CN109409213A - The vision system and method and medium for supporting the article of identification code to identify - Google Patents

The vision system and method and medium for supporting the article of identification code to identify Download PDF

Info

Publication number
CN109409213A
CN109409213A CN201811063926.XA CN201811063926A CN109409213A CN 109409213 A CN109409213 A CN 109409213A CN 201811063926 A CN201811063926 A CN 201811063926A CN 109409213 A CN109409213 A CN 109409213A
Authority
CN
China
Prior art keywords
article
identification
items
images
screenshot
Prior art date
Legal status (The legal status 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 status listed.)
Pending
Application number
CN201811063926.XA
Other languages
Chinese (zh)
Inventor
翟广涛
任凭
汤礼伟
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shanghai Objects Network Technology Co Ltd
Original Assignee
Shanghai Objects Network Technology Co Ltd
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 Shanghai Objects Network Technology Co Ltd filed Critical Shanghai Objects Network Technology Co Ltd
Priority to CN201811063926.XA priority Critical patent/CN109409213A/en
Publication of CN109409213A publication Critical patent/CN109409213A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0633Lists, e.g. purchase orders, compilation or processing
    • G06Q30/0635Processing of requisition or of purchase orders

Landscapes

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Development Economics (AREA)
  • General Business, Economics & Management (AREA)
  • Strategic Management (AREA)
  • Marketing (AREA)
  • Economics (AREA)
  • Multimedia (AREA)
  • Image Analysis (AREA)

Abstract

The present invention provides a kind of vision system that the article for supporting identification code identifies and method and media, include: that module is confined and divided to images of items: enabling and obtain each layer images of items in cabinet, using edge detection, circle and polygon approach and detection neural network, layer images of items each in the cabinet of acquisition is confined and screenshot, obtains article screenshot in cabinet;Article identification and counting module: it enables according to the characterizing definition for presetting article, using recognizers such as neural network, corner feature identification, color knowledge, user-defined feature code identifications, article is identified, and carries out counting scale point, initial inventory data is obtained, closes inventory data behind the door.The present invention confines and divides by using the images of items including neural network, edge detection, the synthesis such as round and variability fitting, strengthens commodity detection and positional accuracy.

