CN110021402A - A kind of menu recommended method and menu recommender system based on image recognition - Google Patents

A kind of menu recommended method and menu recommender system based on image recognition Download PDF

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Publication number
CN110021402A
CN110021402A CN201710858833.5A CN201710858833A CN110021402A CN 110021402 A CN110021402 A CN 110021402A CN 201710858833 A CN201710858833 A CN 201710858833A CN 110021402 A CN110021402 A CN 110021402A
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food materials
existing
menu
existing food
picture
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史丽芳
茅忠群
诸永定
陈斌德
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Ningbo Fotile Kitchen Ware Co Ltd
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Ningbo Fotile Kitchen Ware Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/58Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/583Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content

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  • Theoretical Computer Science (AREA)
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  • Databases & Information Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Medical Treatment And Welfare Office Work (AREA)

Abstract

The present invention relates to a kind of menu recommended method and menu recommender system based on image recognition, for searching the recommendation menu for matching existing food materials in existing menu data library, menu recommender system includes that food materials image collecting device, food materials pattern recognition device, central processing unit and menu recommend suggestion device.The menu recommended method includes the image for acquiring existing food materials, and formation includes the existing food materials total figure picture of all existing food materials;It identifies the various food materials in existing food materials total figure picture, knows each existing food materials title;When each existing food materials title that judgement is known is present in existing menu, and when judging each existing food materials occupied ratio value being above image occupation proportion threshold value in existing food materials total figure picture, then the existing menu including each existing food materials is recommended to select for user, to recommend to be suitble to the menu of currently existing food materials;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided to user by providing.

