processing unit 604 is configured to: when the item to be settled is the target type When the product is in use, the quantity of the goods to be settled is identified and the unit price of the item to be settled is obtained, and the settlement information is generated according to the quantity and unit price of the item to be settled; the second processing unit 606 is configured to: When the target type of product is described, the type of the item to be settled is identified and the weight of the item to be settled is acquired, and settlement information is generated according to the type and weight of the item to be settled.
在本发明的一些实施例中,基于前述方案,识别单元602配置为:判断通过射频识别器和/或条码识别器是否能够识别到所述待结算商品的信息;若通过射频识别器和/或条码识别器能够识别到所述待结算商品的信息,则确定所述待结算商品为所述目标类型的商品。In some embodiments of the present invention, based on the foregoing scheme, the identification unit 602 is configured to: determine whether information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier; if by radio frequency identifier and/or The barcode identifier can identify the information of the item to be settled, and then determine that the item to be settled is the item of the target type.
在本发明的一些实施例中,基于前述方案,识别单元602配置为:通过图像采集设备采集包含所述待结算商品的图像;根据所述图像识别所述待结算商品的种类;根据识别到的种类,确定所述待结算商品是否为所述目标类型的商品。In some embodiments of the present invention, based on the foregoing solution, the identification unit 602 is configured to: collect an image including the item to be settled by an image collection device; identify a category of the item to be settled according to the image; Kind, determining whether the item to be settled is an item of the target type.
在本发明的一些实施例中,基于前述方案,识别单元602包括:执行单元,用于基于目标检测技术识别所述图像中的商品信息;特征编码单元,用于对所述商品信息进行特征编码,以得到所述待结算商品的特征;确定单元,用于将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类。In some embodiments of the present invention, based on the foregoing scheme, the identifying unit 602 includes: an executing unit, configured to identify item information in the image based on a target detection technology; and a feature encoding unit configured to perform feature encoding on the item information And obtaining a feature of the item to be settled; a determining unit, configured to compare the feature of the item to be settled with the pre-stored feature to determine the type of the item to be settled.
在本发明的一些实施例中,基于前述方案,所述特征编码单元配置为:通过多个深度神经网络分别对所述商品信息进行特征编码,以得到多个编码结果;将所述多个编码结果进行拼接,以得到所述待结算商品的特征。In some embodiments of the present invention, based on the foregoing solution, the feature coding unit is configured to separately perform feature coding on the commodity information through a plurality of deep neural networks to obtain a plurality of coding results; The result is spliced to obtain the characteristics of the item to be settled.
在本发明的一些实施例中,基于前述方案,所述确定单元配置为:计算所述待结算商品的特征与预存储的特征之间的距离;将预存储的特征中与所述待结算商品的特征之间的距离小于预定阈值的特征作为匹配到的目标特征;将所述目标特征对应的商品种类作为所述待结算商品的种类。In some embodiments of the present invention, based on the foregoing aspect, the determining unit is configured to: calculate a distance between a feature of the item to be settled and a pre-stored feature; and store the pre-stored feature with the item to be settled The feature that the distance between the features is less than the predetermined threshold is used as the matched target feature; the product category corresponding to the target feature is used as the category of the commodity to be settled.
在本发明的一些实施例中,基于前述方案,识别单元602基于Faster-RCNN算法识别所述图像中的商品信息。In some embodiments of the invention, based on the foregoing scheme, the recognition unit 602 identifies the item information in the image based on the Faster-RCNN algorithm.
在本发明的一些实施例中,基于前述方案,所述的自助结算装置600还包括:输出单元,用于输出所述结算信息。In some embodiments of the present invention, based on the foregoing solution, the self-service settlement device 600 further includes: an output unit, configured to output the settlement information.
下面参考图7,其示出了适于用来实现本发明实施例的电子设备的计算机系统700的结构示意图。图7示出的电子设备的计算机系统700仅是一个示例,不应对本发明实施例的功能和使用范围带来任何限制。Referring now to Figure 7, a block diagram of a computer system 700 suitable for use in implementing an electronic device in accordance with an embodiment of the present invention is shown. The computer system 700 of the electronic device shown in FIG. 7 is merely an example and should not impose any limitation on the function and scope of use of the embodiments of the present invention.
