CN110458110A - It is capable of the retail method of automatic identification fruit variety - Google Patents
It is capable of the retail method of automatic identification fruit variety Download PDFInfo
- Publication number
- CN110458110A CN110458110A CN201910746981.7A CN201910746981A CN110458110A CN 110458110 A CN110458110 A CN 110458110A CN 201910746981 A CN201910746981 A CN 201910746981A CN 110458110 A CN110458110 A CN 110458110A
- Authority
- CN
- China
- Prior art keywords
- fruit
- variety
- automatic identification
- file
- electronic scale
- 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
Links
- 235000013399 edible fruits Nutrition 0.000 title claims abstract description 55
- 238000000034 method Methods 0.000 title claims abstract description 12
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 5
- 238000009394 selective breeding Methods 0.000 description 2
- 238000001514 detection method Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000005303 weighing Methods 0.000 description 1
Classifications
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01G—WEIGHING
- G01G19/00—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups
- G01G19/40—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight
- G01G19/413—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means
- G01G19/414—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means using electronic computing means only
- G01G19/4144—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight using electromechanical or electronic computing means using electronic computing means only for controlling weight of goods in commercial establishments, e.g. supermarket, P.O.S. systems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06K—GRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
- G06K17/00—Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations
- G06K17/0022—Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations arrangements or provisions for transferring data to distant stations, e.g. from a sensing device
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0283—Price estimation or determination
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/20—Scenes; Scene-specific elements in augmented reality scenes
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/60—Type of objects
- G06V20/68—Food, e.g. fruit or vegetables
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- General Physics & Mathematics (AREA)
- Development Economics (AREA)
- Mathematical Physics (AREA)
- Accounting & Taxation (AREA)
- Finance (AREA)
- Strategic Management (AREA)
- Entrepreneurship & Innovation (AREA)
- General Business, Economics & Management (AREA)
- Marketing (AREA)
- Economics (AREA)
- Game Theory and Decision Science (AREA)
- General Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Cash Registers Or Receiving Machines (AREA)
Abstract
A kind of retail method for capableing of automatic identification fruit variety, which is characterized in that pass through darknet+yolov3 training fruit model；It is then converted into IR file workable for Openvino, and is stored in the database of electronic scale or uploads onto the server；Using the fruit image on camera acquisition electronic scale, is analyzed with fruit image of the IR file to acquisition, identify the kind of fruit；The amount of money is calculated according to fruit weight and kind, and prints outgoing label.The invention has the advantages that relative to present fruit scale, it is possible to reduce every time the time of selection fruit variety, improve work efficiency.
Description
Technical field
The present invention relates to one kind to be capable of the retail method of automatic identification fruit variety, be mainly used for fruit or baking etc. other
Retail.
Background technique
Supermarket's fruit needs the kind of artificial selection fruit in clearing, very troublesome, sometimes can also be due to selecting mistake
And cause clearing mistake.
Summary of the invention
It is an object of the invention to provide the retail methods that one kind is capable of automatic identification fruit variety, to solve the prior art
In retail fruit, the existing kind for needing artificial selection fruit, very troublesome, can also be caused sometimes due to selection mistake
Settle accounts the problem of mistake.
The technical scheme is that a kind of retail method for capableing of automatic identification fruit variety, which is characterized in that pass through
Darknet+yolov3 trains fruit model；It is then converted into IR file workable for Openvino, and is stored in electronics
The database of scale is uploaded onto the server；Using the fruit image on camera acquisition electronic scale, with IR file to the water of acquisition
Fruit image is analyzed, and identifies the kind of fruit；The amount of money is calculated according to fruit weight and kind, and prints outgoing label.
If identifying that mistake or unidentified occurs in the kind of fruit, operator manually selects fruit variety, and equipment is automatic
The picture and correct fruit title for uploading identification mistake are uploaded onto the server, and the picture is then added to training data and is concentrated
It is trained, sophisticated model.
The invention has the advantages that relative to present fruit scale, it is possible to reduce every time the time of selection fruit variety, improve
Working efficiency.
Specific embodiment
One kind of the present invention is capable of the retail method of automatic identification fruit variety, which is characterized in that passes through darknet+
Yolov3 trains fruit model；It is then converted into IR file workable for Openvino, and is stored in the data of electronic scale
Library is uploaded onto the server；Using the fruit image on camera acquisition electronic scale, with IR file to the fruit image of acquisition into
Row analysis, identifies the kind of fruit；The amount of money is calculated according to fruit weight and kind, and prints outgoing label.
If cashier has found that mistake or unidentified occurs in the kind of identification fruit, fruit variety is manually selected, if
The standby automatic picture for uploading identification mistake and correct fruit title are uploaded onto the server, and obtained data are added to data set
In, by the new model of re -training, to improve the scene for identifying mistake before.
It, can be (super in 64 bit manipulation system of Windows10 using the application software of the trained fruit model of the present invention
The operating system of the POS scale in city, software is on scale), in conjunction with electronic scale, printer and scanner, complete fruit weighing and clearing.
