CN116050992A - Inventory checking management system based on image recognition - Google Patents
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Abstract
The invention discloses an inventory checking management system based on image recognition, which comprises: the image acquisition system comprises a first image acquisition unit and a second image acquisition unit, wherein the first image acquisition unit is used for realizing the image and image acquisition of the stock in any angle and any range in the warehouse space, and the second image acquisition unit is used for supplementing the angle range of the first image acquisition unit. The invention collects the image data of the stock in the warehouse through the image collection system, the image processing system processes the collected image data, the processed data is identified by the comparison and identification system, the identified data can be read by the automatic checking system, the automatic checking system can acquire the quantity of the stock and the related information of the stock through reading the data, acquire the checking information at any time, confirm the accurate stock-in time, and prompt the user when the stock is insufficient, so that the scientific management of the variety, class and quantity of the stock is realized, and the goods can be reasonably and timely supplemented.
Description
Technical Field
The invention belongs to the technical field of inventory management systems, and particularly relates to an inventory checking management system based on image recognition.
Background
Medicine is an article frequently purchased in daily life, and in order to facilitate sales of medicine and management of medicine inventory, a medicine shop manages medicine by referring to a POS system. After the medicine is received, the POS system scans the bar code of the medicine, the medicine is counted and classified, the medicine input amount can be counted, then the medicine is stored in a warehouse to be sold, the medicine output amount can be counted by scanning the bar code when the medicine is sold, and the residual stock amount can be known by comparing the medicine input amount with the medicine output amount. Compared with the traditional manual medicine quantity statistics, the medicine quantity statistics method simplifies medicine statistics modes, saves manpower, and meanwhile, the medicine quantity comparison is accurate.
When the POS system is used, when the quantity of medicines is counted, a worker is required to sweep codes one by one for new medicines, the quantity of all medicines can be counted, the labor is consumed when the medicines are counted, meanwhile, the stock quantity of the medicines can be obtained through scanning when the medicines are sold, and the quantity of actual medicines is inconsistent with the quantity counted by the POS system due to the fact that the medicines are broken, lost, stolen and the like when the medicines are sold, so that the inventory is checked in and out to some extent, the stock quantity can not be accurately mastered, and the time of stock intake can not be accurately confirmed.
Accordingly, in view of the above-mentioned problems, it is necessary to provide an inventory management system based on image recognition.
Disclosure of Invention
The invention aims to provide an inventory management system based on image recognition so as to solve the problems.
In order to achieve the above object, an embodiment of the present invention provides the following technical solution:
an inventory management system based on image recognition, comprising:
the image acquisition system comprises a first image acquisition unit and a second image acquisition unit, wherein the first image acquisition unit is used for realizing the image acquisition and the image acquisition of the inventory in any angle and any range in the warehouse space, and the second image acquisition unit is used for supplementing the angle and the range of the first image acquisition unit so as to realize the full scene image acquisition and the image acquisition;
the image processing system comprises an image preprocessing system, an image storage system and a feature extraction system;
the comparison and identification system comprises a comparison database system, an automatic comparison system and a result generation system;
the automatic inventory checking system comprises a report generating system and an inventory warning system;
the background management system comprises an inventory information input system, a multi-terminal management system, a traceability query system and a function management system;
the pictures and the image data acquired by the image acquisition system are processed by the image processing system, and then are identified by the comparison and identification system, so that the pictures and the image data can be read by the automatic inventory checking system.
Further, the first image acquisition unit and the second image acquisition unit comprise a plurality of CCD high-definition cameras, and the second image acquisition unit further comprises a temperature and humidity sensor and a brightness sensor.
Further, the image preprocessing system comprises an image sharpening processing system and a compression system.
Further, the feature extraction system extracts at least six features.
Further, the report types produced by the report generation system comprise an inventory basic information table, an inventory change table, a sales analysis table, an inventory clinical information table and an inventory replenishment prediction table.
Further, the inventory warning system comprises a temporary inventory warning system and an inventory stock warning system.
Further, the inventory information input system is used for inputting inventory own information, wherein the own information comprises first inventory information and second inventory information.
Further, the first inventory information includes inventory name, feature, date of manufacture, and bar code information, and the second inventory information includes inventory information including inventory manager and inspection maintenance information of the inventory by the manager.