如图7所示,计算机系统700包括中央处理单元(CPU)701,其可以根据存储在只读存储器(ROM)702中的程序或者从存储部分708加载到随机访问存储器(RAM)703中的程序而执行各种适当的动作和处理。在RAM 703中,还存储有系统操作所需的各种 程序和数据。CPU 701、ROM 702以及RAM 703通过总线704彼此相连。输入/输出(I/O)接口705也连接至总线704。As shown in FIG. 7, computer system 700 includes a central processing unit (CPU) 701 that can be loaded into a program in random access memory (RAM) 703 according to a program stored in read only memory (ROM) 702 or from storage portion 708. And perform various appropriate actions and processes. In the RAM 703, various programs and data required for system operation are also stored. The CPU 701, the ROM 702, and the RAM 703 are connected to each other through a bus 704. An input/output (I/O) interface 705 is also coupled to bus 704.
以下部件连接至I/O接口705:包括键盘、鼠标等的输入部分706;包括诸如阴极射线管(CRT)、液晶显示器(LCD)等以及扬声器等的输出部分707;包括硬盘等的存储部分708;以及包括诸如LAN卡、调制解调器等的网络接口卡的通信部分709。通信部分709经由诸如因特网的网络执行通信处理。驱动器710也根据需要连接至I/O接口705。可拆卸介质711,诸如磁盘、光盘、磁光盘、半导体存储器等等,根据需要安装在驱动器710上,以便于从其上读出的计算机程序根据需要被安装入存储部分708。The following components are connected to the I/O interface 705: an input portion 706 including a keyboard, a mouse, etc.; an output portion 707 including a cathode ray tube (CRT), a liquid crystal display (LCD), and the like, and a speaker; a storage portion 708 including a hard disk or the like And a communication portion 709 including a network interface card such as a LAN card, a modem, or the like. The communication section 709 performs communication processing via a network such as the Internet. Driver 710 is also connected to I/O interface 705 as needed. A removable medium 711, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory or the like, is mounted on the drive 710 as needed so that a computer program read therefrom is installed into the storage portion 708 as needed.
特别地,根据本发明的实施例,上文参考流程图描述的过程可以被实现为计算机软件程序。例如,本发明的实施例包括一种计算机程序产品,其包括承载在计算机可读介质上的计算机程序,该计算机程序包含用于执行流程图所示的方法的程序代码。在这样的实施例中,该计算机程序可以通过通信部分709从网络上被下载和安装,和/或从可拆卸介质711被安装。在该计算机程序被中央处理单元(CPU)701执行时,执行本申请的系统中限定的上述功能。In particular, the processes described above with reference to the flowcharts may be implemented as a computer software program in accordance with an embodiment of the present invention. For example, an embodiment of the invention includes a computer program product comprising a computer program carried on a computer readable medium, the computer program comprising program code for executing the method illustrated in the flowchart. In such an embodiment, the computer program can be downloaded and installed from the network via communication portion 709, and/or installed from removable media 711. When the computer program is executed by the central processing unit (CPU) 701, the above-described functions defined in the system of the present application are executed.