Description

A kind of menu recommended method and menu recommender system based on image recognition
Technical field
The present invention relates to intelligent menu fields more particularly to a kind of menu recommended method and menu based on image recognition to push away Recommend system.
Background technique
In daily life, user often puts together the various food materials of purchase (such as vegetables, prepared food), then exists When needing to cook, chooses and oneself think that suitable food materials are cooked.It is various that there is intelligence with the development of intelligent kitchen appliance equipment The menu recommended method of menu recommendation function proposed in succession, and along with the intelligent kitchen appliance equipment of these menu recommended methods Also it progresses into the kitchen of people.User can according to the menu that kitchen appliance equipment is recommended or oneself in kitchen appliance equipment The menu of selection, to instruct user to cook delicious menu.
However, existing these methods and kitchen appliance equipment with menu recommendation function but still have some shortcomings it Place: since these food materials kinds are more, and food materials classification is not thin, results in the need for user effort longer time to browse and recommend Menu in addition kitchen appliance equipment recommendation menu in include user oneself currently existing food materials, can not intelligently push away The menu for being suitble to currently existing food materials is recommended, this undoubtedly will cause bad culinary art to experience to user.
Summary of the invention
Primary technical problem to be solved by this invention provides a kind of based on image recognition for the above-mentioned prior art Menu recommended method.The menu recommended method can not only intelligently recommend the menu for being suitble to currently existing food materials, Er Qie It is not suitble to prompt to user when the menu of currently existing food materials in existing menu data library, to enhance the use of user yet Experience effect.
Another technical problem to be solved by this invention is that a kind of realization menu is provided for the above-mentioned prior art The menu recommender system based on image recognition of recommended method.
The present invention solves technical solution used by above-mentioned primary technical problem are as follows: a kind of menu based on image recognition pushes away Method is recommended, for searching the recommendation menu for matching existing food materials in existing menu data library, in the existing menu data library Including several existing menus;It is characterized in that, the menu recommended method based on image recognition includes the following steps 1 to step 5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein, The total species number for marking existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2, N;The existing food materials Total figure picture is labeled as JPG;
Step 2, the various food materials in the existing food materials total figure picture are identified, is informed in each in existing food materials total figure picture Existing food materials title;
Step 3, it is carried out according to each food materials title for including in existing menu and each existing food materials title known For the contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, it provides The menu prompt information for matching current each existing food materials wouldn't be provided to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, obtains each existing food materials in the existing food Size in material total figure picture obtains each existing food materials occupied ratio value in the existing food materials total figure picture;Wherein,
Label described image occupation proportion threshold value is σ0, the existing food materials AiIn the existing food materials total figure as institute in JPG Occupation proportion index is denoted as Indicate existing food materials AiArea, SJPGIndicate the existing food materials total figure picture The area of JPG;
Step 5, judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above the figure When as occupation proportion threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, providing wouldn't mention For matching the menu prompt information of current each existing food materials to user.
Further, in the menu recommended method described based on image recognition, further include after step 5 step b1 extremely Step b4:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, described new It include common food materials title and the corresponding picture of the common food materials when meeting food safety in fresh picture color database Color data;
Step b2 carries out identification judgement to each existing food materials in the existing food materials total figure picture, to judge each existing food Whether material meets food safety:
When the food materials picture color data in the existing food materials total figure picture are somebody's turn to do with the fresh picture color database When picture color data when food materials meet food safety are consistent, then judge that the current existing food materials meet food safety, and turn Enter to execute step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively to meet food safety The recommendation menu of existing food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
It improves again, the menu recommended method based on image recognition further includes step c1 to step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to the currently existing food materials, with obtain the corresponding weight of each existing food materials with Number;
Step c3, according to received number of meals and each existing food materials weight, number, it is current to automatically generate satisfaction The recommendation menu of number of meals.
It improves again, the menu recommended method based on image recognition further includes step d1 to step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition figure As the freshness of moment point;
The freshness of obtained each existing food materials is supplied to user by step d3.
It is further improved, the menu recommended method based on image recognition further include: receive, the use of storage user's input The personal information of meal personnel;Wherein, the personal information of the dining personnel includes age of dining personnel, gender, occupation, both Information is liked toward medical history, physical condition, dieting information and menu;According to the personal information of received dining personnel and each existing There are food materials, generation meets current dining personnel's constitution and includes the recommendation menu of at least one currently existing food materials and push away this It recommends menu and is pushed to user.
The present invention solves technical solution used by another technical problem are as follows: realize the menu recommended method based on The menu recommender system of image recognition, which is characterized in that including food materials image collecting device, food materials pattern recognition device, center Processor and menu recommend suggestion device;The food materials pattern recognition device respectively with food materials image collecting device and central processing Device communication connection, the central processing unit and menu recommend suggestion device communication connection;Wherein:
The food materials image collecting device, for acquiring the image of existing food materials, formation includes all existing food materials Existing food materials total figure picture, and send the existing food materials total figure picture and give food materials pattern recognition device;
The food materials pattern recognition device is informed in for identifying to the various food materials in the existing food materials total figure picture Each existing food materials title in existing food materials total figure picture;And according to each food materials title for including in existing menu and know Each existing food materials title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to center Processor;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends prompt dress to the menu It sets;
The central processing unit obtains each existing food for presetting the image occupation proportion threshold value for being directed to each food materials Size of the material in the existing food materials total figure picture obtains each existing food materials occupied ratio in the existing food materials total figure picture Example value;Judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image occupation proportion When threshold value, then the existing menu including each existing food materials is recommended to recommend suggestion device to the menu;Otherwise, providing wouldn't The menu prompt information for providing the current each existing food materials of matching recommends suggestion device to the menu;
The menu recommends suggestion device, for showing that central processing unit is sent existing including each existing food materials Menu wouldn't provide the menu prompt information for matching current each existing food materials to user to user or display.
Compared with the prior art, the advantages of the present invention are as follows:
Firstly, the menu recommended method and menu recommender system in the present invention pass through the image for acquiring each existing food materials, with The food materials total figure picture including each existing food materials is formed, and identifies the name of current each existing food materials based on image-recognizing method Claim, be then compared according to the existing food materials title identified with the food materials title in existing menu, and is also based on each food The size of material proportion in existing food materials total figure picture is suitble to the recommendation menu of currently existing food materials to user to search;
Even if secondly, wouldn't also be mentioned when not currently being suitble to the menu of currently existing food materials in existing menu data library Menu prompt information for matching currently each existing food materials is imitated to user with enhancing the friendly experience that user obtains when recommending menu Fruit;
Again, judgement can also be met the existing food materials of food safety by the menu recommended method in the present invention, automatic raw At including the recommendation menu for respectively meeting the existing food materials of food safety, to meet, recommended menu is suitable currently all to meet food The existing food materials of product safety;
Finally, menu recommended method in the present invention can also be according to the personal information of received dining personnel and each existing There are food materials, generation meets current dining personnel's constitution and includes the recommendation menu of at least one currently existing food materials and push away this It recommends menu and is pushed to user.
Detailed description of the invention
Fig. 1 is the menu recommended method flow diagram based on image recognition in the embodiment of the present invention;
Fig. 2 is the schematic diagram of the menu recommender system based on image recognition in the embodiment of the present invention.
Specific embodiment
The present invention will be described in further detail below with reference to the embodiments of the drawings.
As shown in Figure 1, the menu recommended method in the present embodiment based on image recognition, in existing menu data library The recommendation menu for matching existing food materials is searched, having includes several existing menus in menu data library;Include in each existing menu There are food materials title, food materials quantity required for the menu and food materials weight information;The menu recommended method based on image recognition Include the following steps 1 to step 5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein, The total species number for marking existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2, N;Existing food materials total figure As being labeled as JPG;
For example, user is currently owned by three kinds of existing food materials capsicum, cucumber, tomato being stacked upon, and accordingly, label Capsicum is existing food materials A1, label cucumber is existing food materials A2, label tomato is existing food materials A3;Then what is acquired includes The image of capsicum, cucumber and tomato is known as existing food materials total figure picture;Needs for ease of description mark existing food at this time Material total figure picture is JPG;
Step 2, the various food materials in existing food materials total figure picture are identified, is informed in each existing in existing food materials total figure picture Food materials title;
For example, being learnt total in the existing food materials for existing food materials total figure as the identification of JPG by image recognition It include these three existing food materials of capsicum, cucumber and tomato in image JPG;And the title for this existing food materials known It is based entirely on what automatic identification obtained;
Step 3, it is directed to according to each food materials title for including in existing menu and each existing food materials title known The contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, it provides The menu prompt information for matching current each existing food materials wouldn't be provided to user;
The case where for the step 3, still illustrates by taking three kinds of above-mentioned capsicum, cucumber and tomato existing food materials as an example:
Assuming that there are an existing menu first include capsicum, cucumber and tomato in existing menu data library, then When judging that the capsicum known, cucumber and tomato are present in this existing menu first at this time, then it is transferred to and executes step 4;One When do not existed simultaneously in one of those existing menu in the existing menu data library of denier at all, then matching wouldn't be provided by, which providing, works as The menu prompt information of preceding each existing food materials is to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, it is total in existing food materials to obtain each existing food materials Size in image obtains each existing food materials occupied ratio value in existing food materials total figure picture;Wherein,