Description

The vision system and method and medium for supporting the article of identification code to identify
Technical field
The present invention relates to field of image recognition, and in particular, to the vision system for supporting the article of identification code to identify and side Method and medium.Especially a kind of technical solution for the vision sales counter for supporting article multidimensional characteristic to identify.
Background technique
Automatic vending machine is the commonly used equipment of business automation, it is not limited by time, place, can save manpower, side Just it trades, is a kind of completely new retailing form, the micro supermarket for the 24 HOUR ACCESS that is otherwise known as.
Currently, the automatic vending machine algorithm used in the market generally uses single product features, such as neural network or color Feature.Cause accuracy of identification not high, commodity detection has been easy error thus can not actuals.
Summary of the invention
For the defects in the prior art, the object of the present invention is to provide a kind of visions that the article for supporting identification code identifies System and method and medium.
The vision system that a kind of article for supporting identification code provided according to the present invention identifies, comprising:
Module is confined and divided to images of items: obtaining images of items, wherein and the article figure includes identification code, according to The images of items obtains article screenshot;
Article identification and counting module: according to the article screenshot, article knowledge is carried out using the identification code in article screenshot It not and counts, obtains count results;
Order generation module: according to the count results, order information is obtained.
Preferably, module is confined and divided to the images of items, comprising:
It detects screen capture module: for one or more layers space in cabinet, obtaining images of items in layer, pass through one or more dimensions spy Sign, detects the images of items, is confined in images of items according to testing result and screenshot, and article in cabinet is obtained Screenshot.
Preferably, the article identification and counting module, comprising:
Feature recognition module: according to the characterizing definition of default article, using one or more identification method, to article screenshot In article identified, and according to recognition result carry out count make an inventory, obtain count results;
Inventory data update module: it according to the count results, is updated to inventory data in front of the door is closed, obtains closing behind the door Inventory data.
Preferably, the order generation module, comprising:
Inventory data comparison module: will close inventory data in front of the door and be compared with inventory data behind the door is closed, and tie according to comparing Fruit generates order information.
The visible sensation method that a kind of article for supporting identification code provided according to the present invention identifies, comprising: images of items is confined And segmentation step
Images of items is confined and segmentation step: obtaining images of items, wherein and the article figure includes identification code, according to The images of items obtains article screenshot;
Article identification and counting step: according to the article screenshot, article knowledge is carried out using the identification code in article screenshot It not and counts, obtains count results;
Order generation step: according to the count results, order information is obtained.
Preferably, the images of items is confined and segmentation step, comprising:
It detects screenshot step: for one or more layers space in cabinet, obtaining images of items in layer, pass through one or more dimensions spy Sign, detects the images of items, is confined in images of items according to testing result and screenshot, and article in cabinet is obtained Screenshot.
Preferably, the article identification and counting step, comprising:
Feature identification step: according to the characterizing definition of default article, using one or more identification method, to article screenshot In article identified, and according to recognition result carry out count make an inventory, obtain count results;
Inventory data updates step: according to the count results, being updated to inventory data in front of the door is closed, obtains closing behind the door Inventory data.
Preferably, the order generation step, comprising:
Inventory data compares step: will close inventory data in front of the door and is compared with inventory data behind the door is closed, ties according to comparing Fruit generates order information.
A kind of computer readable storage medium for being stored with computer program provided according to the present invention, the computer journey The step of visible sensation method of the article identification described in any of the above embodiments for supporting identification code is realized when sequence is executed by processor.
Compared with prior art, the present invention have it is following the utility model has the advantages that
1, the present invention is by using including neural network, edge detection, the comprehensive article figure such as round and variability fitting Frame is fixed and divides, and strengthens commodity detection and positional accuracy.
2, the present invention is by using including neural network, corner feature, color characteristic, the multidimensional product features such as feature coding Identification strengthens the accuracy of commodity identification.
3, the present invention improves commodity accuracy of identification using the detection of multidimensional product features and recognizer, wherein even can By using in a manner of custom coding, to can not clearly recognizable commodity distinguish, so that it is empty to have expanded commodity sku selection Between.
Detailed description of the invention
Upon reading the detailed description of non-limiting embodiments with reference to the following drawings, other feature of the invention, Objects and advantages will become more apparent upon:
Fig. 1 is the flow diagram of the visible sensation method of the article identification according to the present invention for supporting identification code.
Specific embodiment
The present invention is described in detail combined with specific embodiments below.Following embodiment will be helpful to the technology of this field Personnel further understand the present invention, but the invention is not limited in any way.It should be pointed out that the ordinary skill of this field For personnel, without departing from the inventive concept of the premise, several changes and improvements can also be made.These belong to the present invention Protection scope.
The vision system that a kind of article for supporting identification code provided according to the present invention identifies, comprising:
Module is confined and divided to images of items: obtaining images of items, wherein and the article figure includes identification code, according to The images of items obtains article screenshot;Further, the identification code includes: two dimensional code, point horizontal and vertical parity check code.
Article identification and counting module: according to the article screenshot, article knowledge is carried out using the identification code in article screenshot It not and counts, obtains count results;
Order generation module: according to the count results, order information is obtained.