需要说明的是,本发明所示的计算机可读介质可以是计算机可读信号介质或者计算机可读存储介质或者是上述两者的任意组合。计算机可读存储介质例如可以是——但不限于——电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子可以包括但不限于:具有一个或多个导线的电连接、便携式计算机磁盘、硬盘、随机访问存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、光纤、便携式紧凑磁盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本发明中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。而在本发明中,计算机可读的信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读的信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括但不限于:无线、电线、光缆、RF等等,或者上述的任意合适的组合。It should be noted that the computer readable medium shown in the present invention may be a computer readable signal medium or a computer readable storage medium or any combination of the two. The computer readable storage medium can be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the above. More specific examples of computer readable storage media may include, but are not limited to, electrical connections having one or more wires, portable computer disks, hard disks, random access memory (RAM), read only memory (ROM), erasable Programmable read only memory (EPROM or flash memory), optical fiber, portable compact disk read only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the foregoing. In the present invention, a computer readable storage medium may be any tangible medium that can contain or store a program, which can be used by or in connection with an instruction execution system, apparatus or device. In the present invention, a computer readable signal medium may include a data signal that is propagated in the baseband or as part of a carrier, in which computer readable program code is carried. Such propagated data signals can take a variety of forms including, but not limited to, electromagnetic signals, optical signals, or any suitable combination of the foregoing. The computer readable signal medium can also be any computer readable medium other than a computer readable storage medium, which can transmit, propagate, or transport a program for use by or in connection with the instruction execution system, apparatus, or device. . Program code embodied on a computer readable medium can be transmitted by any suitable medium, including but not limited to wireless, wire, fiber optic cable, RF, etc., or any suitable combination of the foregoing.
附图中的流程图和框图,图示了按照本发明各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码的一部分,上述模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。 也要注意的是,框图或流程图中的每个方框、以及框图或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowchart and block diagrams in the Figures illustrate the architecture, functionality and operation of possible implementations of systems, methods and computer program products in accordance with various embodiments of the invention. In this regard, each block of the flowchart or block diagrams can represent a module, a program segment, or a portion of code that includes one or more Executable instructions. It should also be noted that in some alternative implementations, the functions noted in the blocks may also occur in a different order than that illustrated in the drawings. For example, two successively represented blocks may in fact be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending upon the functionality involved. It is also noted that each block of the block diagrams or flowcharts, and combinations of blocks in the block diagrams or flowcharts, can be implemented by a dedicated hardware-based system that performs the specified function or operation, or can be used A combination of dedicated hardware and computer instructions is implemented.
描述于本发明实施例中所涉及到的单元可以通过软件的方式实现,也可以通过硬件的方式来实现,所描述的单元也可以设置在处理器中。其中,这些单元的名称在某种情况下并不构成对该单元本身的限定。The units involved in the embodiments of the present invention may be implemented by software or by hardware, and the described units may also be disposed in the processor. The names of these units do not in any way constitute a limitation on the unit itself.
作为另一方面,本申请还提供了一种计算机可读介质,该计算机可读介质可以是上述实施例中描述的电子设备中所包含的;也可以是单独存在,而未装配入该电子设备中。上述计算机可读介质承载有一个或者多个程序,当上述一个或者多个程序被一个该电子设备执行时,使得该电子设备实现如上述实施例中所述的自助结算方法。In another aspect, the present application further provides a computer readable medium, which may be included in an electronic device described in the above embodiments, or may be separately present without being assembled into the electronic device. in. The computer readable medium carries one or more programs that, when executed by one of the electronic devices, cause the electronic device to implement the self-service settlement method as described in the above embodiments.
例如,所述电子设备可以实现如图4中所示的:步骤S402,在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;步骤S404,若所述待结算商品是所述目标类型的商品,则识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;步骤S406,若所述待结算商品不是所述目标类型的商品,则识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。For example, the electronic device may implement, as shown in FIG. 4, step S402, when the item to be settled is placed in the settlement area, identify whether the item to be settled is a product of a target type; and step S404, if the item to be settled If the product is the product of the target type, the quantity of the item to be settled is identified, and the unit price of the item to be settled is obtained, and settlement information is generated according to the quantity and unit price of the item to be settled; and step S406, if the item is to be settled If the product is not the target type of product, the type of the item to be settled is identified and the weight of the item to be settled is obtained, and settlement information is generated according to the type and weight of the item to be settled.
又如,所述电子设备可以实现如图5中所示的各个步骤。As another example, the electronic device can implement various steps as shown in FIG.
应当注意,尽管在上文详细描述中提及了用于动作执行的设备的若干模块或者单元,但是这种划分并非强制性的。实际上,根据本发明的实施方式,上文描述的两个或更多模块或者单元的特征和功能可以在一个模块或者单元中具体化。反之,上文描述的一个模块或者单元的特征和功能可以进一步划分为由多个模块或者单元来具体化。It should be noted that although several modules or units of equipment for action execution are mentioned in the detailed description above, such division is not mandatory. In fact, the features and functions of the two or more modules or units described above may be embodied in one module or unit in accordance with the embodiments of the invention. Conversely, the features and functions of one of the modules or units described above may be further divided into multiple modules or units.