Tag image occupation proportion threshold value is σ0, existing food materials AiIn existing food materials total figure as ratio index occupied in JPG It is denoted as Indicate existing food materials AiArea, SJPGIndicate existing food materials total figure as the area of JPG;
Step 5, judge that each existing food materials occupied ratio value in existing food materials total figure picture is above image and occupies ratio When example threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, provide that wouldn't to provide matching current each The menu prompt information of existing food materials is to user.
That is, it is assumed that in existing food materials total figure as in JPG, capsicum is in the existing food materials total figure as occupied by JPG Ratio value beCucumber is in the existing food materials total figure as ratio value occupied in JPG isTomato is in the existing food Material total figure is as ratio value occupied in JPG
If the corresponding ratio value occupied of three existing food materials capsicums, cucumber and tomatoWithIt is above Image occupation proportion threshold value is σ0, i.e.,AndAndWhen, recommend to include each existing food materials capsicum, cucumber It is selected with the existing menu first of tomato for user;Otherwise, the menu prompt for matching current each existing food materials wouldn't be provided by providing Information is to user.
Certainly, in order to meet the needs that recommended menu is suitble to current all existing food materials to meet food safety, for Menu recommended method in the present embodiment based on image recognition further includes step b1 to step b4 after step 5:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, fresh figure It include common food materials title and the corresponding picture color of the common food materials when meeting food safety in piece color data library Data;
Step b2 carries out identification judgement to each existing food materials in existing food materials total figure picture, to judge that each existing food materials are It is no to meet food safety:
When the food materials picture color data in existing food materials total figure picture and the food materials in the fresh picture color database When picture color data when meeting food safety are consistent, then judge that the current existing food materials meet food safety, and be transferred to and hold Row step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively to meet food safety The recommendation menu of existing food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
In order to automatically generate the menu for meeting current number of meals, should menu recommended method based on image recognition can be with Further comprise step c1 to step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to currently existing food materials, to obtain the corresponding weight of each existing food materials and number;
Step c3, according to received number of meals and each existing food materials weight, number, it is current to automatically generate satisfaction The recommendation menu of number of meals.
The freshness of current each existing food materials is understood for the ease of user, it specifically, should the menu based on image recognition Recommended method further includes step d1 to step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition figure As the freshness of moment point;
The freshness of obtained each existing food materials is supplied to user by step d3.
In order to generate meet current dining personnel's constitution and include the recommendation menu of at least one currently existing food materials simultaneously The recommendation menu is pushed to user, the menu recommended method based on image recognition in the present embodiment further include:
It receives, the personal information of the dining personnel of storage user's input;Wherein, the personal information of the dining personnel includes Age, gender, occupation, medical history, physical condition, dieting information and the menu of dining personnel likes information;
According to the personal information of received dining personnel and each existing food materials, generation meet current dining personnel's constitution and Include the recommendation menu of at least one currently existing food materials and the recommendation menu is pushed to user.
In addition, the present embodiment also provides a kind of menu recommendation system based on image recognition for realizing above-mentioned menu recommended method System, being somebody's turn to do the menu recommender system based on image recognition includes food materials image collecting device, food materials pattern recognition device, central processing Device and menu recommend suggestion device;Food materials pattern recognition device respectively with food materials image collecting device and central processing unit communication link It connects, central processing unit and menu recommend suggestion device communication connection;Wherein:
Food materials image collecting device, for acquiring the image of existing food materials, formation includes the existing of all existing food materials Food materials total figure picture, and send existing food materials total figure picture and give food materials pattern recognition device;Wherein, the food materials image collecting device is preferred Color Image Acquisition device;
Food materials pattern recognition device is informed in existing food materials for identifying to the various food materials in existing food materials total figure picture Each existing food materials title in total figure picture;And according to each food materials title for including in existing menu and each existing food known Material title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to center Processor;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends suggestion device to menu;
Central processing unit obtains each existing food materials and exists for presetting the image occupation proportion threshold value for being directed to each food materials Size in existing food materials total figure picture obtains each existing food materials occupied ratio value in existing food materials total figure picture;Judgement is each Existing food materials are then recommended to include each when occupied ratio value is above image occupation proportion threshold value in existing food materials total figure picture The existing menu of existing food materials recommends suggestion device to menu;Otherwise, the dish for matching current each existing food materials wouldn't be provided by providing It composes prompt information and recommends suggestion device to menu;
Menu recommend suggestion device, for show central processing unit send the existing menu including each existing food materials to Family or display wouldn't provide the menu prompt information for matching current each existing food materials to user.
Although the preferred embodiment of the present invention has been described in detail above, it is to be clearly understood that for this field Technical staff for, the invention may be variously modified and varied.Done within the spirit and principles of the present invention What modification, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.