Specifically, module is confined and divided to the images of items, comprising:
It detects screen capture module: for one or more layers space in cabinet, obtaining images of items in layer, pass through one or more dimensions spy Sign, detects the images of items, is confined in images of items according to testing result and screenshot, and article in cabinet is obtained Screenshot.
Specifically, the article identification and counting module, comprising:
Feature recognition module: according to the characterizing definition of default article, using one or more identification method, to article screenshot In article identified, and according to recognition result carry out count make an inventory, obtain count results;
Inventory data update module: it according to the count results, is updated to inventory data in front of the door is closed, obtains closing behind the door Inventory data.
Specifically, the order generation module, comprising:
Inventory data comparison module: will close inventory data in front of the door and be compared with inventory data behind the door is closed, and tie according to comparing Fruit generates order information.
The vision system of the article identification provided by the invention for supporting identification code, the support identification that can be given through the invention The step process of the visible sensation method of the article identification of code is realized.Those skilled in the art can be by the article for supporting identification code The visible sensation method of identification is interpreted as a preference of the vision system of the article identification for supporting identification code.
The visible sensation method that a kind of article for supporting identification code provided according to the present invention identifies, comprising: images of items is confined And segmentation step
Images of items is confined and segmentation step: obtaining images of items, wherein and the article figure includes identification code, according to The images of items obtains article screenshot;
Article identification and counting step: according to the article screenshot, article knowledge is carried out using the identification code in article screenshot It not and counts, obtains count results;
Order generation step: according to the count results, order information is obtained.
Specifically, the images of items is confined and segmentation step, comprising:
It detects screenshot step: for one or more layers space in cabinet, obtaining images of items in layer, pass through one or more dimensions spy Sign, detects the images of items, is confined in images of items according to testing result and screenshot, and article in cabinet is obtained Screenshot.
Specifically, the article identification and counting step, comprising:
Feature identification step: according to the characterizing definition of default article, using one or more identification method, to article screenshot In article identified, and according to recognition result carry out count make an inventory, obtain count results;
Inventory data updates step: according to the count results, being updated to inventory data in front of the door is closed, obtains closing behind the door Inventory data.
Specifically, the order generation step, comprising:
Inventory data compares step: will close inventory data in front of the door and is compared with inventory data behind the door is closed, ties according to comparing Fruit generates order information.
A kind of computer readable storage medium for being stored with computer program provided according to the present invention, the computer journey The step of visible sensation method of the article identification described in any of the above embodiments for supporting identification code is realized when sequence is executed by processor.
Next, more specifically being illustrated by preference to the present invention:
In preference, module is confined and divided to images of items: obtain each layer images of items in cabinet, using edge detection, Round and polygon approach and detection neural network, confine layer images of items each in the cabinet of acquisition and screenshot, and cabinet is obtained Interior article screenshot;
Article identification and counting module: according to the characterizing definition of default article, identified using neural network, corner feature, The recognizers such as color knowledge, user-defined feature code identification, identify article, and carry out counting scale point, obtain initial library Deposit data closes inventory data behind the door;
Order generation module: the initial inventory data generated according to the identification of initial article close the article identification updated behind the door What is counted to get closes inventory data behind the door, and initial inventory data are compared with inventory data behind the door is closed, and obtains vision cabinet Order.
In preference, images of items is confined and segmentation step: obtain cabinet in each layer images of items, using edge detection, Round and polygon approach and detection neural network, confine layer images of items each in the cabinet of acquisition and screenshot, and cabinet is obtained Interior article screenshot;
Article identification and counting step: according to the characterizing definition of default article, identified using neural network, corner feature, The recognizers such as color knowledge, user-defined feature code identification, identify article, and carry out counting scale point, obtain initial library Deposit data closes inventory data behind the door;Further, customized article sku, according to the customized article of user-defined feature code identification Sku, and then article is identified.Further, article sku includes: two dimensional code, point horizontal and vertical parity check code.
Order generation step: the initial inventory data generated according to the identification of initial article close the article identification updated behind the door What is counted to get closes inventory data behind the door, and initial inventory data are compared with inventory data behind the door is closed, and obtains vision cabinet Order.
One skilled in the art will appreciate that in addition to realizing system provided by the invention in a manner of pure computer readable program code It, completely can be by the way that method and step be carried out programming in logic come so that provided by the invention other than system, device and its modules System, device and its modules are declined with logic gate, switch, specific integrated circuit, programmable logic controller (PLC) and insertion The form of controller etc. realizes identical program.So system provided by the invention, device and its modules may be considered that It is a kind of hardware component, and the knot that the module for realizing various programs for including in it can also be considered as in hardware component Structure;It can also will be considered as realizing the module of various functions either the software program of implementation method can be Hardware Subdivision again Structure in part.
Specific embodiments of the present invention are described above.It is to be appreciated that the invention is not limited to above-mentioned Particular implementation, those skilled in the art can make a variety of changes or modify within the scope of the claims, this not shadow Ring substantive content of the invention.In the absence of conflict, the feature in embodiments herein and embodiment can any phase Mutually combination.