通过以上的实施方式的描述,本领域的技术人员易于理解,这里描述的示例实施方式可以通过软件实现,也可以通过软件结合必要的硬件的方式来实现。因此,根据本发明实施方式的技术方案可以以软件产品的形式体现出来,该软件产品可以存储在一个非易失性存储介质(可以是CD-ROM,U盘,移动硬盘等)中或网络上,包括若干指令以使得一台计算设备(可以是个人计算机、服务器、触控终端、或者网络设备等)执行根据本发明实施方式的方法。Through the description of the above embodiments, those skilled in the art will readily understand that the example embodiments described herein may be implemented by software or by software in combination with necessary hardware. Therefore, the technical solution according to the embodiment of the present invention may be embodied in the form of a software product, which may be stored in a non-volatile storage medium (which may be a CD-ROM, a USB flash drive, a mobile hard disk, etc.) or on a network. A number of instructions are included to cause a computing device (which may be a personal computer, server, touch terminal, or network device, etc.) to perform a method in accordance with an embodiment of the present invention.
本领域技术人员在考虑说明书及实践这里公开的发明后,将容易想到本发明的其它实施方案。本申请旨在涵盖本发明的任何变型、用途或者适应性变化,这些变型、用途或者适应性变化遵循本发明的一般性原理并包括本发明未公开的本技术领域中的公知常识或惯用技术手段。说明书和实施例仅被视为示例性的,本发明的真正范围和精神由下面的权利要求指出。Other embodiments of the invention will be apparent to those skilled in the <RTIgt; The present application is intended to cover any variations, uses, or adaptations of the present invention, which are in accordance with the general principles of the present invention and include common general knowledge or conventional technical means in the art that are not disclosed in the present invention. . The specification and examples are to be considered as illustrative only,
应当理解的是,本发明并不局限于上面已经描述并在附图中示出的精确结构,并且可以在不脱离其范围进行各种修改和改变。本发明的范围仅由所附的权利要求来限制。It is to be understood that the invention is not limited to the details of the details of The scope of the invention is limited only by the appended claims.

Claims (18)

  1. 一种自助结算设备,其特征在于,包括:A self-service settlement device, comprising:
    结算台,所述结算台上设置有商品放置区域;a settlement counter, wherein the settlement counter is provided with a commodity placement area;
    称重设备,设置在所述结算台上,用于对待结算商品进行称重;a weighing device, disposed on the settlement counter, for weighing the goods to be settled;
    识别设备,设置在所述结算台上,用于识别待结算商品的信息;Identifying a device, disposed on the settlement counter, for identifying information of the item to be settled;
    处理器,与所述称重设备和所述识别设备电连接,用于根据所述称重设备获得的重量信息和所述识别设备的识别结果,生成结算信息;a processor, electrically connected to the weighing device and the identification device, configured to generate settlement information according to weight information obtained by the weighing device and a recognition result of the identification device;
    输出设备,电连接至所述处理器,用于输出所述结算信息。An output device electrically coupled to the processor for outputting the settlement information.
  2. 根据权利要求1所述的自助结算设备,其特征在于,所述识别设备包括:The self-checkout device according to claim 1, wherein the identification device comprises:
    至少一个图像采集设备,用于采集所述待结算商品的图像信息,并将采集的图像信息传输至所述处理器。At least one image acquisition device is configured to collect image information of the item to be settled, and transmit the collected image information to the processor.
  3. 根据权利要求2所述的自助结算设备,其特征在于,所述至少一个图像采集设备形成的图像采集区域覆盖所述商品放置区域。The self-checkout device according to claim 2, wherein the image collection area formed by the at least one image acquisition device covers the commodity placement area.