Claims (6)

1. a kind of menu recommended method based on image recognition matches existing food materials for searching in existing menu data library Recommend menu, includes several existing menus in the existing menu data library;It is characterized in that, the dish based on image recognition Spectrum recommended method includes the following steps 1 to step 5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein, it marks Total species number of existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2 ..., N;The existing food materials total figure picture mark It is denoted as JPG;
Step 2, the various food materials in the existing food materials total figure picture are identified, is informed in each existing in existing food materials total figure picture Food materials title;
Step 3, it is directed to according to each food materials title for including in existing menu and each existing food materials title known The contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, providing wouldn't The menu prompt information for matching current each existing food materials is provided to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, it is total in the existing food materials to obtain each existing food materials Size in image obtains each existing food materials occupied ratio value in the existing food materials total figure picture;Wherein,
Label described image occupation proportion threshold value is σ0, the existing food materials AiIn the existing food materials total figure as occupied by JPG Ratio index is denoted as Indicate existing food materials AiArea, SJPGIndicate the existing food materials total figure as JPG Area;
Step 5, judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image and accounts for When with proportion threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, providing wouldn't provide Menu prompt information with current each existing food materials is to user.
2. the menu recommended method according to claim 1 based on image recognition, which is characterized in that after step 5 also Including step b1 to step b4:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, the fresh figure It include common food materials title and the corresponding picture color of the common food materials when meeting food safety in piece color data library Data;
Step b2 carries out identification judgement to each existing food materials in the existing food materials total figure picture, to judge that each existing food materials are It is no to meet food safety:
When the food materials picture color data in the existing food materials total figure picture and the food materials in the fresh picture color database When picture color data when meeting food safety are consistent, then judge that the current existing food materials meet food safety, and be transferred to and hold Row step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively meet food safety existing The recommendation menu of food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
3. the menu recommended method according to claim 2 based on image recognition, which is characterized in that further include step c1 extremely Step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to the currently existing food materials, to obtain the corresponding weight of each existing food materials and number;
Step c3, according to received number of meals and each existing food materials weight, number, automatically generate the current dining of satisfaction The recommendation menu of number.
4. the menu recommended method according to claim 2 based on image recognition, which is characterized in that further include step d1 extremely Step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition image The freshness of punctum;
The freshness of obtained each existing food materials is supplied to user by step d3.
5. the menu recommended method according to any one of claim 2~4 based on image recognition, which is characterized in that also Include:
It receives, the personal information of the dining personnel of storage user's input;Wherein, the personal information of the dining personnel includes the use Age, gender, occupation, medical history, physical condition, dieting information and the menu of meal personnel likes information;
According to the personal information of received dining personnel and each existing food materials, generation meets current dining personnel's constitution and includes There is the recommendation menu of at least one currently existing food materials and the recommendation menu is pushed to user.
6. realizing the menu recommender system based on image recognition of menu recommended method described in claim 1, which is characterized in that packet It includes food materials image collecting device, food materials pattern recognition device, central processing unit and menu and recommends suggestion device;The food materials image Identification device is communicated to connect with food materials image collecting device and central processing unit respectively, and the central processing unit is mentioned with menu recommendation Showing device communication connection;Wherein:
The food materials image collecting device, for acquiring the image of existing food materials, formation includes the existing of all existing food materials Food materials total figure picture, and send the existing food materials total figure picture and give food materials pattern recognition device;
The food materials pattern recognition device is informed in existing for identifying to the various food materials in the existing food materials total figure picture Each existing food materials title in food materials total figure picture;And according to each food materials title for including in existing menu and described in knowing Each existing food materials title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to central processing Device;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends suggestion device to the menu;
The central processing unit obtains each existing food materials and exists for presetting the image occupation proportion threshold value for being directed to each food materials Size in the existing food materials total figure picture obtains each existing food materials occupied ratio in the existing food materials total figure picture Value;Judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image occupation proportion threshold When value, then the existing menu including each existing food materials is recommended to recommend suggestion device to the menu;Otherwise, providing wouldn't mention Menu prompt information for matching current each existing food materials recommends suggestion device to the menu;
The menu recommends suggestion device, the existing menu including each existing food materials sent for showing central processing unit The menu prompt information for matching current each existing food materials wouldn't be provided to user to user or display.
CN201710858833.5A 2017-09-21 2017-09-21 A kind of menu recommended method and menu recommender system based on image recognition Pending CN110021402A (en)

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CN113280560A (en) * 2020-02-20 2021-08-20 佛山市云米电器科技有限公司 Refrigerator control method, refrigerator and computer-readable storage medium
CN111990890A (en) * 2020-09-30 2020-11-27 广东美的厨房电器制造有限公司 Control method and device of electronic equipment, electronic equipment and storage medium
CN112418333A (en) * 2020-11-26 2021-02-26 珠海格力电器股份有限公司 Wine data pushing method and device, computer equipment and storage medium

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Application publication date: 20190716