Claims (9)

1. a kind of vision system that the article for supporting identification code identifies characterized by comprising
Module is confined and divided to images of items: obtaining images of items, wherein the article figure includes identification code, according to described Images of items obtains article screenshot;
Article identification and counting module: according to the article screenshot, using the identification code in article screenshot carry out article identification with And count, obtain count results;
Order generation module: according to the count results, order information is obtained.
2. the vision system of the article identification according to claim 1 for supporting identification code, which is characterized in that the article figure Frame is fixed and divides module, comprising:
It detects screen capture module: for one or more layers space in cabinet, obtaining images of items in layer, by one or more dimensions feature, The images of items is detected, is confined in images of items according to testing result and screenshot, article in cabinet is obtained and cuts Figure.
3. the vision system of the article identification according to claim 1 for supporting identification code, which is characterized in that the article is known Other and counting module, comprising:
Feature recognition module: according to the characterizing definition of default article, using one or more identification method, in article screenshot Article is identified, and count according to recognition result and be made an inventory, and count results are obtained;
Inventory data update module: it according to the count results, is updated to inventory data in front of the door is closed, obtains closing inventory behind the door Data.
4. the vision system of the article identification according to claim 1 for supporting identification code, which is characterized in that the order is raw At module, comprising:
Inventory data comparison module: will close inventory data in front of the door and be compared with inventory data behind the door is closed, raw according to comparison result At order information.
5. a kind of visible sensation method that the article for supporting identification code identifies characterized by comprising
Images of items is confined and segmentation step: obtaining images of items, wherein the article figure includes identification code, according to described Images of items obtains article screenshot;
Article identification and counting step: according to the article screenshot, using the identification code in article screenshot carry out article identification with And count, obtain count results;
Order generation step: according to the count results, order information is obtained.
6. the visible sensation method of the article identification according to claim 5 for supporting identification code, which is characterized in that the article figure Frame determines and segmentation step, comprising:
It detects screenshot step: for one or more layers space in cabinet, obtaining images of items in layer, by one or more dimensions feature, The images of items is detected, is confined in images of items according to testing result and screenshot, article in cabinet is obtained and cuts Figure.
7. the visible sensation method of the article identification according to claim 5 for supporting identification code, which is characterized in that the article is known Other and counting step, comprising:
Feature identification step: according to the characterizing definition of default article, using one or more identification method, in article screenshot Article is identified, and count according to recognition result and be made an inventory, and count results are obtained;
Inventory data updates step: according to the count results, being updated to inventory data in front of the door is closed, obtains closing inventory behind the door Data.
8. the visible sensation method of the article identification according to claim 5 for supporting identification code, which is characterized in that the order is raw At step, comprising:
Inventory data compares step: inventory data in front of the door will be closed and be compared with inventory data behind the door is closed, it is raw according to comparison result At order information.
9. a kind of computer readable storage medium for being stored with computer program, which is characterized in that the computer program is located The step of managing the visible sensation method for the article identification that support identification code described in any one of claim 5 to 8 is realized when device executes.
CN201811063926.XA 2018-09-12 2018-09-12 The vision system and method and medium for supporting the article of identification code to identify Pending CN109409213A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201811063926.XA CN109409213A (en) 2018-09-12 2018-09-12 The vision system and method and medium for supporting the article of identification code to identify

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201811063926.XA CN109409213A (en) 2018-09-12 2018-09-12 The vision system and method and medium for supporting the article of identification code to identify

Publications (1)

Publication Number Publication Date
CN109409213A true CN109409213A (en) 2019-03-01

Family

ID=65464078

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201811063926.XA Pending CN109409213A (en) 2018-09-12 2018-09-12 The vision system and method and medium for supporting the article of identification code to identify

Country Status (1)