  4. 根据权利要求2所述的自助结算设备,其特征在于,所述输出设备通过支架设置在所述结算台上,所述支架上延伸出对应于所述商品放置区域的承载部,所述至少一个图像采集设备设置在所述承载部上。The self-checkout device according to claim 2, wherein the output device is disposed on the settlement table via a bracket, and the bracket extends a bearing portion corresponding to the product placement area, the at least one An image capture device is disposed on the carrier.
  5. 根据权利要求1所述的自助结算设备,其特征在于,所述识别设备包括:The self-checkout device according to claim 1, wherein the identification device comprises:
    射频识别器,用于识别所述待结算商品上设置的射频标签,以得到所述待结算商品的信息。The radio frequency identifier is configured to identify the radio frequency tag set on the commodity to be settled to obtain the information of the commodity to be settled.
  6. 根据权利要求1所述的自助结算设备,其特征在于,所述识别设备包括:The self-checkout device according to claim 1, wherein the identification device comprises:
    条码识别器,用于识别所述待结算商品上设置的条码,以得到所述待结算商品的信息。The barcode identifier is configured to identify a barcode set on the commodity to be settled to obtain information of the commodity to be settled.
  7. 根据权利要求1至6中任一项所述的自助结算设备,其特征在于,所述输出设备包括:The self-checkout device according to any one of claims 1 to 6, wherein the output device comprises:
    显示设备,所述显示设备设置在所述结算台上,用于显示所述结算信息;和/或a display device, the display device being disposed on the settlement counter for displaying the settlement information; and/or
    音频播放设备,用于通过语音的方式播放所述结算信息。An audio playback device for playing the settlement information by voice.
  8. 一种自助结算方法,应用于如权利要求1至7中任一项所述的自助结算设备,其特征在于,包括:A self-service settlement method, which is applied to the self-checkout device according to any one of claims 1 to 7, characterized in that it comprises:
    在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;When the item to be settled is placed in the settlement area, it is identified whether the item to be settled is a target type of item;
    若所述待结算商品是所述目标类型的商品,则识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;If the item to be settled is the item of the target type, identifying the quantity of the item to be settled and acquiring the unit price of the item to be settled, and generating settlement information according to the quantity and unit price of the item to be settled;
    若所述待结算商品不是所述目标类型的商品,则识别所述待结算商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。If the item to be settled is not the item of the target type, the type of the item to be settled is identified and the weight of the item to be settled is acquired, and settlement information is generated according to the type and weight of the item to be settled.
  9. 根据权利要求8所述的自助结算方法,其特征在于,识别所述待结算商品是否为目标类型的商品,包括:The self-service settlement method according to claim 8, wherein the identifying whether the item to be settled is a target type of goods comprises:
    判断通过射频识别器和/或条码识别器是否能够识别到所述待结算商品的信息;Determining whether information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier;
    若通过射频识别器和/或条码识别器能够识别到所述待结算商品的信息,则确定所述待结算商品为所述目标类型的商品。If the information of the item to be settled can be identified by the radio frequency identifier and/or the barcode identifier, it is determined that the item to be settled is the item of the target type.
  10. 根据权利要求8所述的自助结算方法,其特征在于,识别所述待结算商品是否为目标类型的商品,包括:The self-service settlement method according to claim 8, wherein the identifying whether the item to be settled is a target type of goods comprises:
    通过图像采集设备采集包含所述待结算商品的图像;Acquiring an image including the item to be settled by an image collecting device;
    根据所述图像识别所述待结算商品的种类;Identifying the type of the item to be settled according to the image;
    根据识别到的种类,确定所述待结算商品是否为所述目标类型的商品。Based on the identified category, it is determined whether the item to be settled is an item of the target type.
  11. 根据权利要求10所述的自助结算方法,其特征在于,根据所述图像识别所述待结算商品的种类,包括:The self-service settlement method according to claim 10, wherein the identifying the type of the item to be settled according to the image comprises:
    基于目标检测技术识别所述图像中的商品信息;Identifying product information in the image based on a target detection technique;
    对所述商品信息进行特征编码,以得到所述待结算商品的特征;Characterizing the commodity information to obtain characteristics of the commodity to be settled;
    将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类。The features of the item to be settled are compared with pre-stored features to determine the type of the item to be settled.