Further, the multi-terminal management system comprises a terminal transmission system, wherein the terminal transmission system is used for transmitting data generated by the automatic inventory checking system to the mobile terminal.
Further, the traceability query system comprises an information tracking system and an information retrieval system.
Compared with the prior art, the invention has the following advantages:
the invention collects the image data of the stock in the warehouse through the image collection system, the image processing system processes the collected image data, the processed data is identified by the comparison and identification system, the identified data can be read by the automatic checking system, the automatic checking system can obtain the quantity of the stock and the related information of the stock through reading the data, the accurate time of stock intake is confirmed, and the reminding can be sent out in time when the stock is insufficient, so that the stock is scientifically managed, and the stock can be reasonably and timely supplemented.
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In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings that are required to be used in the embodiments or the description of the prior art will be briefly described below, and it is obvious that the drawings in the following description are only some embodiments described in the present invention, and other drawings may be obtained according to the drawings without inventive effort to those skilled in the art.
FIG. 1 is a system diagram of an inventory management system based on image recognition according to an embodiment of the invention.
Detailed Description
The present invention will be described in detail below with reference to the embodiments shown in the drawings. The embodiments are not intended to limit the invention, but structural, methodological or functional modifications from the embodiments are within the scope of the invention.
The invention discloses an inventory checking management system based on image recognition, which is mainly used for inventory management, and establishes corresponding transaction processing by taking warehousing, ex-warehouse and inquiry as main application types, so that the inventory quantity of goods is controlled in an optimal state, the system can display inventory information according to the minimum inventory quantity and the maximum inventory quantity set by each type of goods, namely, which goods need to be purchased and which goods exceed the inventory quantity, and then, a management department can determine a purchasing or selling plan through the inventory information, thereby ensuring that daily production is not stopped due to insufficient raw materials, ensuring smooth production, and ensuring that enterprises cannot overstock the mobile funds of the enterprises due to excessive inventory quantity, so that the economic benefit of the enterprises is improved.
Referring to fig. 1, the image acquisition system comprises a first image acquisition unit and a second image acquisition unit, wherein the first image acquisition unit and the second image acquisition unit comprise a plurality of CCD (charge coupled device) high-definition cameras, the CCD high-definition cameras focus images of photographed objects onto a CCD chip through lenses, the CCD accumulates charges in corresponding proportion according to the intensity of light, the charges accumulated by each pixel move outwards point by point under the control of video time sequence, and video signal output is formed after filtering and amplifying treatment.
Further, in order to ensure that the image acquisition system carries out image acquisition on the stock in an all-round manner, the image acquisition system is divided into a first image unit and a second image unit, wherein the first image unit is used for realizing the picture and image acquisition of the stock in any angle and any range in a warehouse space, when the warehouse stores the stock, the stock can be placed on a goods shelf, the image acquisition system acquires the picture and the image by utilizing a CCD high-definition camera, the CCD high-definition camera of the first image unit is installed outside the goods shelf and can be installed at a position opposite to the goods shelf, and the picture and the image acquisition of the stock in any range in any angle in the warehouse space can be realized so as to acquire the picture and the image information required by the stock.
Further, the second image acquisition unit is used for supplementing angles and ranges of the first image acquisition unit so as to realize full-scene image acquisition, as the stock is stored on the goods shelf, the CCD high-definition camera arranged by the first image acquisition unit cannot acquire images of the stock with dead angles in the goods shelf, in order to acquire pictures and image information of all the stock, the CCD high-definition camera is arranged in the goods shelf through the second image acquisition unit so as to acquire images of the stock with dead angles in the goods shelf, and therefore, the pictures and images of all the stock in the warehouse are acquired through the first image acquisition unit and the second image acquisition unit.
Further, the second image acquisition unit further comprises a temperature and humidity sensor and a light brightness sensor, the temperature and humidity of the stock on the goods shelf can be detected through the temperature and humidity sensor, the temperature and humidity of the stock on the goods shelf can be monitored in real time, the image acquired by the second image acquisition unit can be clear and soft through the arrangement of the light brightness sensor, the stock on the goods shelf is ensured to be comprehensively acquired, and the stock quantity of the stock in the stock area can be detected through the second image acquisition.