Country Link
CN (1) CN109409213A (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111445620A (en) * 2020-03-09 2020-07-24 广州中智融通金融科技有限公司 Storehouse cash storage method and device

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102982332A (en) * 2012-09-29 2013-03-20 顾坚敏 Retail terminal goods shelf image intelligent analyzing system based on cloud processing method
CN105931371A (en) * 2016-07-12 2016-09-07 帮团成都电子商务有限责任公司 Vending machine and vending method
CN107146325A (en) * 2017-07-13 2017-09-08 杭州宗盛智能科技有限公司 Automatic vending machine and its control method, control device and system
CN107393152A (en) * 2017-08-14 2017-11-24 杭州纳戒科技有限公司 Self-help vending machine and automatic selling system
CN107862515A (en) * 2017-12-25 2018-03-30 东莞弘驰智能技术有限公司 A kind of good selling method and system
CN108491799A (en) * 2018-03-23 2018-09-04 海深科技(宁波)有限公司 A kind of intelligent sales counter merchandise control method and system based on image recognition

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102982332A (en) * 2012-09-29 2013-03-20 顾坚敏 Retail terminal goods shelf image intelligent analyzing system based on cloud processing method
CN105931371A (en) * 2016-07-12 2016-09-07 帮团成都电子商务有限责任公司 Vending machine and vending method
CN107146325A (en) * 2017-07-13 2017-09-08 杭州宗盛智能科技有限公司 Automatic vending machine and its control method, control device and system
CN107393152A (en) * 2017-08-14 2017-11-24 杭州纳戒科技有限公司 Self-help vending machine and automatic selling system
CN107862515A (en) * 2017-12-25 2018-03-30 东莞弘驰智能技术有限公司 A kind of good selling method and system
CN108491799A (en) * 2018-03-23 2018-09-04 海深科技(宁波)有限公司 A kind of intelligent sales counter merchandise control method and system based on image recognition

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
徐静 主编: "《"专业技术人员电子商务知识培训读本"》", 31 July 2015 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111445620A (en) * 2020-03-09 2020-07-24 广州中智融通金融科技有限公司 Storehouse cash storage method and device

Similar Documents

Publication Publication Date Title
CN108922026B (en) Replenishment management method and device for vending machine and user terminal
US11042787B1 (en) Automated and periodic updating of item images data store
EP3910608B1 (en) Article identification method and system, and electronic device
CN107464116B (en) Order settlement method and system
CN109271920A (en) The vision system and method and medium for supporting article to identify
CN110889419B (en) Shelf analysis method, device and system and electronic equipment
CN104871198A (en) Merchandise information processing device, data processing method therefor, and program
CN109558416A (en) A kind of detection method traded extremely, device and storage medium
CN109271935A (en) The matching method of article and electronic tag, apparatus and system
CN109166000B (en) Intelligent container and method for creating order
US11354887B2 (en) Coin identification method, device, and cash register
CN112991380B (en) Track generation method and device based on video image, electronic equipment and medium
RU2730112C1 (en) System and method of identifying objects in composite object
US20210272170A1 (en) Method, Device, Electronic Apparatus and Storage Medium for Generating Order
CN109559218A (en) A kind of determination method, apparatus traded extremely and storage medium
CN109409213A (en) The vision system and method and medium for supporting the article of identification code to identify
CN108681720A (en) A kind of testimony of a witness veritification management system and method
CN111310531B (en) Image classification method, device, computer equipment and storage medium
CN109671227B (en) Intelligent container consumption behavior identification method and device, storage medium and electronic equipment
CN110826481A (en) Data processing method, commodity identification method, server and storage medium
CN110177245A (en) Express delivery synchronizing information is to the device of video monitoring, method, system
Keller Mining the internet of things: Detection of false-positive RFID tag reads using low-level reader data
CN110443946B (en) Vending machine, and method and device for identifying types of articles
Hsu et al. New generation artificial intelligent vending machine system based on LoRaWan IOT network
Merrad et al. A Real-time Mobile Notification System for Inventory Stock out Detection using SIFT and RANSAC.

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20190301