  12. 根据权利要求11所述的自助结算方法,其特征在于,对所述商品信息进行特征编码,以得到所述待结算商品的特征,包括:The self-service settlement method according to claim 11, wherein the feature information is encoded to obtain the features of the goods to be settled, including:
    通过多个深度神经网络分别对所述商品信息进行特征编码,以得到多个编码结果;Feature information is separately encoded by a plurality of deep neural networks to obtain a plurality of coding results;
    将所述多个编码结果进行拼接,以得到所述待结算商品的特征。The plurality of encoded results are spliced to obtain features of the item to be settled.
  13. 根据权利要求11所述的自助结算方法,其特征在于,将所述待结算商品的特征与预存储的特征进行比对,以确定所述待结算商品的种类,包括:The self-service settlement method according to claim 11, wherein comparing the feature of the item to be settled with the pre-stored feature to determine the type of the item to be settled comprises:
    计算所述待结算商品的特征与预存储的特征之间的距离;Calculating a distance between a feature of the item to be settled and a pre-stored feature;
    将预存储的特征中与所述待结算商品的特征之间的距离小于预定阈值的特征作为匹配到的目标特征;And a feature that the distance between the pre-stored feature and the feature of the commodity to be settled is less than a predetermined threshold is used as the matched target feature;
    将所述目标特征对应的商品种类作为所述待结算商品的种类。The item type corresponding to the target feature is used as the type of the item to be settled.
  14. 根据权利要求11所述的自助结算方法,其特征在于,基于Faster-RCNN算法识别所述图像中的商品信息。The self-checkout method according to claim 11, wherein the item information in the image is identified based on a Faster-RCNN algorithm.
  15. 根据权利要求8至14中任一项所述的自助结算方法,其特征在于,还包括:输出所述结算信息。The self-service settlement method according to any one of claims 8 to 14, further comprising: outputting the settlement information.
  16. 一种自助结算装置,应用于如权利要求1至7中任一项所述的自助结算设备,其特征在于,包括:A self-service settlement device, which is applied to the self-service settlement device according to any one of claims 1 to 7, characterized in that it comprises:
    识别单元,用于在待结算商品放置在结算区域时,识别所述待结算商品是否为目标类型的商品;a identifying unit, configured to identify, when the item to be settled is placed in the settlement area, whether the item to be settled is a target type of item;
    第一处理单元,用于在所述待结算商品是所述目标类型的商品时,识别所述待结算商品的数量并获取所述待结算商品的单价,根据所述待结算商品的数量和单价生成结算信息;a first processing unit, configured to: when the item to be settled is an item of the target type, identify the quantity of the item to be settled and obtain the unit price of the item to be settled, according to the quantity and unit price of the item to be settled Generate billing information;
    第二处理单元,用于在所述待结算商品不是所述目标类型的商品时,识别所述待结算 商品的种类并获取所述待结算商品的重量,根据所述待结算商品的种类和重量生成结算信息。a second processing unit, configured to: when the item to be settled is not the item of the target type, identify the type of the item to be settled and obtain the weight of the item to be settled, according to the type and weight of the item to be settled Generate billing information.
  17. 一种计算机可读介质,其上存储有计算机程序,其特征在于,所述程序被处理器执行时实现如权利要求8至15中任一项所述的自助结算方法。A computer readable medium having stored thereon a computer program, wherein the program is executed by a processor to implement the self-service settlement method according to any one of claims 8 to 15.
  18. 一种电子设备,其特征在于,包括:An electronic device, comprising:
    一个或多个处理器;One or more processors;
    存储装置,用于存储一个或多个程序,当所述一个或多个程序被所述一个或多个处理器执行时,使得所述一个或多个处理器实现如权利要求8至15中任一项所述的自助结算方法。a storage device for storing one or more programs, when the one or more programs are executed by the one or more processors, causing the one or more processors to perform as claimed in claims 8 to 15 A self-service settlement method as described.
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