Referring to fig. 1, in the image processing system, because the amount of image information acquired by the image acquisition system is complex, in order to facilitate management of the acquired image, the acquired image is first processed by the image processing system so as to facilitate subsequent use of the acquired image. The image processing system comprises an image preprocessing system, an image storage system and a feature extraction system. The image preprocessing system comprises an image sharpening processing system and a compression system.
Further, when the image acquisition system acquires the images, the acquired images can have different definition due to the change of scenes, so that the system can identify the information of the acquired images, and the acquired images are processed through the image definition processing system, so that the acquired image definition meets the requirements, and the subsequent identification of the acquired image information is facilitated. When the CCD high-definition camera is used, the storage product can be monitored in real time, the collected image can be transmitted and stored, and because the information quantity is large, in order to facilitate storage of the image, the image processed by the sharpness processing system is compressed by the compression system, so that the occupied memory is reduced, and the image can be stored conveniently.
Further, when the image recognition inventory management system is used, images collected through the image collection system can be accumulated and analyzed so as to timely adjust inventory management schemes according to data changes, an optimal management scheme is made, collected picture information can be stored for facilitating subsequent viewing when needed, and due to the fact that the storage space of the storage device is limited, the out-of-date picture data in the storage device need to be cleaned regularly so as not to affect storage of subsequent pictures.
Further, the features extracted by the feature extraction system are at least six, the images acquired by the image acquisition system are used for inventory management of the inventory, the image processing system is required to extract the features of the inventory, and because the inventory is of a three-dimensional structure, in order to ensure the accuracy of subsequent comparison, the features of the 6 most representative inventory are required to be extracted during the extraction, and are used for subsequent comparison and identification, so that the identification accuracy of the identification system is improved, and the high efficiency of inventory management is improved.
Referring to fig. 1, after the image processing system processes the image acquired by the image acquisition system, the comparison recognition system can compare the processed image, and the features extracted by the feature extraction system are compared by the comparison recognition system, so as to complete detection and recognition of the stock.
Further, the comparison and identification system comprises a comparison database system, in order to complete comparison and identification, a comparison reference object needs to be provided, the comparison database system provides information of comparison of stock products, the brand new characteristic information of the stock products is stored in the stock product database system to be stored in an input mode, all characteristic information of the stock products needs to be input in input, and whether the stock products are the same stock products needs to be identified and distinguished.
Further, the automatic comparison system compares the features extracted by the image processing system with the data in the comparison database system to find the inventory matching with the features, when the automatic comparison system identifies the information of the inventory, the automatic comparison system can classify the information into the inventory with the same feature information according to the feature information, the information statistics of the same inventory is completed, and then the result generation system generates the quantity of the inventory and other related information of the inventory.
Referring to fig. 1, the automatic inventory checking system obtains the quantity of the inventory items and other relevant information of the inventory items through the comparison and identification system, and the automatic inventory checking system can check the inventory according to the data provided by the comparison and identification system, adjust the stock-in period of the inventory items according to the data, optimize the amount of the inventory items and standardize the management of the inventory items.
Further, the automatic inventory checking system comprises a report generating system, and the report types produced by the report generating system comprise an inventory basic information table, an inventory change table, a sales analysis table, an inventory clinical information table and an inventory replenishment prediction table. The basic information of the stock comprises information such as the name, curative effect, cure range, instruction book, manufacturer, production date and the like of the stock, and the basic information of the stock can be used for inquiring the information of the stock; the inventory change table is a report for counting inventory quantity change, and is used for controlling the quantity of inventory according to the inventory quantity change; the sales analysis table is based on the inventory change table, the sales of the inventory is obtained through analysis, the sales of each inventory can be obtained through the sales analysis table, and the inventory feeding amount is adjusted according to the sales; the inventory clinical list is used for counting the production dates of all inventory, and the inventory in the clinical period can be sold preferentially according to the inventory clinical list because the production dates of the same inventory are different; and the inventory replenishment prediction table predicts the replenishment time of the inventory according to the sales analysis table and the quantity of the inventory, accurately grasps the incoming time of the inventory, and avoids the extrusion or shortage of the inventory to influence normal sales.