The training method of fruit model: the picture that collects fruit → marked by LabelImg, production data set → pass through
Darknet+yolov3 train → is converted into IR format.
Application method of the invention: water pipe is placed on electronic scale, and the application that point opens electronic scale automatically opens camera, real
When read the reading of electronic scale, if camera detection arrives fruit, identification fruit variety and obtains monovalent information, then basis
The reading of scale calculates total price.If identifying mistake, fruit can be manually selected, user can choose the figure for uploading identification mistake
Piece is uploaded onto the server with correct fruit title, improves identification.If it is confirmed that errorless, clicking ACK button can be printed
Label.Scanner can also be added, be done directly payment.
Claims (2)
1. the retail method that one kind is capable of automatic identification fruit variety, which is characterized in that pass through darknet+yolov3 training water
Fruit model；It is then converted into IR file workable for Openvino, and is stored in the database of electronic scale or uploads to clothes
Business device；Using the fruit image on camera acquisition electronic scale, is analyzed with fruit image of the IR file to acquisition, identify water
The kind of fruit；The amount of money is calculated according to fruit weight and kind, and prints outgoing label.
2. the retail method according to claim 1 for capableing of automatic identification fruit variety, which is characterized in that if identification water
There is mistake or unidentified in the kind of fruit, and operator manually selects fruit variety, and equipment uploads the picture of identification mistake automatically
It uploads onto the server with correct fruit title, the picture is then added to training data concentration and is trained, sophisticated model.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910746981.7A CN110458110A (en) | 2019-08-14 | 2019-08-14 | It is capable of the retail method of automatic identification fruit variety |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910746981.7A CN110458110A (en) | 2019-08-14 | 2019-08-14 | It is capable of the retail method of automatic identification fruit variety |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN110458110A true CN110458110A (en) | 2019-11-15 |
Family
ID=68486299
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910746981.7A Pending CN110458110A (en) | 2019-08-14 | 2019-08-14 | It is capable of the retail method of automatic identification fruit variety |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN110458110A (en) |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110940407A (en) * | 2019-12-11 | 2020-03-31 | 北京星际华通科技有限公司 | Intelligent electronic scale for Internet of things and transaction method, device and system thereof |
| CN111814862A (en) * | 2020-06-30 | 2020-10-23 | 平安国际智慧城市科技股份有限公司 | Fruit and vegetable identification method and device |
| CN114741013A (en) * | 2022-04-28 | 2022-07-12 | 厦门顶尖电子有限公司 | Intelligent identification scale, method for realizing rapid fixed service in intelligent identification scale and storage medium |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6363366B1 (en) * | 1998-08-31 | 2002-03-26 | David L. Henty | Produce identification and pricing system for checkouts |
| CN104361698A (en) * | 2014-11-25 | 2015-02-18 | 湖南大学 | Self-service intelligent electronic weighing settlement method and system |
| CN107084780A (en) * | 2017-05-12 | 2017-08-22 | 智锐达仪器科技南通有限公司 | A kind of intelligent electronic-scale and corresponding Weighing method |
| CN109935020A (en) * | 2018-11-07 | 2019-06-25 | 阿里巴巴集团控股有限公司 | Commodity settlement device, method and system |
| CN109979130A (en) * | 2019-03-29 | 2019-07-05 | 厦门益东智能科技有限公司 | A kind of commodity automatic identification and clearing sales counter, method and system |
-
2019
- 2019-08-14 CN CN201910746981.7A patent/CN110458110A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6363366B1 (en) * | 1998-08-31 | 2002-03-26 | David L. Henty | Produce identification and pricing system for checkouts |
| CN104361698A (en) * | 2014-11-25 | 2015-02-18 | 湖南大学 | Self-service intelligent electronic weighing settlement method and system |
| CN107084780A (en) * | 2017-05-12 | 2017-08-22 | 智锐达仪器科技南通有限公司 | A kind of intelligent electronic-scale and corresponding Weighing method |
| CN109935020A (en) * | 2018-11-07 | 2019-06-25 | 阿里巴巴集团控股有限公司 | Commodity settlement device, method and system |
| CN109979130A (en) * | 2019-03-29 | 2019-07-05 | 厦门益东智能科技有限公司 | A kind of commodity automatic identification and clearing sales counter, method and system |
Non-Patent Citations (1)
| Title |
|---|
| 佚名: ""干货|手把手教你在NCS2上部署yolov3-tiny检测模型"", 《CSDN网站》 * |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110940407A (en) * | 2019-12-11 | 2020-03-31 | 北京星际华通科技有限公司 | Intelligent electronic scale for Internet of things and transaction method, device and system thereof |
| CN111814862A (en) * | 2020-06-30 | 2020-10-23 | 平安国际智慧城市科技股份有限公司 | Fruit and vegetable identification method and device |
| CN114741013A (en) * | 2022-04-28 | 2022-07-12 | 厦门顶尖电子有限公司 | Intelligent identification scale, method for realizing rapid fixed service in intelligent identification scale and storage medium |
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| 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: 20191115 |