Further, the inventory warning system comprises an inventory warning system for the expiration of inventory and an inventory stock warning system, wherein the inventory warning system is used for prompting inventory information, and when the inventory warning system detects the expiration of the inventory, the inventory warning system sends out warning to remind staff that the related inventory expiration needs to be processed in time, so that unnecessary loss caused by expiration of the inventory is avoided; when the inventory stock warning system detects that the inventory stock allowance is insufficient, warning can be sent to the staff through the inventory warning system to remind the staff that the relevant inventory stock allowance is insufficient, the inventory needs to be timely replenished, and the sales is prevented from being influenced by the stock shortage.
Further, when the inventory warning system warns the inventory stock, the quantity of the inventory in the inventory area acquired by the second image acquisition unit can be compared with a storage threshold value set in the inventory area, and when the inventory does not accord with the set threshold value, the warning system gives a warning.
Referring to fig. 1, the background management system is an auxiliary system of the whole image recognition inventory management system, and the inventory management system is grafted and connected together, so that the inventory management system becomes an integrated system, the required effect can be ensured, and the intelligent management of the inventory is realized.
Further, the background management system comprises an inventory information input system, the inventory information input system is used for inputting the own information of the inventory, the own information comprises first inventory information and second inventory information, the first inventory information comprises inventory names, characteristics, production dates and bar code information, the second inventory information comprises inventory managers and inspection and maintenance information of the inventory by the managers, the first inventory information is basic information of the inventory, and when the comparison and identification system is used for comparing the recorded first information, the type of the inventory can be confirmed by utilizing the image information and the inventory information collected by the image collection system, so that statistics and information identification can be carried out on the inventory.
Furthermore, as the stock needs to be checked by a main special person when the stock is stored, in order to facilitate the management of the warehouse, the management personnel can manage the relevant information of the input patrol when the management personnel make the patrol, and the standardized management is carried out.
Further, the multi-terminal management system comprises a terminal transmission system, wherein the terminal transmission system is used for transmitting data generated by the automatic inventory checking system to the mobile terminal, and in order to enable the image identification inventory management system data to be convenient to view, the multi-terminal management system is used for transmitting inventory management data to the PC end and the mobile phone end, so that staff can view the inventory management data conveniently, and the staff can master relevant information of inventory at any time and any place.
Further, the traceability query system comprises an information tracking system and an information retrieval system, in order to conveniently trace the sold stock, the traceability query system is arranged, the stock can be tracked through the information tracking system, and the information retrieval system can facilitate information retrieval.
Examples:
when stock products take the even flower plague clearing as an example and take the even flower plague clearing for the first time in the production of the kaolin pharmaceutical industry for stock, firstly, the information input system in the background management system is used for inputting the related information of the even flower plague clearing, the bar code is scanned for inputting the related information, and meanwhile, the related information of the characteristics, the shapes and the like of the even flower plague clearing is input, and the information of the main characteristics of the even flower plague clearing is ensured to be input when the information is input, so that the even flower plague clearing produced by different manufacturers can be distinguished;
placing all the newly-fed stock products on a goods shelf, wherein the placing positions of the stock products are such that a CCD (charge coupled device) high-definition camera in an image acquisition system is convenient for acquiring images, and after the medicine is placed, the image acquisition system can acquire pictures and images of the flower plague clearing through the CCD high-definition camera, acquire angles which are easy to acquire on the goods shelf through a first image acquisition group, and acquire pictures and images at four corners of the goods shelf through a second acquisition unit;
transmitting the pictures and the images of the continuous flower blast clearing collected by the image collecting system to an image processing system, processing each collected image of the continuous flower blast clearing by the image processing system, and extracting relevant features which can be used for identifying whether the images are the continuous flower blast clearing or not by a feature extracting system;
the characteristics extracted by the image processing system are compared with the information recorded by the background management system through the comparison recognition system, and whether the characteristics are the same as the information recorded by the background management system is recognized so as to recognize whether the collected stock is the continuous flower plague clearing produced by the Kaolin pharmaceutical industry, the data are counted after the recognition, the quantity of the continuous flower plague clearing on the goods shelf is obtained, and the statistics on the stock is completed;
generating various reports in an automatic inventory checking system by comparing the identified data, acquiring the data through an image acquisition system when inventory on a shelf of the lotus is reduced when the lotus is sold, and finally correspondingly adjusting the related data through the inventory checking system to generate a new report, wherein when the inventory allowance is insufficient, the inventory warning system can give an alarm to prompt access and acquisition; the medicine can also give out a temporary reminding at the time of temporary.
The technical scheme shows that the invention has the following beneficial effects:
the invention collects the image data of the stock in the warehouse through the image collection system, the image processing system processes the collected image data, the processed data is identified by the comparison and identification system, the identified data can be read by the automatic checking system, the automatic checking system can obtain the quantity of the stock and the related information of the stock through reading the data, the accurate time of stock intake is confirmed, and the reminding can be sent out in time when the stock is insufficient, so that the stock is scientifically managed, and the stock can be reasonably and timely supplemented.
It will be evident to those skilled in the art that the invention is not limited to the details of the foregoing illustrative embodiments, and that the present invention may be embodied in other specific forms without departing from the spirit or essential characteristics thereof. The present embodiments are, therefore, to be considered in all respects as illustrative and not restrictive, the scope of the invention being indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are therefore intended to be embraced therein. Any reference sign in a claim should not be construed as limiting the claim concerned.
Furthermore, it should be understood that although the present disclosure describes embodiments, not every embodiment contains only one independent technical solution, and that such description is provided for clarity only, and that the technical solutions of the embodiments may be appropriately combined to form other embodiments that will be understood by those skilled in the art.
Claims (10)
1. An inventory count management system based on image recognition, comprising:
the image acquisition system comprises a first image acquisition unit and a second image acquisition unit, wherein the first image acquisition unit is used for realizing the image acquisition and the image acquisition of the inventory in any angle and any range in the warehouse space, and the second image acquisition unit is used for supplementing the angle and the range of the first image acquisition unit so as to realize the full scene image acquisition and the image acquisition;
the image processing system comprises an image preprocessing system, an image storage system and a feature extraction system;
the comparison and identification system comprises a comparison database system, an automatic comparison system and a result generation system;
the automatic inventory checking system comprises a report generating system and an inventory warning system;
the background management system comprises an inventory information input system, a multi-terminal management system, a traceability query system and a function management system;
the pictures and the image data acquired by the image acquisition system are processed by the image processing system, and then are identified by the comparison and identification system, so that the pictures and the image data can be read by the automatic inventory checking system.
2. The inventory management system based on image recognition according to claim 1, wherein the first image acquisition unit and the second image acquisition unit each comprise a plurality of CCD high-definition cameras, and the second image acquisition unit further comprises a temperature and humidity sensor and a brightness sensor.
3. The inventory management system based on image recognition of claim 1, wherein the image preprocessing system includes an image sharpness processing system and a compression system.
4. The inventory management system based on image recognition of claim 1, wherein the feature extraction system extracts at least six features.
5. The inventory count management system based on image recognition according to claim 1, wherein the report types produced by the report generation system include a stock basic information table, a stock change table, a sales analysis table, a stock clinical information table, and a stock replenishment prediction table.
6. The inventory count management system based on image recognition of claim 1, wherein the inventory warning system includes a critical inventory warning system and an inventory stock warning system.
7. The inventory count management system based on image recognition of claim 1, wherein the inventory information entry system is configured to enter inventory owned information, the owned information including first inventory information and second inventory information.
8. The image recognition-based inventory count management system of claim 7, wherein said first inventory information includes inventory name, characteristics, date of manufacture and bar code information, and said second inventory information includes inventory information including inventory manager and manager's inspection and maintenance information for inventory.
9. The system of claim 1, wherein the multi-terminal management system comprises a terminal transmission system for transmitting data generated by the automated inventory system to the mobile terminal.
10. The inventory management system based on image recognition of claim 1, wherein the retrospective query system comprises an information tracking system and an information retrieval system.
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| CN202310021309.8A CN116050992A (en) | 2023-01-07 | 2023-01-07 | Inventory checking management system based on image recognition |
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117057713A (en) * | 2023-08-21 | 2023-11-14 | 国网湖北省电力有限公司孝感供电公司 | Inventory checking management system based on image recognition |
| CN117151595A (en) * | 2023-10-31 | 2023-12-01 | 苏州极易科技股份有限公司 | Commodity inventory management method, equipment and storage medium |
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117057713A (en) * | 2023-08-21 | 2023-11-14 | 国网湖北省电力有限公司孝感供电公司 | Inventory checking management system based on image recognition |
| CN117151595A (en) * | 2023-10-31 | 2023-12-01 | 苏州极易科技股份有限公司 | Commodity inventory management method, equipment and storage medium |
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